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https://openalex.org/W3124607895
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https://europepmc.org/articles/pmc7864193?pdf=render
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English
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Alteration of Pituitary Tumor Transforming Gene 1 by MicroRNA-186 and 655 Regulates Invasion Ability of Human Oral Squamous Cell Carcinoma
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International journal of molecular sciences
| 2,021
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cc-by
| 10,105
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Citation: Lee, S.S.; Choi, J.H.; Lim,
S.M.; Kim, G.J.; Lee, S.K.; Jeon, Y.K. Alteration of Pituitary Tumor
Transforming Gene 1 by MicroRNA-
186 and 655 Regulates Invasion
Ability of Human Oral Squamous
Cell Carcinoma. Int. J. Mol. Sci. 2021,
22, 1021. https://doi.org/
10.3390/ijms22031021 Keywords: pituitary tumor-transforming gene 1; oral squamous cell carcinoma; invasion; microRNA Alteration of Pituitary Tumor Transforming Gene 1 by
MicroRNA-186 and 655 Regulates Invasion Ability of
Human Oral Squamous Cell Carcinoma Sang Shin Lee 1,*, Jong Ho Choi 1
, Seung Mook Lim 2, Gi Jin Kim 2
, Suk Keun Lee 1
and Yoon Kyung Jeon 3,* 1
Department of Oral Pathology, College of Dentistry, Gangneung-Wonju National University,
Gangneung 25457, Korea; jhchoi@gwnu.ac.kr (J.H.C.); sukkeunlee@hanmail.net (S.K.L.)
2
Department of Biomedical Science, CHA University, Seoul 13488, Korea; lsmook17@naver.com (S.M.L.);
gjkim@cha.ac.kr (G.J.K.)
3
Department of Pathology, Seoul National University College of Medicine, Seoul 03080, Korea
*
Correspondence: sangshin@gwnu.ac.kr (S.S.L.); ykjeon@snu.ac.kr (Y.K.J.) 1
Department of Oral Pathology, College of Dentistry, Gangneung-Wonju National University,
Gangneung 25457, Korea; jhchoi@gwnu.ac.kr (J.H.C.); sukkeunlee@hanmail.net (S.K.L.)
2
Department of Biomedical Science, CHA University, Seoul 13488, Korea; lsmook17@naver.com (S.M.L.);
gjkim@cha.ac.kr (G.J.K.)
3
Department of Pathology, Seoul National University College of Medicine, Seoul 03080, Korea
*
Correspondence: sangshin@gwnu.ac.kr (S.S.L.); ykjeon@snu.ac.kr (Y.K.J.) 1
Department of Oral Pathology, College of Dentistry, Gangneung-Wonju National University,
Gangneung 25457, Korea; jhchoi@gwnu.ac.kr (J.H.C.); sukkeunlee@hanmail.net (S.K.L.)
2
Department of Biomedical Science, CHA University, Seoul 13488, Korea; lsmook17@naver.com (S.M.L.);
gjkim@cha.ac.kr (G.J.K.) g
g
,
; j
g
(J
);
(
)
2
Department of Biomedical Science, CHA University, Seoul 13488, Korea; lsmook17@naver.c
gjkim@cha.ac.kr (G.J.K.) gj
(
)
3
Department of Pathology, Seoul National University College of Medicine, Seoul 03080, Korea
*
Correspondence: sangshin@gwnu.ac.kr (S.S.L.); ykjeon@snu.ac.kr (Y.K.J.) Abstract: Background: Pituitary tumor-transforming gene 1 (PTTG1) was recently shown to be
involved in the progression as well as the metastasis of cancers. However, their expression and
function in the invasion of oral squamous cell carcinoma (SCC) remain unclear. Methods: The
expressions of PTTG1 and PTTG1-targeted miRNA in oral SCC cell lines and their invasion capability
depended on PTTG1 expression were analyzed by quantitative RT-PCR, Western blots, the transwell
insert system and Zymography. Results: Invasion abilities were decreased in oral SCC cells treated
with siRNA-PTTG1. When PTTG1 were downregulated in oral SCC cells treated with microRNA-186
and -655 inhibited their invasion abilities via MMP-9 activity. Conclusions: These results indicate
that alteration of expression of PTTG1 in oral SCC cells by newly identified microRNA-186 and -655
can regulate invasion activity. Therefore, these data offer new insights into further understanding
PTTG1 function in oral SCC and should provide new strategies for diagnostic markers for oral SCC. International Journal of
Molecular Sciences International Journal of
Molecular Sciences International Journal of
Molecular Sciences International Journal of
Molecular Sciences 1. Introduction Oral squamous cell carcinoma (SCC) is one of the most common malignant epithelial
oral neoplasms. While the major risk factors for oral SCC are smoking and alcohol, other
risk factors include viral infections, mutations, and immune defects [1]. Although oral SCC
is based on clinical detection, most cases of oral SCC are not detected until advanced stages
because earlier detection is difficult [2]. According to the last GLOBOCAN, worldwide new
case and deaths per year of oral cancer, was about 350,000/18,100,000 and 180,000/9,600,027,
respectively [3]. Also, the prognosis is very poor and the five-year survival rate of oral SCC
is still less than 50%, despite significant improvements in clinical surgery, radiotherapy,
and chemotherapy [4]. It is necessary to confirm whether oral SCC is confined locally or
has invaded and metastasized to determine appropriate treatments, such as surgery or
irradiation [5,6]. Thus, a reliable diagnostic marker for oral SCC isneeded and it is necessary
to elucidate the molecular mechanisms involved in oral SCC metastasis. Recently, reports
have suggested mining and evaluating molecular diagnostic markers for invasion and
metastasis-specific microRNAs of oral SCC [7]. Received: 25 November 2020
Accepted: 18 January 2021
Published: 20 January 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). MicroRNAs (miRNAs) are a family of small non-coding (~22-nt long), endogenous,
single RNA molecules that control gene expression by binding to the 3′-UTRs of the target
mRNAs, regulating cleavage or translational inhibition [8]. Generally, it is well known that
one miRNA targets several genes in stage and time-specific manners [9]. These observations
suggest that miRNAs play vital roles in numerous biologic processes, including development, https://www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2021, 22, 1021. https://doi.org/10.3390/ijms22031021 Int. J. Mol. Sci. 2021, 22, 1021 2 of 16 tumorigenesis, and metastasis [10]. Thus, studies on target genes associated with oncogenes or
tumor suppressors using miRNAs have recently been reported in human cancers [11]. More
recently, Tavazoie et al., showed that miRNA-126 and miRNA-335 functioned as metastasis
suppressors in human breast cancer, and miRNA-331-3p had suppressive effects on non-small-
cell lung carcinoma (NSCLC) invasion and metastasisin vitroandin vivo [12,13]. Recently,
Feng et al. 1. Introduction reported that miRNA-22 increased by a lentiviral gene delivery system suppressed
the cell proliferation, migration, and invasion of oral SCCs through targeting NLRP3, which
is an NLR family pyrin domain containing three inflammasomes, in oral SCC tissues and cell
lines [14]. In addition, many researchers have reported that several kinds of miRNAs, such as
miR-1-3p, miR-9, and miR-30a-5p, controlled the proliferation, invasion, and metastasis of
oral SCCs via exchange the expression of various target genes [15–18]. Interestingly, it was
reported that miRNA-186 had a role as a tumor suppressor in oral SCCs and its expression
was decreased by inhibition of the signaling activity of ERK and AKT, which are downstream
of protein tyrosine phosphatase SHP2 [16,19]. However, whether miRNA-186 regulates oral
SCC cell invasion or modulates pituitary tumor-transforming gene (PTTG)1 in oral SCC cells
invasion remains poorly understood. p
y
PTTG is an oncogene that was first isolated and identified in a rat pituitary tumor
GH4 cell line but not in normal pituitary [20]. PTTGs are classified into PTTG1, PTTG2
and PTTG3, according to the order in which they were identified [21]. Specifically, PTTG1
is a multifunctional protein involved and overexpressed in various endocrine-related
cancers, including pituitary, thyroid, breast, ovarian, and uterine tumors [22–24]. Previous
evidence has shown that it is an important oncoprotein implicated in the progression of
several cancer cell types through the metaphase-anaphase transition of the cell cycle [25,26]. However, PTTG1 is highly correlated with tumor invasiveness and is known as a critical
gene associated with tumor metastasis, although its expression in normal human tissue is
rare [22,27]. Moreover, the downregulation of PTTG1 by small interfering RNA (siRNA)
inhibited the migration ability of non-small cell lung cancer (NSCLC) cells through matrix
metalloproteinase (MMP) [28]. Specifically, PTTG1 is directly associated with cancer
cell migration through MMP-2 [29]. In our previous reports, the regulation of PTTG1
by miRNA-186 correlated with the proliferation and metastasis of trophoblasts, which
demonstrate invasion activity during implantation and placental development through the
integrin/Rho-family signaling pathway [30]. Nonetheless, the expression and function of
PTTG1 in oral SCC, as well as its molecular mechanisms in the metastasis of oral SCC, are
unclear and require further investigation. Therefore, the objectives of the present study were to analyze the expression of PTTG1
in oral SCC cell lines (YD-10B and YD-15) and determine whether their effect on invasion
was dependent upon PTTG1 expression using siRNA. 1. Introduction In addition, we investigated whether
PTTG1-targeted microRNA could regulate the expression and invasion ability of PTTG1 in
oral SCC cells. 2. Results 2.1. Effect of PTTG1 on Oncogenesis of Oral SCC Cell Lines First, we confirmed the expression of PTTG1 in both oral SCC cell lines YD-10B and
YD-15 by qRT-PCR and Western blotting. The expression of PTTG1 mRNA and protein
was increased more in the YD-10B cells than in the YD-15 cells (Figure 1A,B). Generally,
PTTG1 is involved in oncogenesis [31]. To confirm the effect of PTTG1 on the oral SCC
cell lines, we confirmed the viability of the oral SCC cell lines regardless of the PTTG1
expression using PTTG1-specific siRNA treatment (siPTTG1) (Figure 1C). As shown in
Figure 1D, the expression of PTTG1 in the YD-10B and YD-15 cell lines was dramatically
decreased after siPTTG1 treatment. No expression of p53 was detected in the YD-10B
cell line because they have a mutant type of p53, whereas p53 was highly expressed in
the YD-15 cells, which have wild-type p53 (Figure 1D). Also, the expression of p53 was
decreased in the YD-15 cells by siPTTG1 treatment, but there was no difference in the
expression of CK18 between the two cell types (Figure 1D). Furthermore, we confirmed the Int. J. Mol. Sci. 2021, 22, 1021 3 of 16 3 of 16 expression of vimentin because it is overexpressed in most epithelial cancer and correlates
with tumor growth and poor prognosis [32]. The expression of vimentin was increased in
the YD-10B cells, whereas vimentin expression was decreased in the YD-15 cells compared
to the mock control (Figure 1D). However, the morphological characteristics of both cell
types were not changed by siPTTG1 treatment. These findings suggest that the expression
of PTTG1 affected oncogenesis in the YD-10B and YD-15 cells. expression of vimentin because it is overexpressed in most epithelial cancer and correlates
with tumor growth and poor prognosis [32]. The expression of vimentin was increased in
the YD-10B cells, whereas vimentin expression was decreased in the YD-15 cells compared
to the mock control (Figure 1D). However, the morphological characteristics of both cell
types were not changed by siPTTG1 treatment. These findings suggest that the expression
of PTTG1 affected oncogenesis in the YD-10B and YD-15 cells. Figure 1. Expression of PTTG1 in oral SCCcell lines. (A) The mRNA and (B) protein expres-
sion of PTTG1 in YD-10B and YD-15 cell lines were analyzed by qRT-PCR and Western blots. (C)Morphologies of the YD-10B and YD-15 cell lines after 200 nM siPTTG1 treatment for 24 or
48 h. 2. Results Magnification, ×400; scale bar = 50 µm. (D) The expression of PTTG1, p53, CK18, and vimentin
in YD-10B and YD-15 cell lines analyzed by Western blots after 200 nM siPTTG1 treatment for 24 h. GAPDH was used as an internal control. CK18, cytokeratin 18. Figure 1. Expression of PTTG1 in oral SCCcell lines. (A) The mRNA and (B) protein expres Figure 1. Expression of PTTG1 in oral SCCcell lines. (A) The mRNA and (B) protein expres-
sion of PTTG1 in YD-10B and YD-15 cell lines were analyzed by qRT-PCR and Western blots. (C)Morphologies of the YD-10B and YD-15 cell lines after 200 nM siPTTG1 treatment for 24 or
48 h. Magnification, ×400; scale bar = 50 µm. (D) The expression of PTTG1, p53, CK18, and vimentin
in YD-10B and YD-15 cell lines analyzed by Western blots after 200 nM siPTTG1 treatment for 24 h. GAPDH was used as an internal control. CK18, cytokeratin 18. sion of PTTG1 in YD-10B and YD-15 cell lines were analyzed by qRT-PCR and Western blots. (C)Morphologies of the YD-10B and YD-15 cell lines after 200 nM siPTTG1 treatment for 24 or
48 h. Magnification, ×400; scale bar = 50 µm. (D) The expression of PTTG1, p53, CK18, and vimentin
in YD-10B and YD-15 cell lines analyzed by Western blots after 200 nM siPTTG1 treatment for 24 h. GAPDH was used as an internal control. CK18, cytokeratin 18. 2.2. Effect of PTTG1 on Proliferation of YD-10B and YD-15 Cells 2.2. Effect of PTTG1 on Proliferation of YD-10B and YD-15 Cells Generally, PTTG1 controls cell proliferation by regulating chromatid separation during
cell mitosis [26]. Thus, we confirmed the effect of PTTG1 on the proliferation of YD-10B
and YD-15 cells by Western blotting and FACS analysis following siPTTG1 treatment. We
determined the proportion of cells in S phase in the YD-10B (7.55%) and YD-15 (12.85%)
cell lines compared to the mock control group. After siPTTG1 treatment, the proportion
of YD-10B cell in S phase was increased (9.18%), whereas it was decreased in YD-15 cells
(4%) (Figure 2A). The activation of cyclin D1 is mainly responsible for regulating the G1-S
phase transition and useful as prognostic biomarkers in oral SCC [33,34]. These results are
consistent with the marked increase in the expression of cyclin D1 protein in YD-10B cells
transfected with siPTTG1 compared to the control. In contrast to YD-10B, the expression of
cyclin D1 was remarkably decreased in YD-15 cells transfected with siPTTG1 compared
to the control (Figure 2B). To analyze cellular proliferation and death, the expression of
phosphorylated Akt (p-Akt), which used as a marker for cell proliferation, was increased
in both cell lines by treatment with siPTTG1 compared to the control, although no sig-
nificant difference was detected in cyclin E1, phosphorylated Erk (p-Erk), Bcl-2 or Bak
(Figure 2B,C). Interestingly, the expression of phosphorylated mTOR, which used as a
marker for autophagy, in the YD-10B cell line was dramatically decreased, but increased
in the YD-15 cells, after siPTTG1 treatment. Additionally, the expression of gp130 was
increased in the YD-10B cells after siPTTG1 treatment, but decreased in the YD-15 cells, Int. J. Mol. Sci. 2021, 22, 1021 4 of 16 although the expression of STAT3 and phosphorylated STAT3 was decreased (Figure 2D). These results indicate that the knockdown of PTTG1 decreased the proliferation of YD-10B
cells and increased YD-15 cell proliferation by upregulating or downregulating the cell
cycle, respectively, in a p53 expression-dependent manner. Figure 2. Effect of PTTG1 on cell cycle, apoptosis, and growth in oral SCC celllines. (A) Cell
cycle analysis by FACScan in YD-10B and YD-15 cell lines after treatment with siPTTG1. The
expression of proteins related to (B) cell cycle and (C) apoptosis, and (D) cell growth was analyzed
in cells treated with 200 nM siPTTG1 by Western blots. GAPDH was used as an internal control. p-ERK, phosphorylated ERK; p-Akt, phosphorylated Akt; p-mTOR, phosphorylated mTOR; p-STAT3,
phosphorylated STAT3. 2.2. Effect of PTTG1 on Proliferation of YD-10B and YD-15 Cells 2 3 Effect of PTTG1 on Invasion Ability of YD-10B and YD-15 Cells Figure 2. Effect of PTTG1 on cell cycle, apoptosis, and growth in oral SCC celllines. (A) Cell
cycle analysis by FACScan in YD-10B and YD-15 cell lines after treatment with siPTTG1. The
expression of proteins related to (B) cell cycle and (C) apoptosis, and (D) cell growth was analyzed
in cells treated with 200 nM siPTTG1 by Western blots. GAPDH was used as an internal control. p-ERK, phosphorylated ERK; p-Akt, phosphorylated Akt; p-mTOR, phosphorylated mTOR; p-STAT3,
phosphorylated STAT3. Figure 2. Effect of PTTG1 on cell cycle, apoptosis, and growth in oral SCC celllines. (A) Cell
cycle analysis by FACScan in YD-10B and YD-15 cell lines after treatment with siPTTG1. The
expression of proteins related to (B) cell cycle and (C) apoptosis, and (D) cell growth was analyzed
in cells treated with 200 nM siPTTG1 by Western blots. GAPDH was used as an internal control. p-ERK, phosphorylated ERK; p-Akt, phosphorylated Akt; p-mTOR, phosphorylated mTOR; p-STAT3,
phosphorylated STAT3. 2.3. Effect of PTTG1 on Invasion Ability of YD-10B and YD-15 Cells 2.3. Effect of PTTG1 on Invasion Ability of YD-10B and YD-15 Cells Since several groups reported that PTTG1 promoted the invasion ability in different
types of cancer cells [28,35], we investigated whether PTTG1 regulated the invasion ability
of YD-10B and YD-15 cells using a Transwell chamber assay. The number of invaded
YD-10B cells treated with siPTTG1 were significantly decreased compared to the mock
control (p < 0.05, Figure 3A). Although the invasion ability of the YD-15 cells was lower
than that of the YD-10B cells, the number of invaded cells was significantly decreased after
siPTTG1 treatment compared to the mock control (p < 0.05, Figure 3A). Furthermore, the
expression of MMP-2 and MMP-9 released from the YD-10B cells treated with siPTTG1
was markedly decreased compared to the mock control (p < 0.05, Figure 3B). In the YD-15B
cells, the expression of MMP-9 was significantly decreased but there was no difference in
MMP-2 expression following siPTTG1 treatment (p < 0.05, Figure 3B). These results suggest Int. J. Mol. Sci. 2021, 22, 1021 5 of 16 that the downregulation of PTTG1 by siPTTG1 treatment suppressed the invasion ability
of the YD-10B and YD-15 cells by decreasing the expression of MMPs. Figure 3. Invasion abilities of oral SCC cell linesdepend on PTTG1 expression. (A)Image (left) and
numbers (right) of invaded YD-10B and YD-15 cells after siPTTG1 treatment. Magnification, ×100;
scale bar = 100 µm. (B) Activities of MMP-9 and -2 in YD-10B and YD-15 cells after siPTTG1 treatment
analyzed by zymography. The values are means ± standard errors. * indicates significant differences
between control and siPTTG1 treatment (p < 0.05). All experiments were performed in triplicate. Figure 3. Invasion abilities of oral SCC cell linesdepend on PTTG1 expression. (A)Image (left) and
numbers (right) of invaded YD-10B and YD-15 cells after siPTTG1 treatment. Magnification, ×100;
scale bar = 100 µm. (B) Activities of MMP-9 and -2 in YD-10B and YD-15 cells after siPTTG1 treatment
analyzed by zymography. The values are means ± standard errors. * indicates significant differences
between control and siPTTG1 treatment (p < 0.05). All experiments were performed in triplicate. 2.4. Effect of miR-186 and -655 on Expression of PTTG1 in YD-10B and YD-15 Cells 2.4. Effect of miR-186 and -655 on Expression of PTTG1 in YD-10B and YD-15 Cells 2.4. Effect of miR-186 and -655 on Expression of PTTG1 in YD-10B and YD-15 Cells To associate miRNAs with the regulation of PTTG1 expression, a bioinformatics search
was performed in three databases, Microcosm, MicroRNA, and TargetScan, for predicted
miRNA-targeting PTTG1 mRNAs. The databases predicted miR-186 and miR-655 as po-
tential miRNAs targeting PTTG1 (Figure 4A). Furthermore, these tools indicated that the
mRNA 3′ UTR of PTTG1 matched with miR-186 and miR-655 (Figure 4B). Synthesized
miRNA mimics, inhibitor or scrambled control were transfected into the YD-10B and
YD-15 cells. In the qRT-PCR analysis, the expression of miR-186 and miR-655 were effec-
tively decreased in YD-10B and YD-15 cells treated with the mimic sequence (p < 0.05,
Figure 4C,D, respectively), resulting in significantly decreased mRNA and protein ex-
pression of PTTG1 compared to the control (p < 0.05, miR-186, Figure 4E,G; miR-655,
Figure 4F,H). In contrast, YD-10B and YD-15 cells treated with the miR-186 inhibitor se-
quence showed decreased expression levels, although the decreases were not statically
significant (Figure 5A), resulting in increased mRNA and protein expression of PTTG1
compared to the control (p < 0.05, Figure 5C,E). As shown in Figure 6B, the expression level
of miR-655 decreased in cells treated with the miR-655 inhibitor sequence, resulting in an
increased mRNA and protein expression of PTTG1 (Figure 5D,F). However, the miR-655
inhibitor had no impact on PTTG1 protein levels (Figure 5F). These results suggest that
the expression of PTTG1 was modulated by miR-186 and miR-655 in the YD-10B and
YD-15 cells. 6 of 16 Int. J. Mol. Sci. 2021, 22, 1021 Figure 4. Effect of up-regulated of miR-186 and -655 on PTTG1 expression in oral SCC celllines. (A) Venn diagram showin
overlapping miRNAs related to PTTG1 mRNA by Microcosm, Micro RNA, and Target Scan. (B) miRNA sequence an
arget of the PTTG1 gene in the 3′-UTR site. Expression of (C) miR-186 and (D) miR-655 determined by qRT-PCR in YD-10
and YD-15 cells treated with mimic sequences. mRNA expression of PTTG1 determined by qRT-PCR in YD-10B and YD-1
ells treated with (E) miR-186 and (F) miR-655 mimic sequence. * indicates significant differences between Negative contr
and mimic treatment (p < 0.05). All experiments were performed in triplicate. Protein expression of PTTG1 determined b
Western blots in YD-10B and YD-15 cells treated with (G) miR-186 and (H) miR-655 mimic sequence. GAPDH was used
an internal control. Figure 4. Effect of up-regulated of miR-186 and -655 on PTTG1 expression in oral SCC celllines. 2.4. Effect of miR-186 and -655 on Expression of PTTG1 in YD-10B and YD-15 Cells (A) Venn diagram showing
overlapping miRNAs related to PTTG1 mRNA by Microcosm, Micro RNA, and Target Scan. (B) miRNA sequence and
target of the PTTG1 gene in the 3′-UTR site. Expression of (C) miR-186 and (D) miR-655 determined by qRT-PCR in YD-10B
and YD-15 cells treated with mimic sequences. mRNA expression of PTTG1 determined by qRT-PCR in YD-10B and YD-15
cells treated with (E) miR-186 and (F) miR-655 mimic sequence. * indicates significant differences between Negative control
and mimic treatment (p < 0.05). All experiments were performed in triplicate. Protein expression of PTTG1 determined by
Western blots in YD-10B and YD-15 cells treated with (G) miR-186 and (H) miR-655 mimic sequence. GAPDH was used as
an internal control. 7 of 16 Int. J. Mol. Sci. 2021, 22, 1021 Figure 5. Effect of downregulation of miR-186 and -655 on PTTG1 expression in oral SCC cell
lines. Expression of (A) miR-186 and (B) miR-655 determined by qRT-PCR in YD-10B and YD-15
cells treated with inhibitory sequences. mRNA expression of PTTG1 determined by qRT-PCR in
YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 inhibitory sequences. * indicates
significant differences between Negative control and inhibitor treatment (p < 0.05). All experiments
were performed in triplicate. Protein expression of PTTG1 determined by Western blots in YD-10B
and YD-15 cells treated with (E) miR-186 and (F) miR-655 inhibitory sequence. GAPDH was used as
an internal control. Figure 5. Effect of downregulation of miR-186 and -655 on PTTG1 expression in oral SCC cell
lines. Expression of (A) miR-186 and (B) miR-655 determined by qRT-PCR in YD-10B and YD-15
cells treated with inhibitory sequences. mRNA expression of PTTG1 determined by qRT-PCR in
YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 inhibitory sequences. * indicates
significant differences between Negative control and inhibitor treatment (p < 0.05). All experiments
were performed in triplicate. Protein expression of PTTG1 determined by Western blots in YD-10B
and YD-15 cells treated with (E) miR-186 and (F) miR-655 inhibitory sequence. GAPDH was used as
an internal control. 2.5. The Expression of PTTG1 Modulated by miR-186 and miR-655 Regulated Invasion Ability of
YD-10B and YD-15 Cells 2.5. The Expression of PTTG1 Modulated by miR-186 and miR-655 Regulated Invasion Ability of
YD-10B and YD-15 Cells To identify the role of miR-186 and miR-655 in the invasion ability of YD-10B and
YD-15 cells, Transwell chamber assays were performed in both cells treated with mimic
or inhibitor sequences. The number of YD-10B and YD-15 cells treated with the miR-186
mimic sequence that invaded through the chamber was considerably less compared to
the control cells. Quantitative analysis of the cell numbers showed that the YD-10B and
YD-15 cells treated with the miR-186 mimic sequence had invasion rates 1.7 or 3.2 times
less, respectively, than that of the control cells (p < 0.05, Figure 6A). Also, the number of
invaded YD-10B and YD-15 cells was 2.6 or 2 times less, respectively, than that of the control
cells after treatment with the miR-655 mimic sequence (p < 0.05, Figure 6B). Our previous
studies showed that MMP-2 and MMP-9 activities can promote oral SCC cell invasion
via PTTG1 expression [36]. Considering that, we performed zymography to analyze the
activities of MMP-2 and MMP-9 in YD-10B and YD-15 cells treated with or without the
miR-186 and miR-655 mimic sequence. The activity of MMP-9 was considerably decreased
in YD-10B and YD-15 cells treated with both mimic sequences compared to the control cells. The activity of MMP-2 was decreased in the YD-10B cells treated with the miR-186 mimic Int. J. Mol. Sci. 2021, 22, 1021 8 of 16 sequence. However, that of the YD-15 cells treated with the miR-186 mimic sequence were
increased compared to the control cells (Figure 6C). As shown in Figure 6D, the activity
of MMP-9 was effectively decreased in the YD-10B and YD-15 cells treated with miR-655
mimic sequence compared to the control cells, although the MMP-2 activities were not
significantly different. sequence. However, that of the YD-15 cells treated with the miR-186 mimic sequence were
increased compared to the control cells (Figure 6C). As shown in Figure 6D, the activity
of MMP-9 was effectively decreased in the YD-10B and YD-15 cells treated with miR-655
mimic sequence compared to the control cells, although the MMP-2 activities were not
significantly different. mimic sequence compared to the control cells, although the MMP-2 activities were no
significantly different. Figure 6. Effect of upregulated miR-186 and -655 on invasion abilities of oral SCCcell lines. 2.5. The Expression of PTTG1 Modulated by miR-186 and miR-655 Regulated Invasion Ability of
YD-10B and YD-15 Cells Image (left) and numbers
(right) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 mimic sequences. Magnification,
×100; scale bar = 100 µm. The values are means ± standard errors.* indicates significant differences between negative
control and mimic treatment (p < 0.05). All experiments were performed in triplicate. Activity of MMP-9 and -2 analyzed
by zymography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. In contrast to the mimic sequence results, the number of invaded YD-10B and YD-1
cells treated with the miR-186 or miR-655 inhibitor sequences was higher than that of th
control cells. The number of invaded YD-10B and YD-15 cells treated with the miR-18 gure 6. Effect of upregulated miR-186 and -655 on invasion abilities of oral SCCcell lines. Image (left) and numbers
ight) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 mimic sequences. Magnification,
100; scale bar = 100 µm. The values are means ± standard errors.* indicates significant differences between negative
ontrol and mimic treatment (p < 0.05). All experiments were performed in triplicate. Activity of MMP-9 and -2 analyzed
y zymography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. In contrast to the mimic sequence results, the number of invaded YD-10B and YD-15
cells treated with the miR-186 or miR-655 inhibitor sequences was higher than that of the
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1 Figure 6. Effect of upregulated miR-186 and -655 on invasion abilities of oral SCCcell lines. Image (left) and numbers
(right) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 mimic sequences. Magnification,
×100; scale bar = 100 µm. The values are means ± standard errors.* indicates significant differences between negative
control and mimic treatment (p < 0.05). All experiments were performed in triplicate. Activity of MMP-9 and -2 analyzed
by zymography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. In contrast to the mimic sequence results, the number of invaded YD-10B and YD-15
cells treated with the miR-186 or miR-655 inhibitor sequences was higher than that of the
control cells. 2.5. The Expression of PTTG1 Modulated by miR-186 and miR-655 Regulated Invasion Ability of
YD-10B and YD-15 Cells The number of invaded YD-10B and YD-15 cells treated with the miR-186
inhibitor sequence was 1.3 or 1.6 times higher, respectively, than that of the control cells
(p < 0.05, Figure 7A). In addition, the number of invaded YD-10B and YD-15 cells treated In contrast to the mimic sequence results, the number of invaded YD-10B and YD-15
cells treated with the miR-186 or miR-655 inhibitor sequences was higher than that of the
control cells. The number of invaded YD-10B and YD-15 cells treated with the miR-186
inhibitor sequence was 1.3 or 1.6 times higher, respectively, than that of the control cells
(p < 0.05, Figure 7A). In addition, the number of invaded YD-10B and YD-15 cells treated Int. J. Mol. Sci. 2021, 22, 1021 9 of 16 9 of 16 with the miR-655 inhibitor sequence was 1.2 times higher than the control cells (p < 0.05,
Figure 7B). Furthermore, the activities of MMP-9 were increased in YD-10B and YD-15B
cells treated with the inhibitor sequence, regardless of the miRNAs, compared to control
cells. However, the MMP-2 activities were not significantly different, regardless of the
miRNA treatment (Figure 7C,D). These results strongly suggest that miR-186 and miR-
655 were capable of directly targeting the 3′-UTRs of the PTTG1 genes, resulting in the
alteration of PTTG1 expression associated with the invasion ability of oral SCC cells via
MMP-9 activity. alteration of PTTG1 expression associated with the invasion ability of oral SCC cells v
MMP-9 activity. re 7. Effect of downregulated miR-186 and -655 on invasion abilities of oral SCC cell lines. Image (left) and numbers
t) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 inhibitory sequences. Magnification,
0; scale bar = 100 µm. The values are means ± standard errors. * indicates significant differences between negative
rol and inhibitor treatment. All experiments were performed in triplicate. Activity of MMP-9 and -2 analyzed by
ography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. gure 7. Effect of downregulated miR-186 and -655 on invasion abilities of oral SCC cell lines. Image (left) and numbers
ght) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 inhibitory sequences. Magnification,
00; scale bar = 100 µm. The values are means ± standard errors. * indicates significant differences between negative
ntrol and inhibitor treatment. All experiments were performed in triplicate. 3. Discussion In the present study, we demonstrated that PTTG1 was expressed in oral SCC cells in
a p53-dependent manner that regulated the proliferation of oral SCC cell lines via cell-cycle
regulation. In addition, the inhibition of PTTG1 reduced the invasion ability of oral SCC
cell lines and their invasion ability was regulated through MMP activity via miR-186 and
miR-655. PTTG1 is a recently identified oncogene in pituitary tumors and high expression
levels of PTTG1 were reported in several different cancers [25,37,38]. In the oral SCC field,
several groups recently reported the overexpression of PTTG1 in patients with oral SCC
and that the expression of PTTG1 was a potential predictor of oral SCC progression. [39,40]. However, the studies did not investigate the mechanisms related to tumorigenesis through
PTTG1 and did not confirm a correlation between PTTG1 expression and oral SCC cells in
in vitro experiments. In our study, two types of SCC cells originating from oral SCC, YD-
10B and YD-15 cells, were used to verify and investigate the mechanism of PTTG1 in oral
cancer tumorigenesis.There are differences in the pathologic diagnosis and p53 expression
in the two cell lines. The YD-10B cells are oral SCC, which has a frameshift mutation in
p53, resulting in no expression of the p53 protein, whereas YD-15 cells strongly express
p53 protein [41], which is known as a transcription factor with pro-apoptotic function. Therefore, its expression is associated with tumor suppression by promoting cell cycle
arrest and apoptosis [42]. Interestingly, the PTTG1 expression and p53 expression were
negative correlation in these cell lines in the present study. These findings are correlated
with reports that high expression of PTTG1 was found to be associated with mutant
p53 protein stability [43] Additionally, Tong et al. showed that p53 binds to PTTG1 and
their interaction was shown to regulate cell cycle regulation via cyclin D using chromatin
immunoprecipitation-of-chip studies [44]. Furthermore, several studies reported that
p53-mediated PTTG1 expression induced cell death by regulating DNA-damage and/or
apoptotic factors [38,45], In our preliminary data, we confirmed the expression patterns
of PTTG1 and their localization were observed in oral SCC tissues of patients. Their
expression was localized in nuclei of tumor cells in well and moderate-differentiated oral
SCC tissues (data not shown). 2.5. The Expression of PTTG1 Modulated by miR-186 and miR-655 Regulated Invasion Ability of
YD-10B and YD-15 Cells Activity of MMP-9 and -2 analyzed by
mography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. Figure 7. Effect of downregulated miR-186 and -655 on invasion abilities of oral SCC cell lines. Image (left) and numbers
(right) of invaded YD-10B and YD-15 cells treated with (A) miR-186 and (B) miR-655 inhibitory sequences. Magnification,
×100; scale bar = 100 µm. The values are means ± standard errors. * indicates significant differences between negative
control and inhibitor treatment. All experiments were performed in triplicate. Activity of MMP-9 and -2 analyzed by
zymography in YD-10B and YD-15 cells treated with (C) miR-186 and (D) miR-655 mimic sequences. Int. J. Mol. Sci. 2021, 22, 1021 10 of 16 10 of 16 3. Discussion In this study, we showed that the altered expression of
PTTG1 regulated the cell cycle of oral SCC cells and their function was involved with
p53-dependent cell cycle arrest, although no differences in apoptotic and anti-apoptotic
changes were seen. However, these different mechanisms mediated by p53 should be
studied in the future. Recent studies suggested that miRNAs are involved in post-transcriptional gene
expression and play critical roles in biological and cellular processes, such as metabolism,
tumorigenesis, and metastasis. In cancer studies, miRNA acts as a metastasis regulator, as
well as an oncogene and tumor suppressor, depending on the cancer type. MetastamiRs
regulate metastasis through diverse mechanisms, including migration, invasion, and
epithelial-mesenchymal transition (EMT) [10,46]. To further study the mechanisms of
PTTG1 on the invasion ability of oral SCC, we used bioinformatics algorithms and methods,
including microRNA [47], TargetScan human [48], and Microcosm Targets [49]. Based on
the predictions, we found that miR-186 and -655 might be regulators that interact with
PTTG1. Previous studies reported that low plasma levels of miR-655 were associated with
lymphatic invasion and lymph node metastasis in patients with esophageal squamous cell
carcinoma (ESCC) [50]. The overexpression of miR-655 inhibited the invasion ability of
ESCC cells by targeting PTTG1 [51]. Li et al. demonstrated that PTTG1 modulated by miR-
186 regulated the invasion and metastasis of NSCLC [28]. Wang et al. showed that PTTG1
was overexpressed in patients with neuroendocrine tumors (CNET), which was regulated
by miR-186. However, all previous reports on PTTG1 expression by targeting miR-186
and miR-655 were insufficient to clearly explain the mechanisms of cancer invasion and
metastasis. The relationship between miR, including miR-186 and miR-655, and PTTG1,
which is involved with the invasion ability of oral SCC, remains unknown although PTTG1-
targeting miR-655 inhibit pituitary tumor cell tumorigenesis via p53/PTTG1 regulation Int. J. Mol. Sci. 2021, 22, 1021 11 of 16 11 of 16 feedback loop [52]. In our previous study, we showed that miR-186 directly targeted PTTG1,
which controls human trophoblast invasion via integrin and the Rho-family [30]. In the
current study, we first demonstrated that miR-186 and miR-655 were direct targets of PTTG1
in oral SCC cell lines. Using Transwell assays, we found that the altered expression of miR-
186 and -655 controlled the invasion ability of oral SCC cell lines. 3. Discussion These observations may
explain roles for miR-186 and -655 in the regulation of oral SCC invasion and metastasis,
regardless of cell type. However, the further study on the correlation between microRNAs
(e.g., miR-186 and -655) and p53 expression on migration ability of oral SCC should be
need in the future. MMPs are a highly regulated family of zinc-dependent endopeptidases that are asso-
ciated with tumor progression and metastasis [53,54]. The role of MMPs in cancer invasion
is primarily overexpression in invasive malignant tumors [55,56]. In oral SCCs, MMP-
1, MMP-8, MMP-10, MMP-12, and MMP-13 are highly expressed in patients with oral
SCC [57]. MMP expression may determine the level of metastasis in oral SCC. Makinen
et al. demonstrated that the nuclear expression of MMP-13 or the cytoplasmic expression
of MMP-2, -8, and -9 was associated with invasion depth and tumor size in oral tongue
squamous cell carcinoma [58]. MMP-7 and -9 and MT1-MMP were shown to be closely
correlated to invasion depth and progression [59]. In gelatin zymography, we found that
the upregulation of miR-186 and miR-655 reduced the activity of MMP-9, whereas down-
regulated miR-186 and miR-655 induced the activity of MMP-9 in YD-10B and YD-15 cells. These findings suggest that miR-186 and miR-655 negatively controlled the expression
of PTTG1 and MMP-9 in the oral SCC cell lines. These data are consistent with previous
reports on the PTTG1 control of oral SCC cell lines through the regulation of MMP-2 and
MMP-9 activity. 4. Materials and Methods
4.1. Cell Culture Two oral SCC cell lines, YD-10B cell line (p53 frameshift mutation, Tongue) and YD-
15 cell line (p53 wild type, Tongue) were used [41]. YD-10B and YD-15 were obtained
from Dr. Jin Kim (Yonsei University, Seoul, Korea). Both cell lines were cultivated in
a defined medium [3:1 mixture ofDulbecco’s modified Eagle’s medium (11965, Gibco,
Rockville, MD, USA) and Ham’s F12 nutrient Mixture (11765-054, Gibco) supplemented
with 10% fetal bovine serum (16000-044, Gibco) and 100 U/mL penicillin and streptomycin
(15140-122, Gibco), and 2 mM L-glutamine (25030, Gibco) at 37 ◦C in a humidified atmo-
sphere of 5% CO2. Synthesized miRNA mimics, inhibitor, and scrambled control were
synthesized by Genolution (Genolution Inc., Seoul, Korea). All transient transfections
with siRNA (Invitrogen, Waltham, MA, USA) and miRNA (Genolution, Seoul, Korea) in
YD-10B and YD-15 cells were performed using Lipofectamine 2000 Transfection Reagent
(Invitrogen), according to the manufacturer’s protocol. Briefly, 1 × 106 cells were seeded
onto 100 mm culture dishes with serum-free OPTI-MEM (Gibco). Next, the cells were
transfected with 200 nM siRNA-PTTG1 (siPTTG1) or 30 nM miRNAs (-186, -655, or scram-
bled negative control) for 24–48 h. The sequences used in the present study are shown as
below. hsa-miR-186-5p; F: 5′- CAA AGA ATT CTC CTT TGG GCT-3′; hsa-miR-655-5p; F:
5′-AGAGGUUAUCCGUGUUAUGUUC-3′.All transfection experiments were optimized
for high efficiency and minimal cell damage. 4.2. Fluorescence-Activated Cell Sorting Analysis 4.3. Quantitative Real-Time Polymerase Chain Reaction Analysis (qRT-PCR) 4.3. Quantitative Real-Time Polymerase Chain Reaction Analysis (qRT-PCR) Total RNA was extracted using Trizol reagent (Invitrogen). cDNA (500 ng) was
synthesized using Superscript III reverse transcriptase (Invitrogen) or a miR-X miRNA
First-Strand Synthesis Kit (Clontech Laboratories, Mountain View, CA, USA) according
to the manufacturer’s protocol. qRT-PCR was performed on an Exicycler 96 (Bioneer,
Deajeon, Korea) using SYBR Green Master Mix (Roche, Basal, Switzerland). The PCR
cycling conditions for the mRNAs were as follows: 95 ◦C for 5 min, followed by 40 cycles
at 95 ◦C for 5 s and 60 ◦C for 30 s. The microRNA amplification conditions were 95 ◦C
for 10 s, followed by 40 cycles at 95 ◦C for 5 s and 60 ◦C for 20 s, with a final step at 95 ◦C
for 60 s, 55 ◦C for 30 s, and 95 ◦C for 30 s. All normalizations were done using β-actin or
U6 levels and the relative expression levels were calculated by the ∆∆CT method. Also,
Reverse transcriptase PCR (RT-PCR) was used to detect mRNA expression of the PTTG1. Total RNA was isolated from the cells using TRIzol reagent (Invitrogen) according to the
manufacturer’s instructions. Reverse transcription was carried out using 500ng of total
RNA and Superscript III reverse transcriptase (Invitrogen), the synthesized cDNAs were
amplified by PCR. The amplification conditions were as follows: 5 min 95◦C, followed by
35 cycles of 94 ◦C for 30 s, 52~65 ◦C for 1 min, and 72◦C for 1 min. The PCR products were
visualized by electrophoresis on a 1~2% (w/v) agarose gel (Cambrex, ME, USA) containing
0.5µg/mLethidium bromide (Promega, WI, USA).The primer sequences used in the present
study are shown as the below. PTTG1; F:5′-AAG GAA AAT GGA GAA CA GGC-3′, R: 5′-
GCT TGG CTG TTT TTG TTT GAG G-3′; GAPDH; F:5′-GATTCCACCCATGGCAAATTC,
R:5′-GTCATGAGTCCTTCCACGATAC. y
GCT TGG CTG TTT TTG TTT GAG G-3′; GAPDH; F:5′-GATTCCACCCATGGCAAATTC,
R:5′-GTCATGAGTCCTTCCACGATAC. 4.4. Western Blots The cells were extracted on ice in lysis buffer [RIPA buffer (Sigma), complete protease
inhibitor cocktail (Mini Tablet; Roche), phosphatase inhibitor cocktail II (A.G. Scientific,
San Diego, CA, USA)], and cleared by centrifugation at 13,000 rpm for 20 min at 4 ◦C. The
protein concentration of the lysates was determined using a BCA Protein Assay Kit (Pierce,
Rockford, IL, USA). Equal concentrations of total lysates were mixed with 5× loading
dye [50mM-Tris HCL(pH 6.8), 2% sodium dodecyl sulfate (SDS), 1% 2-mercaptoethanol,
12.5mM ethylenediaminetetraacetic acid, and 0.02% bromophenol blue], and separated by
8–15% gradient SDS-polyacrylamide gel electrophoresis (PAGE). After electrophoresis, the
proteins were transferred to polyvinylidene difluoride membranes (Bio-Rad Laboratories,
Berkeley, CA, USA). The membranes were incubated in 8% skim milk or 5% bovine
serum albumin (BSA, AMRESCO, Cincinnati, OH, USA) for 1 h at room temperature
and then incubated overnight with primary antibodies at 4 ◦C. The antibodies are shown
in Supplementary Table S1. The following day, the membranes were incubated with
horseradish peroxidase-conjugated anti-rabbit immunoglobulin G (IgG; 1:20,000), anti-
mouse IgG (1:20,000) or anti-goat IgG (1:20,000) secondary antibodies for 1 h at room
temperature. The specific protein bands were visualized with an Electrochemiluminescence
Advance Western Blot Detection Kit (Amersham Biosciences, Uppsala, Sweden). 4.2. Fluorescence-Activated Cell Sorting Analysis YD-10B and YD-15 cells were seeded onto 100 mm culture dishes at a density of
1 × 106 cells/dish and were transfected with 50–200nM siPTTG1 for 24 h. The adherent
and floating cells were both collected and fixed in ice-cold 70% ethanol at room temperature
(RT) for 10 min. The fixed cells were rehydrated in phosphate-buffered saline (PBS)
and stained with 50 µg/mLpropidium iodide (Sigma-Aldrich, St. Louis, MO, USA) and
10µg/mLRNase A (Sigma-Aldrich) at room temperature for 30 min. The samples were
analyzed by a FACSCalibur flow cytometer (Becton Dickinson, Franklin Lakes, NJ, USA) Int. J. Mol. Sci. 2021, 22, 1021 12 of 16 and the cell cycle phase distribution was quantified with CellQuest Pro software (BD
Biosciences, Heidelberg, Germany). All experiments were performed in two separate
experiments in duplicate. 4.5. Transwell Chamber Assay The invasion ability of oral SCC cells was determined using a 24-well cell culture insert
system pre-coated matrigel (8 µm pore size; BD Biosciences) and zymography. For the
transwell chamber assay, a total of 3.5–4.5 × 104 cells were collected and added to the upper
chamber with serum-free OPTI-MEM media (Gibco). Culture media containing 10% FBS
was put into the lower chamber as a chemo-attractant, and the cells were transfected with
siRNA or miRNA for 24 h. After 24 h, the membranes were fixed with ice-cold methanol
for 20 min and stained with Mayer’s hematoxylin (Dako, Santa Clara, CA USA) at 37 ◦C Int. J. Mol. Sci. 2021, 22, 1021 13 of 16 for 10 min. The non-invading cells remaining in the upper chamber were scraped out
using a cotton swab. The numbers of invaded cells were counted in at least five randomly
selected fields under a light microscope. All experiments were performed in two separate
experiments in duplicate. 4.7. Statistical Analysis The results are presented as means ± standard errors. The data were analyzed using
Student’s t-test, with p < 0.05 considered to indicate statistical significance. 4.6. Zymography After the invasion assay, the supernatants from the invaded cells in the lower chamber-
containing secreted MMP-2 and MMP-9 were collected. Equal volumes of the supernatants
were electrophoresed on 10% SDS-PAGE gel with 1mg/mLgelatin. The gel was renatu-
rated in renaturation buffer (Bio-Rad Laboratories) at 37 ◦C for 30 min and incubated in
developing buffer (Bio-Rad Laboratories) at 37 ◦C for 24 h. After incubation, the gel was
stained for 2 h with staining solution [10% acetic acid/40% methanol supplemented with
0.5% Coomassie brilliant blue R-250 (Sigma)] and destained for 1 h in destaining solution
[50% methanol/10% acetic acid/40%water]. The non-stained bands were used to detect
the enzymatic activities of MMP-2 and MMP-9. 5. Conclusions These findings indicate that PTTG1 is expressed in tumorigenesis of human oral SCC
cells, p53 expression dependent manner and the alteration of PTTG1 expression by newly
identified microRNA-186 and microRNA-655 can regulate their migration activities. Nev-
ertheless, we need further studies to determine the exact mechanism between PTTG1/p53
or PTTG1/miRNAs in oral SCC. Therefore, these data offer new insight into further under-
standing the function of PTTG1 in oral SCC and PTTG1-targeting miR-186 and miR-655 as
metastatic regulator should provide new strategies to develop more efficient diagnostic
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9. Lewis, B.P.; Burge, C.B.; Bartel, D.P. Conserved seed pairing, often flanked by adenosines, indicates that thousands of human
genes are microRNA targets. Cell 2005, 120, 15–20. Supplementary Materials: Supplementary Materials can be found at https://www.mdpi.com/1422
-0067/22/3/1021/s1. Supplementary Materials: Supplementary Materials can be found at https://www.mdpi.com/1422
-0067/22/3/1021/s1. Author Contributions: S.S.L.: analysis of data, data interpretation, manuscript drafting, financial
support, final approval of manuscript; J.H.C.: data interpretation and manuscript drafting; S.M.L.:
analysis of data; G.J.K.: critical discussion and manuscript drafting; S.K.L.: critical discussion; Y.K.J.:
critical discussion, final approval of manuscript. All authors have read and agreed to the published
version of the manuscript. Funding: This research was supported by Basic Science Research Program through the National
Research Foundation of Korea (NRF) funded by the Ministry of Education, Science and Technology
(2011-0014098, 2019R1I1A3A01057886). Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Acknowledgments: We special thank Jin Kim (Yonsei University, Seoul, South Korea) for donation
Oral SCC cell lines (YD-10B and YD-15). Conflicts of Interest: The authors declare that they have no competing interests. Conflicts of Interest: The authors declare that they have no competing interests. Conflicts of Interest: The authors declare that they have no competing interests. 14 of 16 Int. J. Mol. Sci. 2021, 22, 1021 Abbreviations
SCC
Squamous cell carcinoma
PTTG1
Pituitary tuor-transforming gene 1
miRNA
MicroRNA
p-Akt
Phosphorylated Akt
siRNA
Small interfering RNA
MMP
Matrix metalloproteinase References [CrossRef] g
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The role of emotional intelligence for teachers efficacy and classroom management
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PSICOLOGÍA PSICOLOGÍA The role of the teacher’s emotional
intelligence for efficacy and classroom
management
El papel de la inteligencia emocional del profesor para la
eficacia y la gestión del aula
Sabina Valente1 ORCID, Abílio Afonso Lourenço2 ORCID, Paulo Alves3 ORCID,
Sergio Dominguez-Lara4 ORCID
1 Center for Research in Education and Psychology of the University of Évora, Portugal
2 University of Minho, Braga, Portugal
3 Research in Education and Community Intervention; Piaget Institute of Viseu, Portugal
4 Universidad de San Martín de Porres, Lima, Perú El papel de la inteligencia emocional del profesor para la
eficacia y la gestión del aula El papel de la inteligencia emocional del profesor para la
eficacia y la gestión del aula Sabina Valente1 ORCID, Abílio Afonso Lourenço2 ORCID, Paulo Alves3 ORCID,
Sergio Dominguez-Lara4 ORCID
1 Center for Research in Education and Psychology of the University of Évora, Portugal
2 University of Minho, Braga, Portugal
3 Research in Education and Community Intervention; Piaget Institute of Viseu, Portugal
4 Universidad de San Martín de Porres, Lima, Perú Sabina Valente1 ORCID, Abílio Afonso Lourenço2 ORCID, Paulo Alves3 ORCID,
Sergio Dominguez-Lara4 ORCID
1 Center for Research in Education and Psychology of the University of Évora, Portugal
2 University of Minho, Braga, Portugal
3 Research in Education and Community Intervention; Piaget Institute of Viseu, Portugal
4 Universidad de San Martín de Porres, Lima, Perú Abstract Fecha correspondencia:
Recibido: julio 31 de 2019. Aceptado: febrero 24 de 2020. Forma de citar:
Valente, S., Lourenço, A.A., Alves, P., &
Dominguez-Lara, S. (2020). The role
of emotional intelligence capacity
for teacher’s efficacy and classroom
management efficacy. Rev. CES Psico,
13(2), 18-31. In recent years, several studies have revealed multiple benefits of teachers’
emotional intelligence (EI) concerning their professional performance, re-
garding teaching and learning process, students’ school performance, job
satisfaction, reduction of stress and burnout, and the importance of inter-
personal relationships at school. However, few studies have explored how
teachers’ EI capacity affect their effectiveness in teaching and classroom
management. In this sense, the aim of this study was twofold: to examine
the relationship between teacher’s EI capacities, teacher efficacy, and class-
room management effectiveness, and to analyze the relationship between
teacher’s characteristics (gender) and professional background (service
time and academic formation) and teacher’s EI capacities. 634 Portuguese
teachers filled out a form with personal and professional data and answered
an adaptation of the Emotional Skills and Competence Questionnaire, and
the Teacher Efficacy in Classroom Management and Discipline Scale. Struc-
tured Equation Model analyses were computed and showed that teachers
who tended to have higher levels of capacity to perceive, express and manage
emotions reported higher levels of teaching effectiveness and classroom
management effectiveness. Therefore, is important for Portuguese teachers
developing their emotional skills during academic formation, to a more effec-
tive future professional activity. Fecha correspondencia:
Recibido: julio 31 de 2019. Aceptado: febrero 24 de 2020. Keywords: Teacher’s, Emotional Intelligence, Teacher Efficacy, Classroom
Management Efficacy. Sobre los autores: 1. Ph.D. Education. Researcher at the Center
for Research in Education
and Psychology, University
of Évora (CIEP-UE), and
International Association for
Development of Emotional
Education (PAIDEIA). 2. Ph.D. Education. Researcher at the Psychology
and Education Research
Center of School Group
Alexandre Herculano - Porto. Palabras clave: Maestros, Inteligencia Emocional, Eficacia del Maestro, Eficacia de la
Gestión del Aula. 3. Ph.D. Psychology. Professor
at Piaget Institute Viseu. Researcher at the Research
in Education and Community
Intervention (RECI). 3. Ph.D. Psychology. Professor
at Piaget Institute Viseu. Researcher at the Research
in Education and Community
Intervention (RECI). Resumen En los últimos años, diversos estudios revelaron múltiples beneficios de la
inteligencia emocional (IE) de los maestros con respecto a su desempeño
profesional, el proceso de enseñanza y aprendizaje, el rendimiento escolar
de los estudiantes, su satisfacción laboral, la reducción del estrés y el ago-
tamiento, y la importancia de las relaciones interpersonales en la escuela. PSICOLOGÍA PSICOLOGÍA Valente, S., Lourenço, A.A., Alves, P., & Domínguez-Lara, S. Pág 19 Pág 19 Sin embargo, pocos estudios han investigado cómo las capacidades de IE de los
maestros afectan su efectividad en la enseñanza y el manejo del aula. En este sentido,
el objetivo de este estudio fue doble: examinar la relación entre las capacidades
de IE del maestro, su eficacia en la enseñanza y su eficacia en la gestión del aula;
y analizar la relación entre las características del maestro (género), su formación
profesional (tiempo de servicio y formación académica) y sus capacidades de IE. 634
maestros portugueses completaron un formulario con datos personales y profesio-
nales, y respondieron una adaptación del Cuestionario de Habilidades Emocionales y
Competencia, y la Escala de Eficacia del Maestro en el Manejo del Aula y la Disciplina. Los análisis del modelo de ecuaciones estructuradas mostraron que los maestros que
tienden a tener niveles más altos de capacidad para percibir, expresar y manejar las
emociones mostraron niveles más altos de eficacia docente y niveles más altos de
eficacia en el manejo del aula. Por lo tanto, es importante que los maestros Portu-
gueses desarrollen sus habilidades emocionales durante la formación académica,
con el fin de lograr una futura actividad profesional más efectiva. Sobre los autores:
1. Ph.D. Education. Researcher at the Center
for Research in Education
and Psychology, University
of Évora (CIEP-UE), and
International Association for
Development of Emotional
Education (PAIDEIA). 2. Ph.D. Education. Researcher at the Psychology
and Education Research
Center of School Group
Alexandre Herculano - Porto. 3. Ph.D. Psychology. Professor
at Piaget Institute Viseu. Researcher at the Research
in Education and Community
Intervention (RECI). 4. Ph.D. Psychology. Professor
at University of San Martín
de Porres. Researcher at the
Psychology Research Institute. Introduction Teaching
requires great emotional labor and teachers EI is recognized as the basis of their http://dx.doi.org/10.21615/cesp.13.2.2 The role of the teacher’s emotional intelligence for efficacy and classroom management The role of the teacher’s emotional intelligence for efficacy and classroom management The role of the teacher’s emotional intelligence for efficacy and classroom management PSICOLOGÍA Pág 20 Pág 20 attitudes toward their students and to provide a steady and wholesome classroom
environment (Hen & Sharabi-Nov, 2014). Also, teachers recognized the importance of
EI in classrooms and how it becomes a crucial constituent of the teaching-learning
process resulting in holistic learning and development of students (Allen et al., 2014;
Becker et al., 2014; Maamari & Majdalani, 2019; Pugazhenthi & Srinivasan, 2018). Be-
sides, different studies showed that EI is positively correlated with teacher’s efficacy
(Hassan et al., 2015; Koçoğlu, 2011; Wenn et al., 2018), and with classroom management
efficacy (Valente et al., 2019; Wahyuddin, 2016). EI theory concerns the perception of emotions, the use of emotions to facilitate thinking,
the understanding of emotions and their management (Mayer & Salovey, 1997). In
this sense, teachers with a great capacity for emotional perception are those who
perceive and are aware of student’s state of mind and know when and how to inter-
vene (Fernandéz-Berrocal & Extremera, 2005). One of the most difficult capacities
to master is the management of our emotional states, one of the most significant
dimensions of EI construct and with greater predictive capacity (Bracket et al., 2006). When the teacher regulates his emotions, he often manages to modify his own and
others’ feelings (Fernandéz-Berrocal & Extremera, 2005), providing coping strategies
(Lazarus, 2000) that focus on emotion change or solving the problem. Effectiveness in teaching
and quality learning are
the two most significant
factors for high standards
in the field of education
(Pugazhenthi & Srinivasan,
2018). In the classroom
where individuals with
different characteristics,
feelings, and personalities
interact, it is expected that
several problems arise. The-
se problems require skills to
successfully manage them,
across great effectiveness
capacities for teaching and
classroom management. On teaching work, considered one of the professions with the greatest emotional
exhaustion (Fernandéz-Berrocal & Extremera, 2005), apply correct emotional manage-
ment is essential and recommended for teaching efficacy, and classroom management. Introduction For teachers, it is not enough to have only academic knowledge, it is also essential
having emotional knowledge. Studies on teacher’s emotional intelligence (EI) have al-
ready provided evidence that EI is the foundation for positives relationships, and for
a good functioning in a school environment (Hargraves, 2017; Maamari & Majdalani,
2019), namely concerning the benefits regarding professional performance, (Cejudo
& López-Delgado, 2017), teaching and learning process (Allen et al., 2014), students’
school achievement (Becker et al., 2014), job satisfaction (Cejudo & López-Delgado,
2017), reducing stress and burnout (Subalakshmi et al., 2019), and the significance
for interpersonal relationships in an educational context (Yin et al., 2013). 4. Ph.D. Psychology. Professor
at University of San Martín
de Porres. Researcher at the
Psychology Research Institute. Emotions influence teacher-student interactions and shape the atmosphere of the
classroom (Meyer & Turner, 2007). In addition, Iskandar, Majzub and Mahmud (2009)
points that EI plays a significant role in teaching efficacy, and in increasing performan-
ce at teacher’s work. Moreover, Perry and Ball (2007) refer that there is a need to cla-
rify the relation between teachers’ EI differences and classroom behavior. However,
few studies have examined the relationships between school teacher’s EI capacities,
teacher’s efficacy and classroom management efficacy. In this context, the present study analyzes the relationships between Portuguese
school teacher’s EI, teacher’s efficacy, and classroom management efficacy. It also
analyzes the relationships between teacher’s EI and teacher’s characteristics (gender)
and professional background (service time and academic formation). Teacher’s emotional intelligence capacities Teacher’s emotional intelligence capacities School teachers currently work in a society full of instability, of many natures, and
at schools which in the middle of successive reforms are slow to find a solution that
meets the needs of the whole educational community. Increasingly, the significance of
teacher’s EI development is perceptible, so that they have tools to work in a rewarding
and effective way the teaching and learning process. During the last years, EI has received more attention in the educational field. Introduction It is not just about whether teachers can ‘handle’
the inclusive classroom, but also about their confidence in choosing the strategies
that promote student’s success (Lancaster, 2014; Kiel et al., 2019). In this sense, tea-
cher efficacy is strained from Bandura (1997) conceptualization of self-efficacy and
alludes to teacher’s perceptions of their skill in achieving the roles prescribed for
them to realize a set of educational objectives, such as learning easing and student
development. Studies suggest that teachers who perceive themselves as more effective show higher
professional performance and personal well-being at work (Holzberger et al., 2013;
Klassen & Chiu, 2010), low levels of stress and burnout (Dicke et al., 2014) and use
appropriate classroom management strategies (Woolfolk & Hoy, 1990). It has been found that teacher efficacy affects teacher levels of effort, planning, orga-
nization, persistence, and reliance on others. Specifically, teachers “with a high sense
of efficacy employ more behaviors that have the potential to enhance student learning
and motivation” (Lancaster, 2014, p. 240). The study of Ahsan et al. (2012) suggests that
the teacher’s efficacy affects classroom management skills. Indeed, Martin, Linfoot and
Stephenson (1999) proposed that teacher’s responses in the classroom misbehavior
may be mediated by their confidence with their ability to deal with student behavior. Studies have showed that
classroom management
efficacy is an essential pre-
requisite for cognitive lear-
ning, and if the teacher fails
to solve problems arising
from unruly and conflicting
student behavior, the entire
teaching and learning pro-
cess will be affected (Taxer
et al., 2018; Valente, 2019). Classroom management is analyzed by several authors as a set of actions carried
out by the teacher to develop a favorable and stimulating environment for school
students. For Djigić and Stojiljkovic (2012), classroom management includes the ma-
nagement of space, time and activities, as well as management of student behavior,
articulating the characteristics of the teacher and his capacities. Teacher’s capacity to establishing and maintain a productive learning environment
through effective classroom management is considered by experienced teachers
as an essential competency (O’Neill & Stephensen, 2011). Studies have showed that
classroom management efficacy is an essential prerequisite for cognitive learning,
and if the teacher fails to solve problems arising from unruly and conflicting student
behavior, the entire teaching and learning process will be affected (Taxer et al., 2018;
Valente, 2019). Introduction The interactions in classroom context are instituted and sustained through emotions
expressed by the teacher during the work he develops with students, being significant
for education quality, since emotions help on discovery and understanding of others,
playing an essential role in teachers-students relationships. Studies analyze the role of personal and professional variables (e.g., gender, service time
and academic formation) whit school teacher’s EI. Some of these studies reveal high ove-
rall EI scores for women compared to men (Gill & Sankulkar, 2017; Valente, 2019). About
the influence of service time on teacher’s EI, some studies with Portuguese teachers
indicate that teachers with more service time tend to have lower levels of EI (Sousa,
2011; Valente, 2019). Teachers who have taught for less than six years have greater
emotional perception and can regulate their negative emotional states and prolong
the positive ones, contrary to their colleagues with more than six years of service
time (Sousa, 2011). Regarding academic training, studies showed that teachers with
more academic formation (e.g., Ph.D.) are the ones who commit most attention to
their emotions and tend to have higher levels of EI (Fernandes, 2015; Valente, 2019). Efficacy for teaching and for classroom management Efficacy for teaching and for classroom management
Effectiveness in teaching and quality learning are the two most significant factors
for high standards in the field of education (Pugazhenthi & Srinivasan, 2018). In the
classroom where individuals with different characteristics, feelings, and personali-
ties interact, it is expected that several problems arise. These problems require skills
to successfully manage them, across great effectiveness capacities for teaching and
classroom management. Personal teaching efficacy is defined as the teacher’s belief in their capacity to bring
about modification in students, it refers to teacher’s judgments of their teaching abi-
lities, and consists of teacher beliefs that they know suitable teaching techniques and http://dx.doi.org/10.21615/cesp.13.2.2 PSICOLOGÍA Valente, S., Lourenço, A.A., Alves, P., & Domínguez-Lara, S. PSICOLOGÍA Pág 21 Pág 21 can help students learn, achieve more, do better than usual, and increase retention,
among other skills (Gibson & Dembo, 1984). For Lopes and Oliveira (2017) efficacy
to teach is defined as the method of making student’s learning possible, promoting
engagement and discussion, concerning and respecting students, and maximizing
student’s academic performance. Introduction Given the above, in the present study, the following hypotheses were presented:
hypothesis 1) A statistically positive correlation is expected between gender and
EI capacities; hypothesis 2) A statistically negative correlation is expected between
service time and EI capacities; hypothesis 3) A statistically positive correlation is ex-
pected between academic formation and EI capacities; hypothesis 4) A statistically
positive correlation is expected between the capacity for perceive and understand
emotions and the capacity to manage and regulate emotions; hypothesis 5) A statis-
tically positive correlation is expected between the capacity to express and classify
emotions and the capacity for manage and regulate emotions; hypothesis 6) A statis-
tically positive correlation is expected between EI capacities and “personal teaching
efficacy”; hypothesis 7) A statistically positive correlation is expected between EI ca-
pacities and “efficacy for classroom management and discipline”; and hypothesis 8) http://dx.doi.org/10.21615/cesp.13.2.2 PSICOLOGÍA The role of the teacher’s emotional intelligence for efficacy and classroom management The role of the teacher’s emotional intelligence for efficacy and classroom management Pág 22 Pág 22 A statistically positive correlation is expected between “personal teaching efficacy”
and efficacy for “classroom management and discipline”. Measures A personal and professional information form was developed by the researchers to
collect information from participates (gender, service time, and academic formation). Emotional Intelligence was assessed through the Emotional Skills and Competence
Questionnaire for Teachers (ESCQ-T; Valente & Lourenço, peer review), adaptation of
Emotional Skills and Competence Questionnaire (ESCQ; Takšić, 2000). The answers
were evaluated on a 6-point Likert scale, ranging from 1 (never) to 6 (always). ESCQ-T
includes 45-item distributed in three dimensions: (a) Perceive and understand emo-
tions, 15 items (α = 0.91) (e.g., When I see how a student feels, I usually know what
has happened to him/her); (b) Express and classify emotions, 14 items (α = 0.85)
(e.g., I can express my emotions well); and (c) Manage and regulate emotions, 16
items (α = 0.87) (e.g., I can stay in a good mood even if something unpleasant happens
in the classroom). Cronbach’s alpha in this study was α = 0.91. Teacher efficacy was assessed through the Teacher Efficacy in Classroom Manage-
ment and Discipline Scale (TECMDS; Emmer & Hickman, 1991), adapted from the
scale of Gibson and Dembo (1984). The TECMDS includes 36-item distributed in three
dimensions: Personal teaching efficacy (teacher’s efficacy); External influences; and
Efficacy for classroom management and discipline. The answers were evaluated on
a Likert scale with 5 points, ranging from 1 (strongly disagree) to 5 (strongly agree). In this study, only the “personal teaching efficacy” and the “efficacy for classroom
management and discipline” dimensions were applied: (a) Personal teaching effi-
cacy, 7 items (α = 0.79) (e.g., If one of my students cannot perform an activity, I am
able to accurately evaluate the correct level of difficulty); (b) and Efficacy for class-
room management and discipline, 15 items (α = 0.86) (e.g., If a student in my class
becomes disturbing and noisy, I make sure I know techniques to correct it quickly). Cronbach’s alpha in this study was α = 0.85. Participants p
The participants were 634 school teachers (5th to 12th grade), 68.8% women and 31.2%
men. Service time among participants varied: 7.3% with less than 10 years, 27.1%
between 10-20 years, 41.5% between 21-30 years, and 24.1% with more than 30 years
of service time. Regarding academic formation varied: 2.8% had a bachelor’s degree,
75.7% undergraduate degree, 19.7% master’s degree and 1.7% had a Ph.D. The sample
of the study was of convenience. All teachers had Portuguese nationality and working
in public schools. Data analysis The present study used descriptive statistics, Pearson’s correlation tests, and the
Structural Equation Models (SEM; Lowe, Winzar, & Ward, 2007) technique. The sta-
tistical analyses were performed using SPSS/AMOS 25 (Arbuckle, 2012). No missing
data were recorded since all the collaborating school teachers completed the ques-
tionnaires in full. So, all the collected data were considered valid. The model fit was estimated considering the statistical indices: GFI and AGFI: values
≥ 0.90 indicate an acceptable fit, values ≥ 0.95 indicate a good fit; CFI: values ≥ 0.95
indicate a good fit of the model (Hu & Bentler, 1999); TLI: values ≥ 0.95 reveal a robust
fit (Hair, Anderson, Tatham, & Black, 2005); RMSEA: values between 0.08-0.05 indicate
a reasonable fit, and values < 0.05 indicate a good fit (Byrne, 2010); and CN: a value
> 200 is indicative that the model adequately represents the sample data (Hoelter,
1983). It was considered as criterion that asymmetry values greater than two and
kurtosis values greater than seven should not be considered (Finney & DiStefano,
2013). For Pearson’s coefficient r it is assumed that: (a) an r < 0.200 indicates a very
low; (b) between 0.200-0.399 low; (c) between 0.400-0.699 moderate; (d) between
0.700-0.899 high; and (e) and between 0.900-1 very high (Pestana & Gageiro, 2014). Procedure All the procedures were conducted with permission from the General Directorate
of Education (Ministry of Education), Ethics committees of the authors’ institutions,
schools’ Directors, and Teachers participants. Researchers explained the purpose of
the study and administered the questionnaires, in groups of 10-20 teachers, during
a session lasting from 30 minutes, at school, during 2018. The conventional ethical
and deontological procedures were defined, and teachers were informed about the
confidentiality and anonymity of the collected data before they gave their consent to
participate voluntarily in the study. In total, 700 questionnaires were delivered and http://dx.doi.org/10.21615/cesp.13.2.2 PSICOLOGÍA Valente, S., Lourenço, A.A., Alves, P., & Domínguez-Lara, S. Pág 23 634 fully filled were returned. 90.6% of teachers agreed to participate with the study,
and only 9.4% were not filled in due to a lack of teacher availability. 634 fully filled were returned. 90.6% of teachers agreed to participate with the study,
and only 9.4% were not filled in due to a lack of teacher availability. http://dx.doi.org/10.21615/cesp.13.2.2 http://dx.doi.org/10.21615/cesp.13.2.2 Results The overall goodness indices of proposed SEM are very robust: χ2 = 9.132; p = 0.243;
χ2/d.f. = 1.305; GFI = 0.996; AGFI = 0.982; CFI = 0.987; TLI = 0.947; RMSEA = 0.022,
confirming the hypothesis that projected model represents the relations between
existing variables in our empirical matrix. The Hoelter index values were also adjus-
ted [CN = 976 (0.05) and 1281 (0.01)]. Figure 1 specifies the hypothesized model for 634 school teachers. Figure 1. Individual standardized parameters of hypothesized
specified model (n = 634) Figure 1. Individual standardized parameters of hypothesized
specified model (n = 634) http://dx.doi.org/10.21615/cesp.13.2.2 The role of the teacher’s emotional intelligence for efficacy and classroom management PSICOLOGÍA Pág 24 Pág 24 Table 1 shows the descriptive data (minimum, maximum, mean, standard deviation,
asymmetry and kurtosis) corresponding to variables included on SEM. In sample, no
variable reveals values close to defined by Finney and DiStefano (2013), so is justi-
fied to proceed with estimation of the fit model. Table 1 shows the descriptive data (minimum, maximum, mean, standard deviation,
asymmetry and kurtosis) corresponding to variables included on SEM. In sample, no
variable reveals values close to defined by Finney and DiStefano (2013), so is justi-
fied to proceed with estimation of the fit model. Table 1. Descriptive Statistics Corresponding to the Variables
Variable
Min. Max. Mean SD
Assymmetry Kurtosis
Gender
1
2
-
-
-0.81
-1.34
Service time
1
4
-
-
-0.29
-0.67
Academic formation
1
4
-
-
1.13
1.99
PUE
15
90
68.33 10.60 -0.49
2.83
ECE
14
84
60.56 17.91 -1.26
1.04
MRE
16
96
73.69 16.13 -1.52
3.41
PTE
7
35
19.62 7.77
0.18
-0.79
ECMD
15
75
57.04 9.60
-0.40
1.46
Note. SD = Standard Deviation; PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and
Regulate Emotions; PTE = Personal Teaching Efficacy; ECMD = Efficacy for Classroom Management and Discipline Table 1. Descriptive Statistics Corresponding to the Variables Note. SD = Standard Deviation; PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and
Regulate Emotions; PTE = Personal Teaching Efficacy; ECMD = Efficacy for Classroom Management and Discipline From the analysis of Table 2 and Figure 1, it can be determined that most of the hypo-
theses guiding the specifications have been confirmed and are statistically significant. Results From the analysis of Table 2 and Figure 1, it can be determined that most of the hypo-
theses guiding the specifications have been confirmed and are statistically significant. Results indicated that women presented higher results than men in all EI capacities, na-
mely a positive relation with the capacities for perceive/understand emotions (β = 0.15;
p < 0.001), for express/classify emotions (β = 0.09; p < 0.05), and to manage/regulate
emotions (β = 0.08; p < 0.05). When considering service time, results indicated that teachers with more teaching expe-
rience show lower EI capacities, in the three EI capacities, namely lower capacity for per-
ceive/understand emotions (β = -0.11; p< 0.01), for express/classify emotions (β = -0.11;
p < 0.01), and for manage/regulate emotions (β = -0.09; p< 0.05). Regarding academic
formation, results suggest teachers with more academic formation have higher level of
EI in all dimensions, namely, more capacity for perceiving/understanding emotions (β =
0.10; p < 0.01), for expressing/classifying emotions (β = 0.09; p < 0.05) and for managing/
regulating emotions (β = 0.15; p < 0.001). These relations are positive and statistically
significant. Considering existing relations between dimensions of the two constructs, the results
indicated that teachers who tend to have higher levels of capacity in perceiving/unders-
tanding emotions showed higher levels of teacher efficacy (β = 0.08; p < 0.05), and
higher levels of efficacy for classroom management/discipline (β = 0.08; p < 0.05). Teachers who tend to have higher levels for capacity to manage/regulate emotions
showed higher levels of teacher efficacy (β = 0.08; p< 0.05), and higher levels in
efficacy for classroom management/discipline (β = 0.10; p < 0.05). Teachers who
tend to have higher levels in expressing/classifying emotions showed higher levels
of teacher efficacy (β = 0.13; p < 0.001) and higher levels in efficacy for classroom
management/discipline (β = 0.08; p < 0.05). http://dx.doi.org/10.21615/cesp.13.2.2 PSICOLOGÍA Valente, S., Lourenço, A.A., Alves, P., & Domínguez-Lara, S. Pág 25 Pág 25 Table 2. Results Covariance Structure Hypothesized for the Sample
Variables
EVnS
SEV
EE
p
Gender → PUE
3.53
0.15
0.89
***
Gender → MRE
2.83
0.08
1.36
0.037
Gender → ECE
3.59
0.09
1.52
0.019
Service time → PUE
-1.32
-0.11
0.47
0.005
Service time → MRE
-1.69
-0.09
0.71
0.018
Service time → ECE
-2.15
-0.11
0.81
0.008
Academic formation → PUE
2.14
0.10
0.82
0.009
Academic formation → MRE
4.86
0.15
1.24
***
Academic formation → ECE
3.18
0.09
1.41
0.024
PUE → MRE
0.20
0.13
0.06
***
ECE → MRE
0.08
0.09
0.04
0.026
PUE → PTE
0.06
0.08
0.03
0.035
MRE→ PTE
0.04
0.08
0.02
0.046
ECE → PTE
0.06
0.13
0.02
***
PUE → ECMD
0.07
0.08
0.04
0.042
MRE→ ECMD
0.06
0.10
0.02
0.014
ECE → ECMD
0.05
0.08
0.02
0.034
PTE → ECMD
0.11
0.09
0.05
0.029
Covariances
Gender ↔ Service time
-0.04
-0.09
0.02
0.028
Gender ↔ Academic formation
-0.02
-0.08
0.01
0.047
Academic formation ↔ Service time
-0.05
-0.12
0.02
0.004
Note. PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and Regulate
Emotions ; PTE = Personal Teaching Efficacy; ECMD = Efficacy for Classroom Management and Discipline; EVnS =
Estimated Values not Standardized; SEV = Standardized Estimated Values; EE = Estimated Errors; p = significance
level;*** = 0.000 Table 2. Covariance Structure Hypothesized for the Sample Note. PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and Regulate
Emotions ; PTE = Personal Teaching Efficacy; ECMD = Efficacy for Classroom Management and Discipline; EVnS =
Estimated Values not Standardized; SEV = Standardized Estimated Values; EE = Estimated Errors; p = significance
level;*** = 0.000 Furthermore, teachers who tend to have higher values for the capacities to perceive/
understand emotions (β = 0.13; p < 0.001), and to express/classify emotions (β = 0.09;
p < 0.05) showed more capacity for manage/regulate emotions, and both relations
are statistically significant. It was also possible observed that teacher’s whit more effi-
cacy for teaching showed more efficacy for classroom management/discipline (β = 0.09;
p < 0.05). Furthermore, teachers who tend to have higher values for the capacities to perceive/
understand emotions (β = 0.13; p < 0.001), and to express/classify emotions (β = 0.09;
p < 0.05) showed more capacity for manage/regulate emotions, and both relations
are statistically significant. Results It was also possible observed that teacher’s whit more effi-
cacy for teaching showed more efficacy for classroom management/discipline (β = 0.09;
p < 0.05). Moreover, it can be mentioned that female gender had less service time (β = -0.9; p <
0.05), and lower academic formation (β = -0.08; p < 0.05). However, teachers who had
more service time presented less academic formation (β = -0.12; p < 0.001). These
relations are negative and statistically significant (cf. Table 2). Regarding the multiple square correlations, these indicate that variables such as
gender, service time and academic formation explain the capacities for perceive/
understand emotions in 5 % (η2 = 0.049), express/classify emotions in 3 % (η2 = 0.030),
and for manage/regulate emotions with a value close to 8 % (η2 = 0.083). Regar-
ding the variables efficacy for teaching and for classroom management/discipline,
they are both explained indirectly by gender, service time and academic formation;
and, directly, by the variables concerning the EI capacities and both are explained by
approximately 4 %, with η2 = 0.037 for the first and η2 = 0.041 for the second. http://dx.doi.org/10.21615/cesp.13.2.2 The role of the teacher’s emotional intelligence for efficacy and classroom management PSICOLOGÍA Pág 26 Pág 26 As can be seen in Table 3, concerning the Pearson r correlations between the varia-
bles included in the model, it appears that the majority of the model variables are
related to each other and are statistically significant, although the adjustment has
very low values. Table 3. Pearson’s Correlation between the Variables
G
ST
AF
PUE
ECE
MRE
PTE
ECMD
Gender (G)
-
Service time (ST)
-0.088*
-
Academic formation (AF) -0.079* -0.116**
-
PUE
0.156** -0.135** 0.102**
-
ECE
0.095* -0.124** 0.094* 0.121**
-
MRE
0.106** -0.145** 0.177** 0.182** 0.135**
-
PTE
0.036
-0.080*
0.060
0.114** 0.155** 0.113**
-
ECMD
0.087*
-0.082*
.040
0.118** 0.120** 0.134** 0.120**
-
Note. PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and Regulate Emotions; PTE = Personal Teaching
Efficacy; ECMD = Efficacy for Classroom Management and Discipline; ** p<0.01; * p<0.05 Table 3. Pearson’s Correlation between the Variables Note. Results PUE = Perceive and Understand Emotions; ECE = Express and Classify Emotions; MRE = Manage and Regulate Emotions; PTE = Personal Teaching
Efficacy; ECMD = Efficacy for Classroom Management and Discipline; ** p<0.01; * p<0.05 The most obvious associations correlate between capacity to manage/regulate
emotions with the capacity for perceive/understand emotions (r = 0.182; p <0.01),
and the academic formation (r = 0.177; p <0.01), being positive and statistically sig-
nificant. There was also a positive and statistically significant association between
the capacity to perceive /understand emotions and the capacity to express/classify
emotions (r = 0.121; p <0.01). Note that the three EI capacities are associated with all
other variables, which showed some cohesion in the estimation of proposed model. It should also be noted that service time is the only exogenous variable associated
with all other variables, and these values are negative and statistically significant. Discussion Which
enables teachers have a good ability for manage/regulate emotions. Like in the study of Iskandar et al. (2009), the findings of the present investigation indi-
cate that EI plays a significant role in teacher’s efficacy, and in increasing performance
at work. Results have showed that EI capacities (perceive/understand emotions; ex-
press/classify emotions; and manage/regulate emotions) have a statistically positive
correlation with teacher’s efficacy (PUE: r = 0.114; p < 0.01; ECE: r = 0.155; p< 0.01;
MRE: r = 0.113; p< 0.01), as previous study (Hassan et al., 2015; Koçoğlu, 2011; Wenn
et al., 2018), confirming hypotheses 6. These results showed that a teacher with de-
veloped EI capacities presents more methods to enhance the teaching and learning
process. Also, Bandura (1997) indicated that teacher’ EI influence teaching compe-
tence and teacher efficacy by impacting their motivation. The teacher who tends to
have higher levels of EI ca-
pacities, have more efficacy
for teaching and for class-
room management. These
teachers easily perceive the
students’ emotional state
and adapt their behavior,
altering the activity within
the classroom. When they
perceive that students are
disinterested, they have the
sensitivity to criticize a more
sensitive student, arran-
ges the organization of the
tables in the room according
to the class, and separates
the students who are likely
to have more friction. Concerning hypotheses 7, the results have showed a statistically positive correlation
between EI capacities and efficacy for classroom management/discipline (PUE: r =
0.118; p < 0.01; ECE: r = 0.120; p < 0.01; MRE: r = 0.134; p < 0.01). Similar to other
EI studies (Hen & Sharabi-Nov, 2014; Valente, 2019; Valente et al., 2019; Wahyuddin,
2016) confirming hypotheses 7. Therefore, EI capacities favor the teacher’s work
in classroom management. Thus, providing better management of activities, space,
time, and students’ behavior, which promotes the teaching and learning process. Aiming consideration on analysis the role of the EI capacities on teacher’s efficacy and
classroom management efficacy, the results showed that the way teachers perceive
their emotions, express them and internalize the capacity to manage and regulate
with those emotions, influences their school praxis, essentially in their understanding of
their self-efficacy, as well as their efficacy for manage all kinds of experiences that are
developing in classroom space. The relevance of this study showed that teacher’s EI
capacities must be understood as something to be managed in a constructive and
proactive way. Discussion Similar to other studies (Gill & Sankulkar, 2017; Valente, 2019), the results have
showed that gender was a statistically positive correlation with EI capacities (PUE:
r = 0.156; p <0. 01; ECE: r = 0.095; p <0. 05; MRE: r = 0.106; p <0.01). Therefore, tea-
chers’ women presented higher results than men in all EI capacities, confirming
hypothesis 1. These results may be justified by the fact that women are more so-
cially accepted to show their emotions, allowing them to develop their emotional
capacities. Concerning hypotheses 2, similar with other studies, with Portuguese
teachers (Sousa, 2011; Valente, 2019), results have showed that service time was a
statistically negative correlation with EI capacities (PUE: r = -0.135; p <0. 01; ECE: r =
-0.124; p <0.01; MRE: r = -0.145; p<0.01). These results can be interpreted by the fact
that teachers, in Portugal, are an aged class, suffering many of them from stress and
burnout which affects their emotional capacity. When teacher’s academic formation
was considered the results have showed a statistically positive correlation with EI
capacities (PUE: r = 0.102; p <0.01; ECE: r = 0.094; p<0.05; MRE: r = 0.177; p < 0.01),
as in other studies on Portuguese school teachers (Fernandes, 2015; Valente et al. 2019), confirming hypothesis 3. Concerning hypotheses 4, the results have showed a statistically positive correla-
tion between the capacity for perceive and understand emotions and the capacity to
manage and regulate emotions (r = 0.182; p < 0.01). For example, teachers who can http://dx.doi.org/10.21615/cesp.13.2.2 PSICOLOGÍA Valente, S., Lourenço, A.A., Alves, P., & Domínguez-Lara, S. PSICOLOGÍA Pág 27 perceive the emotions students feel are better able to manage the emotions (posi-
tive or negative) that occur in the classroom and change the pace of the classroom
in accordance with their emotional recognition. Also found a statistically positive
correlation between the capacity to express/classify emotions and the capacity for
manage/regulate emotions (r = 0.135; p < 0.01), confirming hypotheses 5. In short,
this capacity to distinguish differences between verbal behavior and expressive
manifestations of students allows teacher to know that, even when student initially
claims that nothing happened; it is not entirely true and offers to speak and listen to
the same, providing support and understanding. In order to do this the teacher needs
to have good capacities in the scope of emotional perception and expression. Conclusion The present study investigated the relationship between EI capacities, teacher efficacy,
and classroom management efficacy, and also analyzed how school teacher’s EI capa-
cities are influenced by gender, service time and academic formation. The findings of
this study supported all hypotheses. This result demonstrated the benefits of teacher’s
EI capacities, confirming the relationship between EI capacities and the efficacy for
teaching and classroom management. Although the results of this study are encouraging, they must be analyzed in light of
some limitations. First, this study used two self-report questionnaires. They measure
perception, which may lead teachers to respond according to what they consider socially
necessary. Second, the sample size limits the generalization of results, as it represents
a small sample of the population of teachers in Portugal. Another limitation was that
the teachers in the study were mostly women, limiting the variability of the sample. However, this reveals the reality of Portuguese schools, where men teachers are the
minority. Therefore, the primary recommendation for future studies is complement the re-
sults through triangulation of data collection such as interviews and classroom ob-
servation. Second, future studies should involve larger samples. Finally, we should
also examine the effect age on teacher’s EI capacities. In conclusion, the finding of this study proved the significance of EI and their influen-
ce on the teachers’ work, specifically that EI capacities play an important role in effi-
cacy for teaching and classroom management. In light of these findings, emotional
education programs should be included in teachers' academic formation, to develop
EI capacities so that they have a more effective professional activity. Discussion The teacher who tends to have higher levels of EI capacities, have
more efficacy for teaching and for classroom management. These teachers easily
perceive the students’ emotional state and adapt their behavior, altering the activity
within the classroom. When they perceive that students are disinterested, they have
the sensitivity to criticize a more sensitive student, arranges the organization of the
tables in the room according to the class, and separates the students who are likely
to have more friction. An intelligent perception and management of the aspects associated with a daily
praxis in the school context will certainly be salutary for the personal development
of students, as well as for the structuring of positive and self-regulating environ-
ments in their learning. In general, it can be emphasized that results found indicate
that EI capacities influence the perceptions that teachers have about their efficacy
for teaching, and so for classroom management. Aware of this complexity, currently http://dx.doi.org/10.21615/cesp.13.2.2 The role of the teacher’s emotional intelligence for efficacy and classroom management The role of the teacher’s emotional intelligence for efficacy and classroom management PSICOLOGÍA Pág 28 lived in the school, it is expected that this framework of successive constructions and
reconstructions will design education for a desirable renewal of commitments. The
results also have shown a statistically positive correlation between teacher efficacy
and efficacy for classroom management/discipline (r = 0.120; p < 0.01), confirming
hypotheses 8. Therefore, teacher’s classroom management strategies are affected
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Association of Handgrip Strength with Quality of Life in Breast Cancer Survivors: A Systematic Review and Meta-Analysis
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Asian Pacific Journal of Cancer Prevention, Vol 23 3237
1Federal University of Pernambuco. Graduate program of Physical Therapy. Recife-PE, Brazil. ²Clinical Epidemiology Program,
Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil. *For Correspondence: diego.sdantas@ufpe.br Abstract Objective: Handgrip strength (HGS) is an indicator of general muscular strength and in cancer patients acts as a
relevant marker associated with mortality and health. This study aimed to evaluate the association between peripheral
muscle function and health-related quality of life (HRQoL) in breast cancer (BC) survivors. Methods: Systematic
review registered on PROSPERO under number: CRD 42021225206. The searches were carried out on MEDLINE
via Pubmed, PEDro, Cochrane Library, Embase, CINAHL via EBSCO and Science Direct databases. Observational
studies evaluating the association between handgrip strength (HGS) and HRQoL in adult female BC survivors were
included. No linguistic or time restrictions were applied. Two reviewers reviewed full texts for inclusion and performed
data extraction and risk of bias using the Newcastle and Ottawa scale (NOS). Results: Five articles were included and
involved 587 patients, mean age of 47 to 59 years. The percentage of decreased HGS ranged from 38.3% to 60.3%. HGS was associated with different quality of life measures. From meta-analysis including 220 patients, the correlation
coefficient between HGS and HRQoL was 0.26 (95% CI: 0.07-0.35). Conclusions: Breast cancer survivors face decline
of HGS. In this population HGS was correlated with HRQoL. However, more evidence are necessary. eywords: Muscle strength- hand strength- breast neoplasm- clinical evaluation- quality of life indicators Asian Pac J Cancer Prev, 23 (10), 3237-3245 Asian Pac J Cancer Prev, 23 (10), 3237-3245 al., 2018), muscle strength is a primordial component in
the physical examination of these patients, and should
be included as a therapeutic objective in care protocols
to better direct recovery and rehabilitation strategies,
thus minimizing the adverse effects of declining muscle
function (Cantarero-Villanueva et al., 2012). Association of Handgrip Strength with Quality of Life in Breast
Cancer Survivors: A Systematic Review and Meta-Analysis Alana Cristina Campos e Silva1, Anke Bergmann2, Camilla Medeiros Araujo1,
Andrea Karla Soares Montenegro1, Angelica da Silva Tenório1, Diego Dantas1* REVIEW Editorial Process: Submission:04/26/2022 Acceptance:10/07/2022 DOI:10.31557/APJCP.2022.23.10.3237
Handgrip Strength and Quality Of Life DOI:10.31557/APJCP.2022.23.10.3237
Handgrip Strength and Quality Of Life REVIEW Introduction Breast cancer (BC) is the most common malignancy
in women worldwide, and is the leading cause of cancer
related-deaths in women (Bray et al., 2018). Although
scientific and technological advancements have enabled
the early diagnosis and timely treatment of BC, many
women experience the adverse effects of the disease
and complications in treatment, which eventually affect
their health-related quality of life (HRQoL) negatively
(Annunziata et al., 2018). Handgrip strength (HGS) is an indicator of general
muscular strength that has been widely used in clinical
evaluations and scientific research because of its
practicality and low cost (Bohannon, 2019; Jochemet al.,
2019). Previous studies have demonstrated the capability
of HGS in cancer patients as a marker of clinical and
nutritional status (Keaver et al., 2021), a predictor of
decreased functionality and functional capacity (Duarteet
al., 2020; Perez et al., 2018; Rijket al., 2016), and as a
predictor of worse HRQoL and mortality in BC patients
(Cantarero-Villanueva et al., 2012; Duarte et al., 2020;
Paek and Choi, 2019b; Zhuang et al., 2020). However,
the evidence regarding the predictive power of HGS in
the HRQoL of BC survivors is not well delineated. In
this context, this systematic review aimed to evaluate the
association between HGS and HRQoL in women with BC. With the increase in survival and life expectancy of
women with BC, the HRQoL has become an even more
important therapeutic target (Koniecznyet al., 2020). This
is because the QoL of cancer survivors is lower than that
of individuals without cancer, thus demonstrating the need
for monitoring and interventions (Schmidtet al., 2018). The various treatments for BC (surgery, chemotherapy,
radiotherapy, targeted therapy, and hormone therapy)
have several consequences, including a negative effect
on muscle function, resulting in fatigue and sarcopenia
and leading to a poorer QoL for BC survivors (Guigni
et al., 2018; Klassen et al., 2017). Although BC is not
typically characterized by cases of cachexia (Guigni et Alana Cristina Campos e Silva et al the quality of the articles included (Stang, 2010). The
NOS is based on a star rating system, and a maximum
of 9 stars can be attributed to each study (for prospective
and cross-sectional studies). The quality assessment
was independently verified by two authors, and any
disagreements were resolved by a third reviewer. The
studies that received a score equal or higher than 7 were
considered of high quality (Bae, 2016). Statistical analysis R software (version 4.2.1) was used for meta-analysis
of correlation. The meta-analysis method involved the
inverse variance method, restricted maximum-likelihood
estimator for tau^2, and Fisher’s z transformation
of correlations. The studies that reported correlation
coefficient (r value) were pooled in different analysis,
considering the total score or quality of life questionnaire
domains which are comparable with each other. The
heterogeneity of studies was assessed by the Q-statistic
and I2 statistics. For studies heterogeneous (I2>50%)
the effect size was determined by random effects model. Otherwise, common effects model was used. Funnel plots
were used to determine publication bias. The search for the articles was performed on August
18, 2021 by D.D. in MEDLINE via the Pubmed, PEDro,
Cochrane Library, Embase, CINAHL EBSCO, and
Science Direct databases. The search strategy involved
keywords combined by boolean operators as follows:
(breast cancer OR breast tumor OR breast cancer) AND
(handgrip OR hand strength) AND (quality of life) AND
(association OR correlation OR relationship) AND (cross-
sectional study OR observational study). Studies obtained
from other sources or article references, provided they met
the eligibility criteria, were also included. Characteristics of the studies i The five articles included in this review (Brandini
et al., 2019; Buyukakincak et al., 2014; Esteban-Simón
et al., 2021; Kaya et al., 2010; Koca et al., 2020) have a
cross-sectional design and involved a total of 587 women
BC survivors who were mostly recruited from Turkey
(Buyukakincak et al., 2014; Kaya et al., 2010; Koca et
al., 2020) with a mean age >50 years. The characteristics
of the studies are summarized in Table 1. Agreement between the reviewers was measured using
the Kappa coefficient, and the values were interpreted as
no to slight (0.01–0.20), reasonable (0.21–0.40), moderate
(0.41–0.60), substantial (0.61–0.80), and near perfect
(0.80–1.00) agreement (McHugh, 2012). The primary endpoint of this review was the association
between HGS and HRQoL, while the secondary endpoint
was HGS deficit, which was calculated by the difference
in HGS between the affected and non-affected sides. Of the studies included, only the study by
(Buyukakincak et al., 2014) evaluated patients in the
immediate postoperative period of mastectomy for BC. The other studies included patients who were in adjuvant
treatment or had concluded systemic treatments for
cancer. Patients with lymphedema were also included in
the studies. Selection processi After identification of the citations in the databases, we
proceeded with the removal of duplicate entries through
Mendeley software (Elsevier Inc., USA, New York). The
screening of articles was performed based on reading the
title and abstract by two independent reviewers (A.C.C.S. and C.M.A.). In the next step, the reviewers evaluated the
studies through a full reading, and proceeded with the
application of the eligibility criteria. Disagreements were
resolved by a third researcher (D.D.). Results A total of 178 studies were identified, of which 37
duplicate entries were excluded. Of the 11 studies selected
for full reading, the most common reason for exclusion
was not presenting association data between HGS and
HRQoL. In addition, two studies were congress abstracts
and the full versions were not available, one study
evaluated HGS in another population, and one study was
excluded because it was a systematic review. The process
is detailed in Figure 1. The screening process showed
substantial inter-rater agreement (k = 0.677). Material and Methods A systematic review was performed following the
Preferred Reporting Items for Systematic Reviews and
Meta-Analyses (Page et al., 2021). The review protocol
was registered in the Prospective Register of Systematic
Reviews (PROSPERO): CRD 42021225206. For this review, transversal observational or cohort
studies (prospective or retrospective) that analyzed the
association between HGS and HRQoL in women BC
survivors were deemed eligible. Studies where HGS was
evaluated using a manual dynamometer and HRQoLHRQ
through a validated questionnaire were included. Studies
that did not present isolated data on the association
between the outcomes HGS and HRQoL, as well as
conference abstracts, were excluded. No restrictions were
imposed in terms of the date or language of publication. Methodological quality and strength of evidence Methodological quality and strength of evidence In most studies, (Brandini da Silva et al., 2019;
Buyukakincak et al., 2014; Kaya et al., 2010; Koca et
al., 2020) the HGS was measured in both hands and the
protocol involved the performance of three measurements
for each side with registration of the mean value obtained. In the study by Esteban-Simón et al., (2021) two attempts
were made on each hand in an alternating manner, and the
best result for each was selected. In addition, in this study
the authors used the HGS in absolute and relative form,
which consists of the absolute value of the HGS of both
hands divided by the body mass index (BMI). i The evaluation of the quality of the study using the
NOS of the five studies is presented in Table 2. All studies
showed high methodological quality, with their only
weakness being the insufficient follow-up of participants. Data extraction The articles included were reanalyzed and the relevant
data were extracted by the two reviewers using an
electronic spreadsheet. The primary studies collected data
on authorship, country where the study was conducted,
year of publication, sample size, mean age of participants,
protocol used to measure HGS, forms of QoL evaluation,
type of association analysis between variables, and main
results. The performance of bilateral mastectomy was an
exclusion criterion for most studies (Brandini da Silva et
al., 2019; Buyukakincak et al., 2014; Kaya et al., 2010;
Koca et al., 2020). In the study by (Esteban-Simón et al.,
2021) there was no information regarding this exclusion
criterion. In all studies, participants with previous shoulder
or musculoskeletal problems in the upper limbs were
excluded. Methodological quality assessment
The Newcastle-Ottawa scale (NOS) was used to assess Methodological quality assessment
The Newcastle-Ottawa scale (NOS) was used to assess Asian Pacific Journal of Cancer Prevention, Vol 23
3238 DOI:10.31557/APJCP.2022.23.10.3237
Handgrip Strength and Quality Of Life DOI:10.31557/APJCP.2022.23.10.3237 Handgrip Strength and Quality Of Life Figure 1. Flowchart of Systematic Review Selection Figure 1. Flowchart of Systematic Review Selection instruments: Breast Cancer Treatment Outcome Scale
(BCTOS), 36-Item Short Form Survey Instrument (SF-
36), European Organization for Research and Treatment of
Cancer (EORTC-QLQC-30) and complementary module
for BC, Functional Assessment of Cancer Therapy - Breast
(FACT-B), and the World Health Organization Quality of
Life (WHOQOL-bref). Assessment of HRQoL
HRQoL was evaluated using different validated Asian Pacific Journal of Cancer Prevention, Vol 23 3239 HGS measures All measurements of HGS were performed with the
use of a dynamometer. In two studies (Buyukakincak et al.,
2014; Koca et al., 2020) the Jamar model dynamometer
was used; one study (Brandini da Silva et al., 2019) used a
Saehan model SH50 dynamometer; another used a digital
(Esteban-Simón et al., 2021) used a digital dynamometer,
model TKK 5401 Grip-D; and one study (Kaya et al.,
2010) did not specify the brand. Summary of the results Only two studies reported the HGS deficit as a
dichotomous variable, and the prevalence of HGS decrease
ranged from 38.3% (Brandini da Silva et al., 2019) to
60.3% (Kaya et al., 2010). Regarding the association between HGS and HRQoL,
the main results of the studies were summarized in table
1. The studies that performed the association between
HGS and HRQoL by correlation coefficient were pooled
in meta-analysis of correlation (Figure 2). The correlation
coefficient between HGS x score total of HRQoL was 0.26
(95% CI: 0.07-0.35). The analysis includes 220 patients
and showed heterogeneity (I2 = 53%; p= 0.12). Three studies reported data on HGS deficit of the
evaluated patients. In two studies (Buyukakincak et al.,
2014; Kaya et al., 2010) a value equal or greater than
10% of difference in HGS between the affected and
non-affected side was considered as HGS impairment. For (Brandini da Silva et al., 2019) the cut-off point was
an alteration between the limbs of 12%. Other meta-analysis of correlation were performed for
quality of life questionnaire domains which comparable
with each other. The correlation coefficient for HGS x Assessment of HRQoL
HRQoL was evaluated using different validated Asian Pacific Journal of Cancer Prevention, Vol 23 3239 Alana Cristina Campos e Silva et al Cristina Campos e Silva et al
Asian Pacific Journal of Cancer Prevention, Vol 23
Author
Country/ Year
Sample
Size
Age (mean ± SD)
Measurement of outcomes
Association
Measure
Main Results
Handgrip Strength (HGS)
Health-related Quality
of Life (HRQoL)
Brandini et al. Brazil 2019
300
58,8 ± 9,6
Equipment: Saehan Hydraulic
dynamometer HGS calculated from
the average of three measurements. The decrease in HGS was considered a
difference of 12% of the LA compared to
the LNA. Breast Cancer
Treatment Outcome
Scale (BCTOS)
ROC Curve
Analysis
HGS deficit 38.3% of patients. Association HGS
Deficit X BCTOS scores: Functional status
(AUC=0.623; p<0.001); Breast specific pain
(AUC =0.596; p=0.005); Edema (AUC=0.583;
p=0.013)
Büyükakincak
et al. Turkey 2014
93
47,5 ± 8,8
Equipment: Jamar hydraulic
dynamometer. HGS calculated from the
average of three measurements in both
hands of the patient. Patient with forearm
in neutral position and elbow flexed 90°. 36-Item Short Form
Survey Instrument
(SF-36)
Correlation
Analysis
"The HGS values of the participants were
not informed. HGS X HRQoL Association:
Correlation HGS in the Functional capacity
domain r=0.245 p<0.05 Physical aspects domain
r=0.227 p<0.05"
Esteban-
Simón et al. Asian Pacific Journal of Cancer Prevention, Vol 23 3241 Summary of the results Spain 2021
60
52,3± 9,0
Equipment: Digital dynamometer (TKK
5401 Grip-D) . HGS calculated as the
best result of two trials on each side. It
used absolute HGS and relative HGS
(absolute HGS/IMC). It did not specify
the measures of decrease of HGS. European Organization
for Research and
Treatment of Cancer
(EORTC-QLQC-30
and complementary
module for breast
cancer. Correlation
Analysis
"HGS X HRQoL Association: Absolute HGS:
BR23 - arm symptoms/discomfort (r=-0.346;
p=0.008) Relative HGS EORTC-QLQC-30
global health status/quality of life (r=0.387;
p=0.003); physical function (r=0.254; p=
0.054); fatigue (r=-0.274; p=0.038); BR23 - arm
symptoms/discomfort (r=-0.332; p=0.011) "
Kaya et al. Turkey 2010
67
53,7 ± 12,3
"Equipment: Dynamometer - brand and
protocol not specified. HGS calculated
from the average of three trials for each
side. HGS decrease criterion: 10%
difference of LA compared to LNA."
Functional Assessment
of Cancer Therapy -
Breast (FACT-B)
Multivariate
Regression
Analysis
"Deficit of HGS = 60.3%. Deficit of HGS =
60.3% HGS X HRQoL Association: Physical
well-being (B=-3.20; r2 =0.093 p=0.012
(Multivariate Regression). "
Koca et al. Turkey 2020
67
50,4 ± 11,2
"Equipment: Jamar hydraulic
dynamometer. Equipment: Jamar
hydraulic dynamometer. HGS
calculated as the average of three
measurements obtained according to the
recommendations of the American Society
of Hand Therapy with a 20-second rest
between measurements."
World Health
Organization Quality
of Life (WHOQOL-
bref)
Correlation
analysis
HGS X HRQoL Association: General health
score: LD (r=0.370; p=0.006)/LE (r=0.414;
p=0.002); Physical health score: LD (r=0.465;
p≤0.001)/LE (r=0.379; p=0.005); Social health
score: LD (r= 0.352; p= 0.011)/LE (r=0.300;
p=0.003); Environmental score: LD (r=0.438; p=
0.001)/LE/ r=0.459; p=0.001); Total WHOQOL
score: LD/ r=0.406; p=0.003)/LE (r=0.356;
p=0.01)
Table 1. Characteristics of the Studies Included in the Systematic Review. Summary of the results HGS, manual grip strength; HRQoL, quality of life; LD, right side; LE, left side; SD , Standard deviation; LA, affected side; LNA, non-affected side; AUC, area under ROC curve DOI:10.31557/APJCP.2022.23.10.3237
Handgrip Strength and Quality Of Life Handgrip Strength and Quality Of Lif
a) HGS x Total Score of Quality of life
b) HGS x Functional Capacity domain
c) HGS x Physical Function domain
d)HGS x Emmotional aspects domain
e)HGS x Social aspects domain
f)HGS x Mental health domain a) HGS x Total Score of Quality of life a) HGS x Total Score of Quality of life b) HGS x Functional Capacity domain c) HGS x Physical Function domain d)HGS x Emmotional aspects domain d)HGS x Emmotional aspects domain e)HGS x Social aspects domain e)HGS x Social aspects domain f)HGS x Mental health domain
Figure 2. Forest Plots of the Correlation between HGS and HRQoL f)HGS x Mental health domain
Figure 2. Forest Plots of the Correlation between HGS and HRQoL f)HGS x Mental health domain Figure 2. Forest Plots of the Correlation between HGS and HRQoL functional capacity was 0.19 (95% CI: 0.03-0.34); and
between HGS x emotional aspects was 0.18 (95% CI:
0.02-0.33). For this analysis was not verified heterogeneity
(I2 = 0). All analysis and data are shown in Figure 2. functional capacity was 0.19 (95% CI: 0.03-0.34); and
between HGS x emotional aspects was 0.18 (95% CI:
0.02-0.33). For this analysis was not verified heterogeneity
(I2 = 0). All analysis and data are shown in Figure 2. Publication bias Publication bias functional capacity was 0.19 (95% CI: 0.03-0.34); and
between HGS x emotional aspects was 0.18 (95% CI:
0.02-0.33). For this analysis was not verified heterogeneity
(I2 = 0). All analysis and data are shown in Figure 2. Funnel Plot asymmetry was observed in the studies of
correlation between HGS and HRQoL, total scores and
domains. (Figure 3). Egger test was not performed because Funnel Plot asymmetry was observed in the studies of
correlation between HGS and HRQoL, total scores and
domains. (Figure 3). Discussion This systematic review including studies of high
methodological quality showed that handgrip strength
has a predictive value for HRQoL scores in women
who survived BC. To the best of our knowledge, this is
the first article that systematically reviewed evidence
regarding this association. Our findings add to the body
of evidence that advocates the importance of measuring
HGS in clinical practice and rehabilitation protocols for
BC patients. Besides that, it should also be noted that this loss
of muscle strength may be related to the late effects of
other treatments performed (chemotherapy, radiotherapy,
targeted therapy and hormone therapy) (Guigni et al.,
2018; Klassen et al., 2017) or resultant complications,
such as lymphedema, adhesive capsulitis, pain, and
musculoskeletal dysfunction of the shoulder (Cantarero-
Villanueva et al., 2012; Esteban-Simón et al., 2021; Kaya
et al., 2010; Paek and Choi, 2019a). The HGS is a measure of physical function, and plays
an important general predictive role for muscle mass and
strength.(Paek and Choi, 2019a) In patients with BC,
HGS deficits have been associated with lower functional
capacity; greater fatigue (Cantarero-Villanueva et al.,
2012) shoulder deficits, and kinesiophobia (Koca et al.,
2020; Lee et al., 2015); and fewer complications from
cancer treatments and hospitalizations (Paek and Choi,
2019a). There is evidence that HGS in women breast cancer
survivors is positively associated with various aspects
of physical function, given that better HGS levels favor
mobility and performance in usual and self-care activities
(Paek and Choi, 2019a). This probably reflects on the
quality of life, since the HGS was associated with several
dimensions of quality of life, assessed through different
instruments, the relationship with dimensions referring to
physical function is evident. Furthermore, the association
with other dimensions, such as arm symptoms/discomfort
and psychosocial factors, suggests a multidimensional
relationship between HGS and quality of life in this
population. As a secondary outcome of this review, two papers
presents to a high prevalence of women with decreased
HGS on the same side to the surgical site, rates ranged
38% to 60%). This not only indicates the loss of muscle
function, but also serves as a sign for several other issues
that include activities and social participation, such as
work and leisure (Annunziata et al., 2018; Schmidt et al.,
2018). This is because muscle strength is a predictor of
several clinical indicators and basic function required by
these women for several daily activities. Summary of the results Egger test was not performed because Asian Pacific Journal of Cancer Prevention, Vol 23 3241 Alana Cristina Campos e Silva et al a) HGS x Total Score of Quality of life
b) HGS x Functional Capacity domain
c) HGS x Physical Function domain a) HGS x Total Score of Quality of life a) HGS x Total Score of Quality of life cific Journal of Cancer Prevention, Vol 23
el Plots of the Correlation between HGS and HRQoL
a) HGS x Total Score of Quality of life
b) HGS x Functional Capacity domain
c) HGS x Physical Function domain
d)HGS x Emmotional aspects domain
e)HGS x Social aspects domain
f)HGS x Mental health domain b) HGS x Functional Capacity domain b) HGS x Functional Capacity domain c) HGS x Physical Function domain c) HGS x Physical Function domain d)HGS x Emmotional aspects domain d)HGS x Emmotional aspects domain d)HGS x Emmotional aspects domain e)HGS x Social aspects domain e)HGS x Social aspects domain f)HGS x Mental health domain f)HGS x Mental health domain Asian Pacific Journal of Cancer Prevention, Vol 23
3242
Figure 3. Funnel Plots of the Correlation between HGS and HRQoL DOI:10.31557/APJCP.2022.23.10.3237
Handgrip Strength and Quality Of Life Study
Selection
Comparability
Outcome
Total
Representativeness
of the exposed cohort
Selection of the non-
exposed cohort
Ascertainment of
exposure
Demonstration that
outcome of interest
was not present at
start of study
Comparability of
cohorts on the basis
of the design or
analysis
Assessment of
outcome
Was follow-up long
enough for outcomes
to occur? Adequacy of follow
up of cohorts? Brandini et al. *
*
*
*
*
*
*
*
8
Büyükakinca et al. *
*
*
*
*
*
-
*
7
Esteban-Simón et al. *
*
*
*
*
*
*
*
8
Kaya et al. *
*
*
*
*
*
-
*
7
Koca et al. *
*
*
*
*
*
-
*
7
Table 2. Quality Methodological Assessment of Included Studies by the Newcastle-Ottawa Scale
*, The study met the criteria. Study
Selection
Comparability
Outco
Table 2. Quality Methodological Assessment of Included Studies by the Newcastle-Ottawa Scale the number of studies by analysis was insufficient and did
not attends the requirements of the test. Summary of the results presence of initial or advanced grade lymphedema is
related to lower handgrip strength, possibly due to patients
avoiding using the affected arm in usual activities, and this
situation usually results in muscle atrophy, weakness, and
functional restrictions. The use of multimodal therapies
(surgery, radiotherapy, and systemic chemotherapeutic
agents) may increase the loss of HGS. Asian Pacific Journal of Cancer Prevention, Vol 23 3243 Discussion Based on cross-sectional studies it was possible to
verify that HGS is predictor of HRQoL. A detailed analysis
of the correlations or verification of these associations
showed that the HGS has a convergence with the domains
of the WHOQOL-bref questionnaire, with all the domains
of the BCTOS, except for the Aesthetic Status subscale;
with the scores of functional capacity and physical aspects
from SF-36; with the domain of physical well-being of
FACT-B; and global health status/QoL, physical function,
task performance, fatigue, loss of appetite and arm
symptoms/discomfort domains of EORTC-QLQC-30. Meta-analysis confirms the correlation between HGS and
total score of HRQoL, functional capacity and emotional
aspects. However, the effects was need interpreted with Besides that, breast cancer survivors are often
overweight. These conditions are related to changes in
body composition characterized by fat mass gain and lean
mass loss. Consequently, it occurs reduced muscle mass
and muscle strength and increased fatigue. In addition,
cancer treatments such as chemotherapy contribute to
structural and biochemical changes in muscle tissue
(Guigni et al., 2018). The combination of these factors
contributes to the reduction of HGS. Additionally,
the study by Baklaci and Cols (2020) showed that the Asian Pacific Journal of Cancer Prevention, Vol 23 3243 Alana Cristina Campos e Silva et al caution because included only three studies that reported
the correlation coefficient and these analyses disregard
potential confounding factors. CMA: Data Analysis; Manuscript writing/editing;
Approval final version of manuscript. CMA: Data Analysis; Manuscript writing/editing;
Approval final version of manuscript. CMA: Data Analysis; Manuscript writing/editing;
Approval final version of manuscript. AKSM: Data Analysis; Manuscript writing/editing;
Approval final version of manuscript. Previously evidence points that HRQoL is a
multidimensional construct directly influenced by
issues related to pain (Paek and Choi, 2019a), presence
of lymphedema, and associated muscle weakness (De
Groef et al., 2016; Lee et al., 2015), and treatments and
complications resulting in psychological (Sato et al.,
2018) and cognitive issues (Baert et al., 2017). Then,
these factors may act as confounding factors and need
to be included in a more robust analysis. Two studies,
not included in meta-analysis, adjust the association’s
measures with control of confounding variables and in
these studies, HGS remained a predictive variable for
HRQoL scores (Brandini da Silva et al., 2019; Kaya et
al., 2010). AST: Protocol/project development; Manuscript
writing/editing; Approval final version of manuscript. Acknowledgements The authors thank to Universidade Federal de
Pernambuco e CAPES for the financial support for
translating the manuscript. Discussion DD: Protocol/project development; Data collection or
management; Data Analysis; Manuscript writing/editing;
Approval final version of manuscript. Conflict of Interest Statement for all authorsi The authors have no relevant financial or non-financial
interests to disclose. The authors have no relevant financial or non-financial
interests to disclose. Funding statementi As a fast, objective, and low-cost measurement
parameter, HGS is a useful tool that can be utilized in the
routine evaluation of women with BC. Adjustments in the
HGS calculation have been proposed in the literature to
reduce biases and increase clinical relevance. The relative
HGS is a representative indicator of muscle strength,
independent of the influence of body mass (Hao et al.,
2020), and is taken by adjusting the value measured in
HGS by the BMI (Lawman et al., 2016). In the study
of (Esteban-Simón et al., 2021) which comparatively
analyzed the associations of HGS and relative HGS,
the adjusted calculation of relative HGS had a greater
association with the HRQoL scores of women with
BC, thus corroborating available evidence from other
populations (Hao et al., 2020; Lawman et al., 2016). This study was financed in part by the Coordenação de
Aperfeiçoamento de Pessoal de Nível Superior (CAPES)
– Finance Code 001. – Finance Code 001. Data Availability Statement This manuscript use data previously published by other
authors and all data are presented into results section. References Annunziata MA, Muzzatti B, Flaiban C, et al (2018). Long-term
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Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчання Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчання ВИКОРИСТАННЯ НАЦІОНАЛЬНОЇ ОНЛАЙН-ПЛАТФОРМИ З ЦИФРОВОЇ
ГРАМОТНОСТІ ПРИ ПІДГОТОВЦІ БАКАЛАВРІВ СПЕЦІАЛЬНОСТІ «ПРАВО» Анотація. В умовах цифровізації всіх сфер діяльності людини, юридична галузь також зазнає
трансформацій. Очевидно, це має бути враховано і під час підготовки майбутніх правників. У
статті обґрунтовується необхідність модернізації підготовки бакалаврів спеціальності «Право» у
частині, що стосується опанування сучасними цифровими технологіями та їх подальшого
використання в професійній діяльності. На основі аналізу Стандарту вищої освіти першого
(бакалаврського) рівня вищої освіти галузі знань 08 Право, спеціальності 081 Право виокремлено
компетентності та результати навчання, формування яких безпосередньо залежить від якісного
опанування сучасних інформаційно-цифрових технологій. Виокремлено ключові питання, які
варто включити до змістового наповнення дисципліни, що відповідатиме за формування цифрової
грамотності. Запропоновано використовувати контент національної онлайн-платформи з цифрової
грамотності веб-порталу «Дія. Цифрова освіта» під час фахової підготовки студентів спеціальності
«Право». Описано структуру та особливості роботи з онлайн-платформою. Серед усього контенту
виокремлено освітні серіали (курси), які доречно використовувати при підготовці студентів
спеціальності «Право». Коротко охарактеризовано особливості кожного курсу та окреслено
перелік питань, які розглядаються. З метою підготовки до складання національного тесту на
визначення рівня цифрової грамотності, запропоновано до перегляду перелік освітніх серіалів,
розміщених на онлайн-платформі. Зазначено, що освітні серіали (курси) можуть бути
рекомендовані викладачем як різновид неформальної освіти. Зроблено висновки щодо векторів
модернізації підготовки здобувачів освіти спеціальності «Право» та визначено необхідність
подальшого вивчення методичних засад впровадження сучасних онлайн-інструментів та контенту
освітніх платформ у освітній процес. Ключові слова: національна онлайн-платформа з цифрової грамотності; веб-портал «Дія. Цифрова освіта»; підготовка бакалаврів спеціальності 081 Право; освітні серіали (курси). УДК 378.147+004
DOI: 10.31652/2412-1142-2022-66-45-52 УДК 378.147+004
DOI: 10.31652/2412-1142-2022-66-45-52 © І. Ю. Слободянюк, 2022 Слободянюк Ірина Юріївна д
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ндидат педагогічних наук, викладач кафедри педагогіки, психології та фахових методик, кандидат педагогічних наук, викладач кафедри педагогіки, психології та фахових методик,
Комунальний заклад вищої освіти «Барський гуманітарно-педагогічний коледж ім. М. Грушевського»,
м. Бар, Україна
ORCID ID 0000-0002-1249-8729 кандидат педагогічних наук, викладач кафедри педагогіки, психології та фахових методик,
Комунальний заклад вищої освіти «Барський гуманітарно-педагогічний коледж ім. М. Груш
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м. Бар, Україна
ORCID ID 0000 0002 1249 8729 у
Комунальний заклад вищої освіти «Барський гуманітарно-педагогічний коледж ім. М. Грушевського»,
м Бар Україна Комунальний заклад вищої освіти «Барський гуманітарно-педагогічний коледж ім. М. Грушев
м. Бар, Україна р
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ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com ВИКОРИСТАННЯ НАЦІОНАЛЬНОЇ ОНЛАЙН-ПЛАТФОРМИ З ЦИФРОВОЇ
ГРАМОТНОСТІ ПРИ ПІДГОТОВЦІ БАКАЛАВРІВ СПЕЦІАЛЬНОСТІ «ПРАВО» 1. ВСТУП Постановка
проблеми. Розвиток
інформаційних
технологій
та
поширення
цифровізації відкриває нове «вікно можливостей» як для громадян, так і для держави в
цілому. Трансформаційні процеси, які відбуваються у сучасному суспільстві, обумовлюють
необхідність оновлення вимог до компетенцій фахівців різних сфер діяльності. Сьогодні
нашій державі особливо необхідні кваліфіковані спеціалісти, які окрім високого рівня
професійних знань та умінь, здатні до самоорганізації, самоосвіти, вміють працювати
активно та креативно, розуміються у сучасних технологіях та ефективно використовують їх у
професійній діяльності. Розвиток цифрових технологій не оминув сферу юридичних послуг. Як зазначає
В. Очеретяний, «для того, щоб мінімізувати рутинну роботу в простих юридичних питаннях
чи статистичних даних правники починають звертатися до спеціалістів із цифрових
технологій, або самі опановують їх» [1, с. 55]. Щодо останнього – сьогодні існує низка
різноманітних вебінарів, тренінгів та курсів, які допоможуть підвищити рівень володіння
сучасними технологіями та цифровими інструментами уже практикуючим спеціалістам. Однак, необхідно затрачати час на пошук відповідних курсів та їх вивчення. 10 березня 2021 року Кабінетом Міністрів України було схвалено та затверджено
Положення про Єдиний державний веб-портал цифрової освіти «Дія. Цифрова освіта», у © І. Ю. Слободянюк, 2022 45 Сучасні інформаційні технології та інноваційні методики навчання в підготовці фахівців:
методологія, теорія, досвід, проблеми якому задекларовано його призначення, а саме – «реалізація права кожного на якісну та
доступну освіту шляхом забезпечення створення можливості дистанційного навчання через
Інтернет» [2]. Таким чином контент порталу може бути використаний як здобувачами освіти,
так і дипломованими спеціалістами, які бажають покращити свій фаховий рівень. Веб-портал цифрової освіти є інформаційно-телекомунікаційною системою, яка
складається з національної освітньої онлайн-платформи з цифрової грамотності, веб-
платформи дистанційного навчання «Всеукраїнська школа онлайн», освітніх проєктів, аудіо-
та відеоматеріалів, текстового контенту, засобів перевірки отриманих знань після роботи
користувача з освітніми матеріалами, особистих електронних кабінетів користувачів, карти
центрів цифрової освіти, додаткових засобів комунікації, мобільного додатка, інших
підсистем та програмних модулів [2]. 20 липня 2022 року Наказом Міністерства освіти і науки України №644 затверджено та
введено в дію Стандарт вищої освіти першого (бакалаврського) рівня вищої освіти галузі
знань 08 Право, спеціальності 081 Право [3]. У контексті нашого дослідження, звертаємо
увагу на такі зазначені компетентності та результати навчання, що, на нашу думку, можуть
бути повноцінно сформовані та досягнуті за умови оволодіння сучасними цифровими
технологіями та їх подальшого використання (таблиця 1). Таблиця 1
Компетентності
Загальні
Спеціальні
− здатність
використовувати
інформаційні та
комунікаційні технології;
− здатність вчитися і оволодівати сучасними
знаннями. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ У сучасних умовах трансформації суспільства юридична діяльність набуває нових
властивостей, які тісно пов’язані з його інформатизацією [5]. Популяризація Legal Tech
змушує переглянути традиційні підходи до вирішення юридичних питань за рахунок
впровадження інформаційно-цифрових технологій в сферу правових послуг, що в свою чергу
обумовлює необхідність та важливість підготовки здобувачів освіти до їх вмілого
використання у професійній діяльності. Контент навчальних дисциплін, що забезпечують формування вміння використовувати
новітні засоби та технології, повинен бути актуальним та сучасним. На нашу думку, варто
приділяти увагу розгляду таких питань: −
пошук, аналіз та перевірка достовірності отриманої інформації шляхом використання
можливостей сучасних інформаційних технологій для ефективного вирішення правових
завдань; −
робота зі спеціалізованими інформаційно-правовими системами; −
використання функціоналу сучасних онлайн-сервісів, мобільних додатків та чат-ботів
юридичного спрямування; −
сучасні способи та інструменти візуалізації даних у професійній діяльності юриста;
−
робота з хмарними сервісами, які забезпечують можливість віддаленої колективної
і
і −
сучасні способи та інструменти візуалізації даних у професійній діяльності юриста;
б
і
і
б
і
і сучасні способи та інструменти візуалізації даних у професійній діяльності юриста;
−
робота з хмарними сервісами, які забезпечують можливість віддаленої колективної
співпраці; −
використання
сучасних
засобів
комунікації
–
сервіси
відеоконференцзв’язку,
месенджери тощо;
б
і ф
ій
ї б −
використання
сучасних
засобів
комунікації
–
сервіси
відеоконференцзв’язку,
месенджери тощо; −
забезпечення інформаційної безпеки; −
основи кібергігієни; −
використання кваліфікованого електронного підпису; −
сучасний стан та перспективи використання штучного інтелекту у правос −
сучасний стан та перспективи використання штучного інтелекту у правосудді; −
використання онлайн-платформ для самоосвіти; −
вільне володіння сучасними технічними засобами, що покликані спрощувати чи
автоматизувати шаблонну роботу. −
вільне володіння сучасними технічними засобами, що покликані спрощувати чи
автоматизувати шаблонну роботу. Розглянемо структуру та контентне наповнення національної онлайн-платформи з
цифрової грамотності веб-порталу «Дія. Цифрова освіта» та можливості її використання в
освітньому процесі при підготовці майбутніх правників. Перейшовши за адресою
https://osvita.diia.gov.ua, користувач потрапляє на головну сторінку. Весь контент
структурований за розділами: навчання, цифрограм та про проєкт. Варто зазначити, що на
сайті передбачено можливість здійснення пошукового запиту. До розділу навчання входять: освітні серіали (курси), гайди та подкасти на різну
тематику, інформація про експертів, які беруть участь у проєкті, рейтинг користувачів,
корисні посилання та довідник із тлумаченням сучасних термінів. Щоб перевірити рівень свої цифрової грамотності необхідно скористатися розділом
цифрограм. Виконавши завдання національного тесту, користувач отримає сертифікат, що
засвідчує рівень цифрової грамотності та ступінь володіння визначеними компетентностями
(рис. 1.). Цифрограм доступний за такими напрямами: для громадян, для вчителів, для
державних службовців та медичних працівників. 1. ВСТУП 46 Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчання Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчанн Метою статті є огляд та опис контентного наповнення національної онлайн-платформи
з цифрової грамотності, що може бути використано в процесі підготовки майбутніх фахівців
спеціальності 081 «Право» у закладах вищої освіти. 1. ВСТУП − здатність використовувати бази даних органів
юстиції та інформаційні технології необхідні
під час здійснення юридичної діяльності;
− здатність
використовувати
різноманітні
інформаційні
джерела
для
повного
та
всебічного встановлення певних обставин. Результати навчання
− проводити збір і інтегрований аналіз матеріалів з різних джерел;
− складати та узгоджувати план власного прикладного дослідження і самостійно збирати матеріали за
визначеними джерелами;
− вільно використовувати для правничої діяльності доступні інформаційні технології і бази даних;
− використовувати комп’ютерні програмами, необхідні у правничій діяльності. р
;
− вільно використовувати для правничої діяльності доступні інформаційні технології і бази даних
− використовувати комп’ютерні програмами, необхідні у правничій діяльності. Тож заклади освіти, які здійснюють підготовку майбутніх фахівців у галузі права,
повинні зважати на сучасні тенденції і вимоги та модернізувати підготовку майбутніх
правників, які будуть здатні ефективно працювати та бути конкурентоспроможними на
ринку праці. Зважаючи на вищезазначене, питання підготовки майбутніх правників до професійної
діяльності в умовах цифровізації суспільства, розвиток їх цифрової грамотності, є
надзвичайно актуальними. Зазначимо, що в межах нашого дослідження, під поняттям
цифрова грамотність розуміємо «наявність навичок, необхідних для життя, навчання і
роботи в суспільстві, де спілкування і доступ до інформації здійснюється за допомогою
цифрових технологій (інтернет-платформи, соціальні мережі, мобільні пристрої тощо)»
[4, с.54]. Аналіз останніх досліджень і публікацій. Питання застосування сучасних
інформаційних технологій у професійній діяльності юристів, теоретичні та методичні основи
їх впровадження в освітній процес під час підготовки здобувачів освіти юридичних
спеціальностей
неодноразово
розглядалися
у
працях
А.Г. Бочевар,
Х.Б. Романів,
В.Є. Ромашенко, Н.Г. Русіної, О.С. Федорчук, О.О. Храпенко, М.І. Шермана та ін. Останнім часом особливої популярності набуває національна онлайн-платформа з
цифрової грамотності Веб-порталу «Дія. Цифрова освіта», на якій розміщено освітні серіали
(курси), присвячені висвітленню новацій, зокрема, у сфері права та їх практичному
використанню у юридичній діяльності. Однак, використання подібних курсів в освітньому
процесі є малодослідженим, що і обумовлює актуальність обраної теми. Аналіз останніх досліджень і публікацій. Питання застосування сучасних
інформаційних технологій у професійній діяльності юристів, теоретичні та методичні основи
їх впровадження в освітній процес під час підготовки здобувачів освіти юридичних
спеціальностей
неодноразово
розглядалися
у
працях
А.Г. Бочевар,
Х.Б. Романів,
В.Є. Ромашенко, Н.Г. Русіної, О.С. Федорчук, О.О. Храпенко, М.І. Шермана та ін. Останнім часом особливої популярності набуває національна онлайн-платформа з
цифрової грамотності Веб-порталу «Дія. Цифрова освіта», на якій розміщено освітні серіали
(курси), присвячені висвітленню новацій, зокрема, у сфері права та їх практичному
використанню у юридичній діяльності. Однак, використання подібних курсів в освітньому
процесі є малодослідженим, що і обумовлює актуальність обраної теми. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ Розділ про проєкт містить основні відомості щодо мети та команди проєкту,
інформацію про мережу хабів цифрової освіти в Україні, новини, результати дослідження
цифрових навичок українців у різні роки та статистику щодо використання сервісу. 47 Сучасні інформаційні технології та інноваційні методики навчання в підготовці фахівців:
методологія, теорія, досвід, проблеми Сучасні інформаційні технології та інноваційні методики навчання в підготовці фахівців:
методологія, теорія, досвід, проблеми
Випуск 66
Рис. 1. Зразок сертифікату цифрограму для вчителів
Для
повноцінного
використання
онлайн-платформи,
користувачеві
необхідно
зареєструватися. Після цього він матиме власний електронний кабінет, у якому
відображатиметься особиста інформація, переглянуті освітні серіали, сертифікати, отримані
після проходження тестів, а також нагороди та місце в загальному рейтингу. Важливо
зазначити, що весь контент безкоштовний та доступний як з мобільного пристрою, так і з
персонального комп’ютера. Таким чином, немає жодних обмежень щодо використання даної
онлайн-платформи. Крім самоосвіти
вбачаємо перспективи у використанні матеріалів даної онлайн- Рис. 1. Зразок сертифікату цифрограму для вчителів Рис. 1. Зразок сертифікату цифрограму для вчителів Для
повноцінного
використання
онлайн-платформи,
користувачеві
необхідно
зареєструватися. Після цього він матиме власний електронний кабінет, у якому
відображатиметься особиста інформація, переглянуті освітні серіали, сертифікати, отримані
після проходження тестів, а також нагороди та місце в загальному рейтингу. Важливо
зазначити, що весь контент безкоштовний та доступний як з мобільного пристрою, так і з
персонального комп’ютера. Таким чином, немає жодних обмежень щодо використання даної
онлайн-платформи. Крім самоосвіти, вбачаємо перспективи у використанні матеріалів даної онлайн-
платформи безпосередньо в освітньому процесі. Зупинимося детальніше на освітніх серіалах
(курсах), яких на даний час налічується понад 70. Широка тематика та зручні фільтри
допоможуть знайти та ознайомитися з корисною та актуальною інформацією як для
школярів та здобувачів вищої освіти, так і для уже практикуючих спеціалістів та батьків. На
наш погляд, під час підготовки бакалаврів спеціальності 081 «Право» доцільно
використовувати такі курси (освітні серіали). «Цифрові юристи» – курс, створений для надання відповіді, чому право та IT почали
зближуватися. У ньому розглядаються: питання цифровізації у праві; сучасні технічні
сервіси та чат-боти, які є інструментом вирішення типових завдань у діяльності юриста;
сутність та приклади використання технології Blockchain в юридичній діяльності; юридичні
професії майбутнього та ін. Запрошені експерти наводять приклади українських та світових
юридичних стартапів та діляться порадами і способами залучення ресурсів для реалізації
власних проєктів [6]. Серіал налічує 4 серії тривалістю 5-8 хвилин, кожна з яких передбачає
виконання короткого тесту. По завершенню опанування курсу, з метою отримання
сертифікату, необхідно скласти фінальний тест. Як зазначає В. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ Іонан, заступниця Міністра цифрової трансформації з питань
євроінтеграції, «проєкт адресований насамперед спеціалістам юридичної галузі – теперішнім
і майбутнім. Серіал допоможе студентам юридичних напрямків зрозуміти, які фахові
компетенції вимагатиме від них ринок юридичних послуг після завершення навчання, а
досвідченим юристам надасть вектор, в якому напрямку можна розвивати власну практику
задля посилення конкурентоспроможності» [7]. Логічним продовженням попереднього є освітній серіал «Цифрові юристи 2.0» [8]. Він
складається з 6 серій тривалістю 5-8 хвилин. Перша серія присвячена питанням
людиноцентричного підходу у правосудді, друга – відкритим та персональним даним, третя –
принципам роботи та напрямам використання штучного інтелекту у роботі юриста,
четверта – юридичному дизайну, п’ята – онлайн-інструментам для дистанційної роботи 48 Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчанн етодологічні проблеми впровадження цифрових технологій та інноваційних методик навчання юристів та альтернативним постачальникам юридичних послуг, шоста – огляду послуг, які
можна отримати через платформу «Дія». Успішне виконання фінального тестування дає
можливість отримати сертифікат обсягом 0,1 кредиту ЄКТС. юристів та альтернативним постачальникам юридичних послуг, шоста – огляду послуг, які
можна отримати через платформу «Дія». Успішне виконання фінального тестування дає
можливість отримати сертифікат обсягом 0,1 кредиту ЄКТС. Освітній серіал «Персональні дані» [9] допоможе розібратися з сутністю поняття
«персональні дані» та їх захистом, політикою приватності, тонкощами безпечного
використання онлайн-послуг і соціальних мереж без шкоди для особи. Програма курсу
передбачає перегляд 7 коротких за тривалістю серій, у яких сертифікований експерт з
питань інформаційної приватності Дмитро Корчинський у доступній формі пояснює
матеріал, а запрошені гості ставлять актуальні запитання та перевіряють надані поради. Також у вільному доступі надаються шаблони запиту на доступ до персональних даних та
скарги на порушення прав на захист персональних даних. Для отримання сертифікату
проходження курсу необхідно дати правильні відповіді на запитання фінального тесту. Готовність постійно оновлювати знання і навички, вміння використовувати в
практичній діяльності сучасні інструменти, які полегшують виконання завдань та посадових
обов’язків, є важливою рисою сучасного фахівця будь-якої галузі. Сьогодні досить
популярними є інструменти Google, використання яких може бути ефективним як у
професійній діяльності, так і в повсякденному житті. Для ознайомленням із функціоналом
деяких із них можна скористатися освітнім серіалом «Цифрова грамотність державних
службовців 1.0. на базі інструментів Google» [10]. Він передбачає перегляд 15 серій, кожна
з яких має практичне спрямування – вирішення конкретних ситуацій, що можуть виникати в
професійній діяльності. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ Сертифікований тренер Google for Education, директор Академії
цифрового розвитку Антоніна Букач допомагає розібратися з усім різноманіттям онлайн-
інструментів, серед яких: − Gmail – безкоштовна служба електронної пошти; − Gmail – безкоштовна служба електронної пошти; − Google Calendar – веб-додаток і сервіс для планування зустрічей, подій і спра − Google Keep – сервіс, призначений для створення і зберігання нотаток; − Google Docs – безкоштовний хмарний офісний пакет, що включає в себе текстовий і
табличний редактори та службу для створення презентацій; e Forms – інструмент, що надає можливість легко та швидко складати опитуванн
и, а також збирати іншу інформацію з її подальшим аналізуванням; − Google Forms – інструмент, що надає можливість легко та швидко складат
анкети, а також збирати іншу інформацію з її подальшим аналізуванням; − Google Sites – безкоштовний конструктор сайтів; g
ру
р
− Google Scholar – пошукова система вільного доступу, яка індексує повний текст
наукових публікацій всіх форматів і дисциплін; − Google Classroom – інструмент, за допомогою якого можна організувати та оптимізувати
робочий процес (не лише освітній); − Google Public Data Explorer – інструмент, що надає та візуалізує загальнодоступні дані і
прогнози від цілого ряду міжнародних організацій і наукових установ; − Google Alerts – інструмент, який надає можливість користувачеві налаштувати
сповіщення щодо появи нової інформації в онлайн-просторі відповідно до зазначених
ключових слів; − Google Мої карти – сервіс, який дозволяє легко створювати карту улюблених місць, а
також дозволяє налаштувати їх перегляд, редагування та вбудовувати на сайт;
−сервіси для скорочення посилань. Для отримання сертифікату про проходження даного курсу потрібно виконати
підсумкове тестування. Для отримання сертифікату про проходження даного курсу потрібно виконати
підсумкове тестування. В умовах сьогодення, для забезпечення доступу до отримання публічних послуг
онлайн, використання цифрових сервісів та електронного документообігу, реалізації функції
електронної демократії, необхідний електронний підпис. Щоб ознайомитися з даним
поняттям та відповісти на всі питання, що з ним пов’язані, створено курс «Електронний
підпис» [11], програма якого передбачає опрацювання 7 серій тривалістю 4-9 хвилин та
отримання сертифікату. Користувач ознайомиться із сутністю та призначенням електронного
цифрового підпису, дізнається у яких ситуаціях він потрібен, як отримати кваліфікований 49 Сучасні інформаційні технології та інноваційні методики навчання в підготовці фахівців:
методологія, теорія, досвід, проблеми Випуск 66 електронний підпис, як використовувати його для підписання документів та перевіряти уже
наявний, як пройти електронну ідентифікацію, а також як зробити усе це з мобільного
телефону, щоб із легкістю отримувати більший спектр послуг. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ Поширення цифровізації в усі сфери життя та діяльності людини, активне
використання девайсів та сервісів, які зберігають про нас багато особистої інформації,
вимагають дотримання певних правил поведінки для убезпечення від загроз у кіберпросторі. На національній онлайн-платформі представлено освітні серіали, які ознайомлять та
продемонструють на реальних прикладах як не стати жертвами кіберзловмисників. Одним із
них є серіал «Основи кібергігієни», який створено в рамках проєкту «Посилення
спроможностей українських державних органів у сфері кібергігієни та кібербезпеки», що
реалізується Координатором проектів ОБСЄ в Україні за підтримки Міністерства
закордонних справ і міжнародного розвитку Великобританії та Федерального міністерства
закордонних справ Німеччини [12]. Метою курсу є засвоєння базових принципів кібергігієни
та дій у випадку виявлення інформаційних атак. Програма курсу включає 8 серій тривалістю
4 7
і
і 4-7 хвилин, під час перегляду яких можна дізнатися: − що таке «кібергігієна»; − види хакерських атак; − поняття «соціальної інженерії», її прийоми, методи та принципи; − рекомендації щодо організації безпечного використання мережі Інтернет; − особливості використання електронної пошти; − загальні рекомендації з використання програмного забезпечення та типи шкідливого ПЗ;
− особливості налаштування конфіденційності та інших питань безпеки в соціальних
мережах; загальні рекомендації з використання програмного забезпечення та типи шкідливого ПЗ;
− особливості налаштування конфіденційності та інших питань безпеки в соціальних
мережах; − правила безпечної роботи з мобільними пристроями; − загрози, які виникають під час використання змінних носіїв інформації; − види маніпуляцій з інформацією у кіберсфері та інше. Також до деяких серій подано додаткові матеріали, які доступні для завантаження. У
них представлена корисна інформація або результати проведених досліджень з теми, про яку
розповідали в серії. Курс завершується складанням тесту, з можливістю отримати
сертифікат, що засвідчує успішне його проходження, обсягом 0,33 кредиту ЄКТС. Кібершахрайство з sim-картою стало поширеною проблемою, адже жертвою може бути
будь-хто – від звичайного громадянина до власників компаній. З метою попередження та
захисту від кібершахраїв Міністерством цифрової трансформації України за підтримки
агентства з міжнародного розвитку США (USAID), Кіберполіції, Урядової команди
реагування на комп’ютерні надзвичайні події України, яка функціонує в складі Державного
центру кіберзахисту CERT-UA, та Національного банку України було створено освітній
серіал «Обережно! Кібершахраї» [13]. Впродовж перегляду 4 серій користувачі дізнаються:
як відновити номер телефону, якщо віддалено замінили сім-карту; як діяти в разі втрати або
викрадення мобільного телефону; як розпізнавати й протидіяти фішингу та вішингу. Засвоєння курсу завершується фінальним тестуванням та отриманням сертифікату. Ще одним освітнім серіалом, присвяченим кібербезпеці, є «Кіберняні» [14]. 3. ВИСНОВКИ ТА ПЕРСПЕКТИВИ ПОДАЛЬШИХ ДОСЛІДЖЕНЬ Цифровізація впливає на функціонування юридичної сфери – змінюються цілі,
пріоритети та навички юристів нового покоління, з’являються нові технологічні продукти,
які
здатні
спростити,
а
інколи
і
замінити,
роботу
фахівця. Тому,
підготовка
конкурентоздатних спеціалістів галузі права вимагає не лише ґрунтовного освоєння
фундаментальних та спеціалізованих знань, вільного володіння чинним нормативно-
правовим забезпеченням, але й умілого використання ними сучасних технологій [15]. Одним із головних завдань юридичної освіти є формування у студентів цифрової
грамотності, яка є важлим складником професійної компетентності. Уміння використовувати
інформаційно-цифрові ресурси, впроваджувати в юридичну діяльність нові підходи та
інструменти для вирішення поставлених завдань відкривають ширші професійні перспективи
та підіймають правника на якісно новий фаховий рівень. Для цього необхідно модернізувати
підготовку здобувачів освіти – знайомити їх з новаціями, технологічними рішеннями, що
застосовуються у галузі права і набувають дедалі більшого поширення та популярності, а
також прививати навики та бажання до постійного розвитку та самоосвіти. Тому,
подальшого вивчення потребують методичні засади впровадження сучасних онлайн-
інструментів та контенту освітніх платформ у підготовку майбутніх фахівців спеціальності
081 Право. Методологічні проблеми впровадження цифрових технологій та інноваційних методик навчання Також для формування цифрової грамотності сучасного правника, розширення обсягу
знань, необхідних для складання цифрограму, корисними будуть освітні серіали (курси) –
«Базові цифрові навички», «Доступ до публічної інформації», «Very Verified: онлайн-курс з
медіаграмотності», «Медіаграмотність у часи пандемії», «Доступ до публічної інформації»,
«Відкриті дані для державних службовців» та інші. Користувачам варто слідкувати за
оновленнями на платформі, оскільки освітні серіали з’являються майже щомісяця. ф р
р
Дані освітні серіали (курси) можуть бути рекомендовані викладачем у силабусі /
робочій програмі навчальної дисципліни як різновид неформальної освіти, результати якої
зараховуватимуться здобувачеві освіти у якості опанування певної її складової. 2. РЕЗУЛЬТАТИ ДОСЛІДЖЕННЯ Він містить
10 серій тривалістю 4-11 хвилин, з яких користувач дізнається: якими мають бути паролі; де
перевірити чи є у хакерів саме ваші паролі; що таке багатофакторна автентифікація та як її
налаштувати; важливість оновлення програмного забезпечення; особливості налаштування
безпеки для популярних месенджерів; для чого та як здійснювати резервне копіювання
даних; правила здійснення безпечних платежів в Інтернеті; яку інформацію можна, а яку не
варто повідомляти в мережі, аби не стати черговою жертвою пограбування чи шантажу та
багато іншого. До участі у серіалі долучилися експерти з кібербезпеки, які цікаво, доступно,
за допомогою конкретних прикладів пояснюють складну, але надзвичайно важливу
інформацію. Виконавши завдання фінального тестування користувач отримує сертифікат, що
засвідчує успішне проходження курсу. 50 Slobodianiuk Iryna Yuriivna
Candidate of Pedagogical Sciences (PhD), Teacher of the Department of Pedagogy, Psychology and Professional
Methods
Municipal Institution of Higher Education «Bar Humanitarian Pedagogical College named after Mykhailo Hrushevsky»
Bar, Ukraine
ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com Slobodianiuk Iryna Yuriivna
Candidate of Pedagogical Sciences (PhD), Teacher of the Department of Pedagogy, Psychology and Professional
Methods
Municipal Institution of Higher Education «Bar Humanitarian Pedagogical College named after Mykhailo Hrushevsky»
Bar, Ukraine
ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com Slobodianiuk Iryna Yuriivna
Candidate of Pedagogical Sciences (PhD), Teacher of the Department of Pedagogy, Psychology and Professiona
Methods
Municipal Institution of Higher Education «Bar Humanitarian Pedagogical College named after Mykhailo Hrushevsky»
Bar, Ukraine
ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com Slobodianiuk Iryna Yuriivna
Candidate of Pedagogical Sciences (PhD), Teacher of the Department of Pedagogy, Psychology and Professional
Methods
Municipal Institution of Higher Education «Bar Humanitarian Pedagogical College named after Mykhailo Hrushevsky»
Bar, Ukraine
ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com Abstract. All spheres of human activity are being influenced by digitization and the legal industry is not
an exception. Obviously, this should be taken into consideration for the training of future lawyers. The
article substantiates the necessity to modernize the training program for Bachelors of Law to include the
mastering of modern digital technologies and their further use in professional activities. Based on the
analysis of The Standard of Higher Education of the First (Bachelor) Level of higher education in the
Field of Study 08 (Law), Subject Area 081 (Law), we have defined competences and learning outcomes,
the formation of which directly depends on the quality mastery of modern information and digital
technologies. The main topics that should be included in the content of the discipline that will be
responsible for the formation of digital literacy have been highlighted. The content of the national online
platform for digital literacy of the web portal "Diia. Digital education" has been proposed to be used
during the professional training of Bachelors of Law. The structure of the online platform and the
guidelines to its use have been described. The recommended educational series (courses) for the training
of the Law students have been singled out and the peculiarities of each course along with the list of topics
covered have been outlined. We have prepared a list of educational series that are available through the
online platform to help students prepare for the national digital literacy exam. Such educational series
(courses) can be recommended by educators as a type of non-formal education. Slobodianiuk Iryna Yuriivna
Candidate of Pedagogical Sciences (PhD), Teacher of the Department of Pedagogy, Psychology and Professional
Methods
Municipal Institution of Higher Education «Bar Humanitarian Pedagogical College named after Mykhailo Hrushevsky»
Bar, Ukraine
ORCID ID 0000-0002-1249-8729
islobodianuk@gmail.com We have determined the
vectors for modernization of the training program for the Law students as well as the necessity for the
further study of methodological approaches for implementation of online-tools and contents of
educational platforms into the educational process. Key words: national online platform for digital literacy; web-portal "Diia. Digital education", training of
Bachelors in the specialty 081 (Law); educational series (courses). Key words: national online platform for digital literacy; web-portal "Diia. Digital education", training
Bachelors in the specialty 081 (Law); educational series (courses). СПИСОК ВИКОРИСТАНИХ ДЖЕРЕЛ [1]
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у розвитку держави : зб. матер. Всеукр. наук.-практ. конф., м. Вінниця, 22-23 квітня 2021 р.: у 2-х т. Т.1. Ч.2. / За заг. ред. В.І. Мельник. Тернопіль: Крок, 2021. С. 55-57. р
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Міністрів України від 10.03.2021 р. №184. URL: https://zakon.rada.gov.ua/laws/show/184-2021-
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вищої освіти: наказ Міністерства освіти і науки України від 20.07.2022 р. №644. URL:
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644-20.07.2022.pdf p
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|
https://openalex.org/W3039704475
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English
| null |
Histone Deacetylase 11 Knockdown Blocks Larval Development and Metamorphosis in the Red Flour Beetle, Tribolium castaneum
|
Frontiers in genetics
| 2,020
|
cc-by
| 10,869
|
Keywords: juvenile hormone, epigenetics, histone deacetylase 11, histone H3, dsRNA ORIGINAL RESEARCH
published: 03 July 2020
doi: 10.3389/fgene.2020.00683 Edited by: Edited by:
Enrique Medina-Acosta,
State University of the North
Fluminense Darcy Ribeiro, Brazil Reviewed by:
Rodrigo Nunes Da Fonseca,
Federal University of Rio de Janeiro,
Brazil Reviewed by:
Rodrigo Nunes Da Fonseca,
Federal University of Rio de Janeiro,
Brazil Yoonseong Park,
Kansas State University, United States *Correspondence:
Subba Reddy Palli
rpalli@email.uky.edu;
rpalli@uky.edu *Correspondence:
Subba Reddy Palli
rpalli@email.uky.edu;
rpalli@uky.edu *Correspondence:
Subba Reddy Palli
rpalli@email.uky.edu;
rpalli@uky.edu Specialty section:
This article was submitted to
Epigenomics and Epigenetics,
a section of the journal
Frontiers in Genetics Received: 27 March 2020
Accepted: 04 June 2020
Published: 03 July 2020 Smitha George and Subba Reddy Palli* Post-translational
modifications
(PTM)
such
as
methylation,
acetylation,
phosphorylation, and ubiquitination of histones and other proteins regulate expression
of genes. The acetylation levels of these proteins are determined by the balance of
expression of histone acetyltransferase (HATs) and histone deacetylases (HDACs). We
recently reported that class I HDACs (HDAC1 and HDAC3) play important roles in
juvenile hormone (JH) suppression of metamorphosis in the red flour beetle, Tribolium
castaneum. Here, we report on the function of a single class IV HDAC member,
HDAC11. Injection of dsRNA targeting T. castaneum HDAC11 gene into newly
molted last instar larvae induced knockdown of the target gene and arrested larval
development and prevented metamorphosis into the pupal stage. Dark melanized areas
were detected in larvae that showed developmental arrest and mortality. Developmental
expression studies showed an increase in HDAC11 mRNA levels beginning at the end of
the penultimate larval stage. These higher levels were maintained during the final instar
larval and pupal stages. A JH analog, hydroprene, suppressed HDAC11 expression
in the larvae. Sequencing of RNA isolated from control and dsHDAC11 injected
larvae identified several differentially expressed genes, including those involved in JH
action, ecdysone response, and melanization. The acetylation levels of core histones
showed an increase in TcA cells exposed to dsHDAC11. Also, an increase in histone
H3 acetylation, specifically H3K9, H3K18 and H3K27, were detected in HDAC11
knockdown larvae. These studies report the function of HDAC11 in insects other than
Drosophila for the first time and show that HDAC11 influences the acetylation levels of
histones and expression of multiple genes involved in T. castaneum larval development. Edited by:
Enrique Medina-Acosta,
State University of the North
Fluminense Darcy Ribeiro, Brazil
Reviewed by:
Rodrigo Nunes Da Fonseca,
Federal University of Rio de Janeiro,
Brazil
Yoonseong Park,
Kansas State University, United States
*Correspondence: Citation: George S and Palli SR (2020)
Histone Deacetylase 11 Knockdown
Blocks Larval Development
and Metamorphosis in the Red Flour
Beetle, Tribolium castaneum. Front. Genet. 11:683. doi: 10.3389/fgene.2020.00683 Two major insect hormones, ecdysteroids (20-hydroxyecdysone, 20E, is the most active form) and
juvenile hormones (JH) regulate many aspects of insect life, including postembryonic development
(Riddiford, 1996; Wyatt et al., 1996; Hartfelder, 2000; Singtripop et al., 2000; Min et al., 2004;
Giray et al., 2005; Hrdy et al., 2006; Futahashi and Fujiwara, 2008). These hormones have been
extensively studied because of their involvement in the regulation of multiple biological processes, July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org 1 HDAC11 Function in Tribolium George and Palli (Yang and Seto, 2008). HDAC11 depletion in neuroblastoma cell
lines induces cell death mediated by apoptotic programs (Thole
et al., 2017). HDAC11 knockout study in mice identified an
age-dependent brain region-specific function in regulating FEZ1
(fasciculation and elongation protein zeta 1), a gene associated
with schizophrenia (Bryant et al., 2017). HDAC11 knockout
mice showed resistance to high-fat-diet-induced obesity and
metabolic syndrome, suggesting that HDAC11 functions as a
critical metabolic regulator (Sun et al., 2018). However, not
much information is available on HDAC11 function in insects. Functions of D. melanogaster histone deacetylases were studied
by RNA interference and microarrays and showed that HDAC1
and HDAC3 control expression of genes involved in multiple
processes including lipid metabolism, cell cycle regulation and
signal transduction (Foglietti et al., 2006). However, three other
HDACs tested did not show any detectable functions (Foglietti
et al., 2006). Also, overexpression of HDAC 3, 6 or 11 suppressed
CGG repeat-induced neurodegeneration in D. melanogaster
Fragile X Tremor Ataxia Syndrome model suggesting that
HDAC activators might be used to repress transcription of
fragile X syndrome gene (Todd et al., 2010). In the current
studies, we employed RNAi, RNA sequencing, and RT-qPCR
to elucidate the role of HDAC11 in T. castaneum. Knockdown
of HDAC11 during the larval stage induced arrest in larval
development, melanization, and mortality. RNA isolated from
T. castaneum larvae injected with double-stranded RNA (dsRNA)
targeting the gene coding for HDAC11 (dsHDAC11) or dsmalE
(a control dsRNA targeting E. coli malE gene) was sequenced,
and differential gene expression analysis was conducted. Genes
involved in hormone action and multiple biological processes
such as melanization were identified as differentially expressed
genes in HDAC11 knockdown larvae. Citation: including
diapause,
reproduction,
and
polyphenism
(Wigglesworth, 1934; Riddiford, 1994, 2012). Juvenile hormones
are sesquiterpenoids secreted by the corpora allata that mediate
a variety of functions in insects (Jindra et al., 2013). The
JH signaling cascade is a complex molecular process that
includes multiple players such as JH receptor, Methoprene-
tolerant (Met) (Wilson and Fabian, 1986; Konopova and Jindra,
2007) and, its heterodimeric partner, SRC, steroid receptor
co-activator homolog (Li et al., 2011; Zhang et al., 2011). The JH-receptor complex binds to the juvenile hormone
response elements (JHRE) present in the promoters of JH-
response
genes
and
regulate
their
expression
(Kayukawa
et al., 2012; Cui et al., 2014). 20-hydroxyecdysone binds to
a heterodimer of two nuclear receptors, ecdysone receptor
(EcR) and ultraspiracle (USP) and ecdysone response elements
present in the promoters of ecdysone-induced transcription
factors including E75, E74, Broad complex (BR-C) and E93 and
regulate their expression (Palli et al., 2005). These ecdysone
induced transcription factors, in turn, regulate expression of
multiple genes important for growth, development, molting and
metamorphosis (Riddiford et al., 2000). p
(
,
)
Hormones represent attractive targets for the development
of environmentally friendly insect control methods. Hindering
this effort is the lack of knowledge on the molecular basis of
hormone action. Research in epigenetics-based gene regulation
has facilitated the discovery of various post-translational
modification
mechanisms
(PTM)
such
as
methylation,
acetylation, phosphorylation, and ubiquitination. The role
of acetylation in the regulation of 20E induced gene expression
in Drosophila melanogaster has been reported (Bodai et al.,
2012). The CREB-binding protein (CBP) mediates acetylation
of histone H3K27 and antagonizes “Polycomb” silencing in
D. melanogaster (Tie et al., 2009). The CBP also functions
in regulating the expression of hormone response genes in
Tribolium castaneum (Roy et al., 2017; Xu et al., 2018) and
Blattella
germanica
(Fernandez-Nicolas
and
Belles,
2016). Since acetylation is a key component in the regulation of gene
expression, we decided to explore the function of histone
deacetylases (HDACs) in the red flour beetle, T. castaneum. Recent findings from our lab have demonstrated that class I
HDACs (HDAC1 and HDAC3) play important roles in JH
suppression of metamorphosis in T. castaneum (George et al.,
2019; George and Palli, 2020). Here, we focused on the function
of sole class IV HDAC member, HDAC11 (TC007473), to study
its role in T. castaneum development. Insects and Cells Insects (T. castaneum, GA-1 strain) (Haliscak and Beeman,
1983) were maintained in a Percival incubator set at 30◦C and
65 ± 5% relative humidity with complete dark conditions on
organic wheat flour (Heartland Mill, Marienthal, KS) mixed with
10% baker’s yeast (MP biomedicals, Solon, OH, United States). The T. castaneum cells, BCIRL-TcA-CLG1 (TcA), were cultured
in EX-CELL 420 (Sigma-Aldrich, St-Louis, MO, United States)
medium supplemented with 10% Fetal Bovine Serum (FBS,
VWR-Seradigm, Radnor, PA, United States) at 28◦C as described
previously (Goodman et al., 2012). Human HDACs identified to date can be grouped into four
classes; Class I-IV based on their structure, phylogeny, and
function. Class I HDACs are ubiquitously expressed and play
essential roles in proliferation, whereas classes II and IV have
a tissue-specific function (Lehrmann et al., 2002). HDAC11
first described in 2002 is a unique member class IV HDAC
family since it is not homologous with RPD3 or HDA1 yeast
enzymes (Gao et al., 2002). Selective/class-specific inhibitors
targeting HDAC11 have been developed for treating patients
with myeloproliferative neoplasms (MPN) (Yue et al., 2020). HDAC11 shows some sequence similarity to class I and II
HDACs and is highly conserved in invertebrates and plants Frontiers in Genetics | www.frontiersin.org Hormone Treatments Both
S-Hydroprene
(Ethyl
3,
7,
11-trimethyl-2,
4-
dodecadienoate) and JH III were purchased from Sigma-Aldrich. The hydroprene was dissolved in cyclohexane at 2 µg/µl
concentration and one microliter of this solution was applied
on the integument of each last instar larva. One microliter of
cyclohexane solvent alone was applied to each control larva. For
cell culture experiments, JH III was prepared in DMSO at 10 mM
concentration and one microliter per ml of culture medium was July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org 2 HDAC11 Function in Tribolium George and Palli added to achieve a final concentration of 10 µM. Control cells
were treated with the same volume of DMSO. antibodies were used to detect various lysine acetylation sites of
histone H3. Band density was determined by Image-J software
and normalized with loading control protein, ß-Actin. The Anti-
rabbit IgG, HRP-linked antibody (Cell signaling #7074), was
used for chemiluminescence detection. The blots were developed
with SupersignalTM West Femto Maximum sensitivity Substrate
(Thermo Fisher, Scientific, Rockford, IL, United States). Differential Gene Expression Analysis p
y
Total RNA extracted from three biological replicates of larvae at
12 h after treatment with dsHDAC11 or dsmalE using the TRI
reagent-RT and used for RNA-seq library preparation following
the protocol described previously (Ma et al., 2014; Hunt, 2015;
Kalsi and Palli, 2017). Raw reads were analyzed following
CLC genomic workbench pipeline (Version 11.0.1, Qiagen,
United States). Blast2GO Pro Plugin in the CLC workbench was
used to determine the GO terms. The GO terms were used for
predicting functions of differentially expressed genes. The GO
terms were represented using Web Gene Ontology Annotation
Plot (WEGO) as described previously (Ye et al., 2006). FIGURE 1 | TcHDAC11 catalytic domain and phylogeny. (A) Schematic
representation of the TcHDAC11 with the catalytic domain marked. The
numbers on the top show the position of amino acids. The data for this Figure
is obtained from NCBI (Geer et al., 2002). (B) Phylogenetic tree demonstrating
the relationship between HDAC classes. The tree was inferred using the
Neighbor-joining method. Evolutionary analyses were conducted in MEGA7
(Kumar et al., 2016). The tree was drawn to scale, with branch lengths and
the evolutionary distances used to infer the phylogenetic tree as the same
units. The identification of HDACs in T. castaneum was reported previously
(George et al., 2019). Tribolium castaneum HDAC11 T. castaneum HDAC11 contains a single Zn+ dependent catalytic
domain surrounded by a short N- and C- terminus (Figure 1A). Phylogenetic analysis of HDACs in T. castaneum revealed that
TcHDAC11 is closer to Class I deacetylases (HDAC1, HDAC3,
and HDAC8) than to class II (Figure 1B). T. castaneum
HDAC11 open reading frame consists of 314–331 residues
with a molecular mass of 35.2–37.2 kDa and one catalytic Total RNA was isolated from treated and control insects using
TRI reagent-RT (Molecular Research Center, Inc. Cincinnati,
OH, United States). The RNA was converted to cDNA
using M-MLV reverse transcriptase (Invitrogen-ThermoFisher
Scientific). RT-qPCR was performed using iTaq Universal SYBR
Green Supermix (Bio-Rad, Hercules, CA, United States) in
Applied Biosystems StepOnePlus Real-time PCR instrument. The
qPCR mixture contained 2 µl of diluted cDNA (1:5), 0.4 µl gene-
specific primer mix, 2.6 µl nuclease-free water, and 5 µl SYBR
green in a 10 µl final volume. The qPCR cycling conditions
were: initial holding stage 95◦C (20 s), followed by 40 cycles of
denaturation at 95◦C (5 s), annealing, and extension at 60◦C
(30 s) along with melting curve. The relative mRNA levels were
calculated using RP49 as a reference gene. FIGURE 1 | TcHDAC11 catalytic domain and phylogeny. (A) Schematic
representation of the TcHDAC11 with the catalytic domain marked. The
numbers on the top show the position of amino acids. The data for this Figure
i
b
i
d f
NCBI (G
l
2002) (B) Ph l
i
d
i Statistical Analysis T. castaneum HDAC11 ortholog was identified using the
D. melanogaster HDAC11 sequence available at the FlyBase
(Thurmond et al., 2019). Specific primers targeting two regions
of HDAC11 and containing T7 polymerase promoter at the
5′ end (Supplementary Table S1) and genomic DNA isolated
from T. castaneum were used to PCR amplify the fragment of
HDAC11. The PCR fragment used as a template for dsRNA
synthesis. Primers used to amplify a fragment of JH receptor,
Met, from T. castaneum (TcMet) have been reported previously
(Parthasarathy et al., 2008). The MEGAscript T7 kit (Invitrogen,
United States) was used for dsRNA synthesis. Purification,
quality check, and quantification of dsRNA were performed as
described previously (George et al., 2019). dsRNA prepared using
a fragment of Escherichia coli maltose-binding proteins (malE)
was used as a control. The statistical analyses were performed using JMP Pro 14.0 (SAS
Institute Inc., Cary, NC, United States) to test for statistical
differences among treatments. Post-hoc tests were conducted
using the Tukey-Kramer HSD method (α = 0.05). One-way
ANOVA was performed for comparison between treatments. Western Blot Analysis We used Acetylated-Lysine (Ac-K2-100) MultiMabTM Rabbit
mAb mix (Cell signaling #9814) to detect proteins post-
translationally modified by acetylation. Histone H3 antibody
sampler kit #9927 (Cell Signaling, Danvers, MA, United States)
that includes Lys9, Lys14, Lys18, Lys27, and Lys56 specific Frontiers in Genetics | www.frontiersin.org July 2020 | Volume 11 | Article 683 3 HDAC11 Function in Tribolium George and Palli E 2 | Phenotypes and mortality induced by dsRNA mediated knockdown of HDAC11 in T. castaneum. (A) a: Control larvae injected with dsmalE pupated and
erged as healthy adults. b: dsHDAC11 was injected into the newly molted last instar larvae. Phenotypes were photographed on the fifth day after injection. own of the HDAC11 gene affected larval development resulting in pigmentation, growth retardation, and mortality. c: Light microscopic images of
ation in HDAC11 knockdown larvae. A high degree of hard melanization was detected inside the body. (B) Newly molted last instar larvae, pupae or adults
ected with dsHDAC11 or dsmalE. Total RNA was isolated from treated insects at 72 h after injection and used to determine relative mRNA levels of
C11. Knockdown efficiency was calculated by comparing TcHDAC11 mRNA levels in dsTcHDAC11 and dsmalE treated insects. Mean ± SE (n = 3–5) are
Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (C) Newly molted last instar larvae, pupae or adults were
with dsHDAC11 or dsmalE. The mortality was recorded until death or adult eclosion. Mean ± SE (n = 30) are shown. Means marked with different letters are
ntly different from each other, P ≤0.05 by ANOVA. FIGURE 2 | Phenotypes and mortality induced by dsRNA mediated knockdown of HDAC11 in T. castaneum. (A) a: Control larvae injected with dsmalE pupated and
later emerged as healthy adults. b: dsHDAC11 was injected into the newly molted last instar larvae. Phenotypes were photographed on the fifth day after injection. Knockdown of the HDAC11 gene affected larval development resulting in pigmentation, growth retardation, and mortality. c: Light microscopic images of
melanization in HDAC11 knockdown larvae. A high degree of hard melanization was detected inside the body. (B) Newly molted last instar larvae, pupae or adults
were injected with dsHDAC11 or dsmalE. Total RNA was isolated from treated insects at 72 h after injection and used to determine relative mRNA levels of
TcHDAC11. Western Blot Analysis The data shown are mean ± SE (n = 4). C, cyclohexane; H, hydroprene. molted last instar larvae (day 0), freshly formed white-colored
pupae and adults. The control insects injected with dsmalE
(Figure 2Aa) pupated after 5–6 days after dsRNA injection
and later emerged as healthy adults. However, developmental
arrest and mortality were observed in 100% of dsHDAC11
injected larvae (Figure 2Ab). The arrested larvae showed dark
pigmentation inside their body (Figure 2Ac). Dark melanized
patches of tissues attached to the integument were detected in
dissected larvae. Injection of dsHDAC11 reduced mRNA levels
of the target gene by 97, 55, and 65% in larvae, pupae and adults,
respectively, when compared to their levels in control insects domain (Figure 1A). Comparison between the T. castaneum
full-length HDAC11 amino acid sequence with those from
D. melanogaster and human HDAC11s amino acid sequences
showed 54 and 58 percent amino acid identity, respectively
(Supplementary Figure S1). Western Blot Analysis Means
marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (B) JH suppresses the expression of HDAC11 in T. castaneum larvae
and TcA cells. S-Hydroprene (JH analog) dissolved in cyclohexane was topically applied to 48 h old last instar larvae (0.5 µL of 2 µg/µL). Total RNA was isolated
from larvae collected at 6 h after treatment and subjected to RT-qPCR. Similarly, TcA cells were treated with 10 µm of JH III in DMSO or DMSO alone for 6 h. Total
RNA isolated from larvae was used to quantify Kr-h1 and HDAC11 mRNA levels. Mean ± SE (n = 4) are shown. (C) Met is required for suppression of HDAC11 by
hydroprene. dsMet or dsmalE was injected into day 0 last instar larvae. At 48 h after injection, the larvae were treated with hydroprene. Total RNA isolated from larvae
was used to quantify Kr-h1, HDAC11 and, Met mRNA levels. The data shown are mean ± SE (n = 4). C, cyclohexane; H, hydroprene. FIGURE 3 | Developmental expression profile and JH induction of HDAC11 in T. castaneum determined by RT-qPCR. (A) HDAC11 mRNA levels were determined
during the penultimate, last larval, and pupal stages at 24 h intervals. Total RNA was isolated from a pool of two larvae for each replication and subjected to
RT-qPCR analysis to determine the relative mRNA levels. The HDAC11 mRNA levels were normalized using RP49. Results expressed as Mean ± SE (n = 4). Means
marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (B) JH suppresses the expression of HDAC11 in T. castaneum larvae
and TcA cells. S-Hydroprene (JH analog) dissolved in cyclohexane was topically applied to 48 h old last instar larvae (0.5 µL of 2 µg/µL). Total RNA was isolated
from larvae collected at 6 h after treatment and subjected to RT-qPCR. Similarly, TcA cells were treated with 10 µm of JH III in DMSO or DMSO alone for 6 h. Total
RNA isolated from larvae was used to quantify Kr-h1 and HDAC11 mRNA levels. Mean ± SE (n = 4) are shown. (C) Met is required for suppression of HDAC11 by
hydroprene. dsMet or dsmalE was injected into day 0 last instar larvae. At 48 h after injection, the larvae were treated with hydroprene. Total RNA isolated from larvae
was used to quantify Kr-h1, HDAC11 and, Met mRNA levels. Western Blot Analysis Knockdown efficiency was calculated by comparing TcHDAC11 mRNA levels in dsTcHDAC11 and dsmalE treated insects. Mean ± SE (n = 3–5) are
shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (C) Newly molted last instar larvae, pupae or adults were
injected with dsHDAC11 or dsmalE. The mortality was recorded until death or adult eclosion. Mean ± SE (n = 30) are shown. Means marked with different letters are
significantly different from each other, P ≤0.05 by ANOVA. FIGURE 2 | Phenotypes and mortality induced by dsRNA mediated knockdown of HDAC11 in T. castaneum. (A) a: Control larvae injected with dsmalE pupated and
later emerged as healthy adults. b: dsHDAC11 was injected into the newly molted last instar larvae. Phenotypes were photographed on the fifth day after injection. Knockdown of the HDAC11 gene affected larval development resulting in pigmentation, growth retardation, and mortality. c: Light microscopic images of
melanization in HDAC11 knockdown larvae. A high degree of hard melanization was detected inside the body. (B) Newly molted last instar larvae, pupae or adults
were injected with dsHDAC11 or dsmalE. Total RNA was isolated from treated insects at 72 h after injection and used to determine relative mRNA levels of
TcHDAC11. Knockdown efficiency was calculated by comparing TcHDAC11 mRNA levels in dsTcHDAC11 and dsmalE treated insects. Mean ± SE (n = 3–5) are
shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (C) Newly molted last instar larvae, pupae or adults were
injected with dsHDAC11 or dsmalE. The mortality was recorded until death or adult eclosion. Mean ± SE (n = 30) are shown. Means marked with different letters are
significantly different from each other, P ≤0.05 by ANOVA. July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org George and Palli HDAC11 Function in Tribolium FIGURE 3 | Developmental expression profile and JH induction of HDAC11 in T. castaneum determined by RT-qPCR. (A) HDAC11 mRNA levels were determined
during the penultimate, last larval, and pupal stages at 24 h intervals. Total RNA was isolated from a pool of two larvae for each replication and subjected to
RT-qPCR analysis to determine the relative mRNA levels. The HDAC11 mRNA levels were normalized using RP49. Results expressed as Mean ± SE (n = 4). Developmental Expression and JH
Suppression of TcHDAC11 The X and Y-axis represent the −log10
P-values and log2 fold change of mean normalized values, respectively. The
red dots indicate the genes that showed a ≥2-fold difference in expression
with a P ≤0.05. (C) RNA-seq data is verified and compared with RT-qPCR
represented as a stacked bar graph. RT-qPCR confirmed the expression of 20
selected genes from the up-regulated group (Supplementary Data
Sheet_RNA-seq data). To test if JH suppresses HDAC11 gene expression, the
last instar larvae were treated with JH analog hydroprene in
cyclohexane or cyclohexane alone. As shown in Figure 3B,
significantly lower levels of HDAC11 mRNA were detected in
larvae treated with hydroprene when compared to those in the
control larvae treated with cyclohexane. Similarly, lower levels
of HDAC11 mRNA were detected in TcA cells exposed to JH
III, when compared to those in the control cells exposed to
DMSO (Figure 3B). Also, the JH-response gene, Kr-h1, was
induced by hydroprene in larvae and JH III in cells (Figure 3B). These data suggest that JH suppresses HDAC11 gene expression. To determine whether or not JH suppression of the HDAC11
gene requires the JH receptor, Met, T. castaneum last instar
larvae were injected with dsMet or dsmalE and then treated
with hydroprene or cyclohexane. As shown in Figure 3C,
dsMet injected larvae showed significantly lower levels of Met
mRNA when compared to those in larvae injected with dsmalE. As expected, the HDAC11 mRNA levels decreased in dsmalE injected larvae treated with hydroprene but not in dsMet injected
larvae treated with hydroprene. Also, the Kr-h1 gene was induced
in dsmalE injected larvae but not in dsMet injected larvae. These
data suggest that Met is required for JH suppression of HDAC11
gene expression. HDAC11 Knockdown Arrests Larval
Development castaneum
affects the expression of genes involved in JH action and response. The
knockdown of HDAC11 in newly molted last instar larvae caused an
upregulation of genes involved in JH action (SRC, CBP) and JH response
(Kr-h1, 4EBP, G13402). dsHDAC11 or dsmalE was injected into newly molted
last instar larvae. Total RNA was extracted at 12 h after treatment, and the
mRNA levels of JH-response genes (Kr-h1, 4EBP, G13402), genes involved in
JH action (Met, SRC, CBP), HSP90 and Actin were quantified. Mean ± SE
(n = 4) are shown. Means marked with different letters are significantly different
from each other, P ≤0.05 by ANOVA. injected with dsmalE (Figure 2B). Injection of dsHDAC11 also
induced 100, 38, and 80% mortality in larvae, pupae and adults,
respectively (Figure 2C). In contrast, the control insects injected
with dsmalE showed less than 20% mortality (Figure 2C). Frontiers in Genetics | www.frontiersin.org HDAC11 Knockdown Arrests Larval
Development To determine HDAC11 function in larval, pupal development,
and metamorphosis, the dsHDAC11 was injected into newly July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org HDAC11 Function in Tribolium George and Palli FIGURE 5 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the transcription of genes involved in multiple pathways. (A) The
heatmap of differentially expressed genes in dsHDAC11 and dsmalE treated
insects. (B) Differentially expressed genes identified after HDAC11 knockdown
represented as the volcano plot. The X and Y-axis represent the −log10
P-values and log2 fold change of mean normalized values, respectively. The
red dots indicate the genes that showed a ≥2-fold difference in expression
with a P ≤0.05. (C) RNA-seq data is verified and compared with RT-qPCR
represented as a stacked bar graph. RT-qPCR confirmed the expression of 20
selected genes from the up-regulated group (Supplementary Data
Sheet_RNA-seq data). FIGURE 4 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the expression of genes involved in JH action and response. The
knockdown of HDAC11 in newly molted last instar larvae caused an
upregulation of genes involved in JH action (SRC, CBP) and JH response
(Kr-h1, 4EBP, G13402). dsHDAC11 or dsmalE was injected into newly molted
last instar larvae. Total RNA was extracted at 12 h after treatment, and the
mRNA levels of JH-response genes (Kr-h1, 4EBP, G13402), genes involved in
JH action (Met, SRC, CBP), HSP90 and Actin were quantified. Mean ± SE
(n = 4) are shown. Means marked with different letters are significantly different
from each other, P ≤0.05 by ANOVA. FIGURE 4 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the expression of genes involved in JH action and response. The
knockdown of HDAC11 in newly molted last instar larvae caused an
upregulation of genes involved in JH action (SRC, CBP) and JH response
(Kr-h1, 4EBP, G13402). dsHDAC11 or dsmalE was injected into newly molted
last instar larvae. Total RNA was extracted at 12 h after treatment, and the
mRNA levels of JH-response genes (Kr-h1, 4EBP, G13402), genes involved in
JH action (Met, SRC, CBP), HSP90 and Actin were quantified. Mean ± SE
(n = 4) are shown. Means marked with different letters are significantly different
from each other, P ≤0.05 by ANOVA. FIGURE 4 | HDAC11 knockdown in the last instar larvae of T. Developmental Expression and JH
Suppression of TcHDAC11 No HDAC11 mRNA was detected in T. castaneum larvae soon
after molting into the penultimate larval stage (Figure 3A). Then the HDAC11 mRNA levels increased gradually, reaching
the maximum levels by the end of the penultimate larval stage
(Figure 3A). The HDAC11 mRNA was detected throughout the
last instar larval and pupal stages, albeit with some fluctuations
in their levels (Figure 3A). In general, higher levels of HDAC11
mRNA were detected at the end of the penultimate and last instar
larval stages when compared to those at the beginning of these
stages. Also, higher levels of HDAC11 mRNA were detected in
the pupae when compared to those in the larval stages. FIGURE 5 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the transcription of genes involved in multiple pathways. (A) The
heatmap of differentially expressed genes in dsHDAC11 and dsmalE treated
insects. (B) Differentially expressed genes identified after HDAC11 knockdown
represented as the volcano plot. The X and Y-axis represent the −log10
P-values and log2 fold change of mean normalized values, respectively. The
red dots indicate the genes that showed a ≥2-fold difference in expression
with a P ≤0.05. (C) RNA-seq data is verified and compared with RT-qPCR
represented as a stacked bar graph. RT-qPCR confirmed the expression of 20
selected genes from the up-regulated group (Supplementary Data
Sheet_RNA-seq data). FIGURE 5 | HDAC11 knockdown in the last instar larvae of T. castaneum FIGURE 5 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the transcription of genes involved in multiple pathways. (A) The
heatmap of differentially expressed genes in dsHDAC11 and dsmalE treated
insects. (B) Differentially expressed genes identified after HDAC11 knockdown
represented as the volcano plot. The X and Y-axis represent the −log10
P-values and log2 fold change of mean normalized values, respectively. The
red dots indicate the genes that showed a ≥2-fold difference in expression
with a P ≤0.05. (C) RNA-seq data is verified and compared with RT-qPCR
represented as a stacked bar graph. RT-qPCR confirmed the expression of 20
selected genes from the up-regulated group (Supplementary Data
Sheet_RNA-seq data). FIGURE 5 | HDAC11 knockdown in the last instar larvae of T. castaneum
affects the transcription of genes involved in multiple pathways. (A) The
heatmap of differentially expressed genes in dsHDAC11 and dsmalE treated
insects. (B) Differentially expressed genes identified after HDAC11 knockdown
represented as the volcano plot. Identification of Genes Affected by
HDAC11 Knockdown The effect of Knockdown of HDAC11 on the expression of
JH response genes in larvae were tested using RT-qPCR. T. castaneum last instar larvae were injected with dsHDAC11
or dsmalE A, the total RNA isolated from these larvae was
used to determine mRNA levels of HDAC11 and genes known July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org 6 HDAC11 Function in Tribolium George and Palli TABLE 1 | Expression changes of hormone-response genes identified in larvae treated with dsHDAC11. Gene symbol
Gene description
Fold Changea
P-valueb
Kr-h1
Krüppel homolog 1
4.68
0.00
LOC655028
ecdysone-induced protein 74EF
2.03
0.00
EcR
ecdysone receptor
2.18
0.03
Tcjheh-r1
juvenile hormone epoxide hydrolase-like protein 1
28.14
0.01
Tcjheh-r2
juvenile hormone epoxide hydrolase-like protein 2
2.03
0.01
Tcjheh-r5
juvenile hormone epoxide hydrolase-like protein 5
2.40
0.00
LOC661705
Phosphoenol pyruvate carboxykinase [GTP]
3.14
0.00
LOC659239
Krueppel homolog 2
3.87
0.00
TcSRC
nuclear receptor coactivator 1
2.24
0.02
LOC660434
broad-complex core protein isoform 6-like
2.59
0.02
LOC658929
nuclear hormone receptor FTZ-F1
2.03
0.04
USP
ultraspiracle nuclear receptor
2.08
0.00
LOC664565
CREB-binding protein
7.73
0.00
LOC660626
Hairy
9.33
0.00
LOC658656
Apterous A
4.67
0.00
aExperiment – Fold Change (normalized values). bBaggerley’s test: normalized values. TABLE 1 | Expression changes of hormone-response genes identified in larvae treated with dsHDAC11. FIGURE 6 | RT-qPCR validation of RNA-seq data in Tribolium larvae and TcA cells. (A) Differentially expressed genes predicted by RNA-seq analysis are verified by
RT-qPCR. Total RNA was extracted at 12 h after injection was used to quantify mRNA levels. Mean ± SE of four replications is shown. Means marked with different
letters are significantly different from each other, P ≤0.05 by t-test. (B) TcA cells were treated with dsHDAC11 or dsmalE. Total RNA was extracted 72 h after dsRNA
treatment was used to quantify mRNA levels. Mean ± SE of four replications is shown. Means marked with different letters are significantly different from each other,
P ≤0.05 by ANOVA. FIGURE 6 | RT-qPCR validation of RNA-seq data in Tribolium larvae and TcA cells. (A) Differentially expressed genes predicted by RNA-seq analysis are verified by
RT-qPCR. Total RNA was extracted at 12 h after injection was used to quantify mRNA levels. Mean ± SE of four replications is shown. Means marked with different
letters are significantly different from each other, P ≤0.05 by t-test. (B) TcA cells were treated with dsHDAC11 or dsmalE. Identification of Genes Affected by
HDAC11 Knockdown Gene symbol
Gene description
JH
dsHDAC11
Fold change
P-value
Fold change
P-value
LOC660562
rho GTPase-activating protein 100F
115.45
0.020
29.80
0.002
Kr-h1
Krüppel homolog 1
29.91
0.000
4.68
0.000
LOC662658
4-hydroxyphenylpyruvate dioxygenase
3.46
0.000
4.00
0.000
LOC100141923
sodium-coupled monocarboxylate transporter 2-like
202.63
0.004
3.82
0.014
LOC660154
projectin
13.63
0.030
3.68
0.000
LOC659434
fibroblast growth factor receptor homolog 1
95.55
0.030
3.63
0.000
LOC661127
uncharacterized LOC661127
4.02
0.030
3.38
0.000
LOC107398485
sodium-independent sulfate anion transporter-like
4.28
0.030
3.21
0.004
LOC658154
alpha-2C adrenergic receptor
8.08
0.001
2.90
0.012
LOC100142605
ankyrin-3
2.90
0.008
2.38
0.007
LOC103314138
voltage-dependent T-type calcium channel subunit alpha-1G
6.85
0.020
2.14
0.000 TABLE 2 | JH-response genes that showed an increase in expression in dsHDAC11 treated larvae. TABLE 3 | COG5048 domains identified in genes up-regulated in dsHDAC11 treated larvae. Gene symbol
Gene description
Locus tag
Fold change
P-value
LOC658487
Zinc finger protein GLIS2 homolog
TC000326
2.49
0.000
LOC659757
Zinc finger protein Gfi-1
TC031695
6.19
0.000
Kr-h1
Krüppel homolog 1
TC012990
4.68
0.000
LOC660309
Krueppel-like factor 8
TC006125
2.23
0.000
Pho
Pleiohomeotic
TC015577
3.69
0.000
LOC662411
Zinc finger protein 184
TC015048
2.92
0.040
LOC103313120
Zinc finger protein OZF
N/A
3.99
0.050
LOC103314758
Zinc finger protein ZFP69
TC033495
3.11
0.010
LOC107397979
Gastrula zinc finger protein XlCGF26.1-like
N/A
8.52
0.030
N/A, not available. TABLE 4 | Genes involved in melanin biosynthesis that showed an increase in their expression in HDAC11 knockdown larvae. Gene symbol
Gene description
Locus Tag
Fold Change
P-value
Ddc
dopa decarboxylase
TC013480
4.46
0.000
Dat
dopamine N acetyltransferase
TC008204, Nat
2.50
0.000
Lac1
laccase 1
TC000821, TcLac1
2.36
0.000
Th
tyrosine hydroxylase
TC002496
3.39
0.000
Y-2
yellow-2
TC003539
4.97
0.000 to be involved in JH-response. The mRNA levels of HDAC11
decreased and those of three JH-response genes (Kr-h1, 4EBP,
G13402), SRC, and CBP increased significantly in dsHDAC11
injected larvae when compared to those in larvae injected
with dsmalE (Figure 4). However, the expression of Met and
two housekeeping genes, Actin and HSP90, were not affected
by HDAC11 knockdown (Figure 4). These data suggest that
HDAC11 may influence the expression of JH-response as well as
genes coding for proteins involved in JH action. Figure 5A. The DEGs are shown as a volcano plot with
red dots indicating statistically significant genes after the
EDGE test between treatment and control (Figure 5B). Frontiers in Genetics | www.frontiersin.org Identification of Genes Affected by
HDAC11 Knockdown Total RNA was extracted 72 h after dsRNA
treatment was used to quantify mRNA levels. Mean ± SE of four replications is shown. Means marked with different letters are significantly different from each other,
P ≤0 05 by ANOVA 7 July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org HDAC11 Function in Tribolium George and Palli TABLE 2 | JH-response genes that showed an increase in expression in dsHDAC11 treated larvae. Gene symbol
Gene description
JH
dsHDAC11
Fold change
P-value
Fold change
P-value
LOC660562
rho GTPase-activating protein 100F
115.45
0.020
29.80
0.002
Kr-h1
Krüppel homolog 1
29.91
0.000
4.68
0.000
LOC662658
4-hydroxyphenylpyruvate dioxygenase
3.46
0.000
4.00
0.000
LOC100141923
sodium-coupled monocarboxylate transporter 2-like
202.63
0.004
3.82
0.014
LOC660154
projectin
13.63
0.030
3.68
0.000
LOC659434
fibroblast growth factor receptor homolog 1
95.55
0.030
3.63
0.000
LOC661127
uncharacterized LOC661127
4.02
0.030
3.38
0.000
LOC107398485
sodium-independent sulfate anion transporter-like
4.28
0.030
3.21
0.004
LOC658154
alpha-2C adrenergic receptor
8.08
0.001
2.90
0.012
LOC100142605
ankyrin-3
2.90
0.008
2.38
0.007
LOC103314138
voltage-dependent T-type calcium channel subunit alpha-1G
6.85
0.020
2.14
0.000
TABLE 3 | COG5048 domains identified in genes up-regulated in dsHDAC11 treated larvae. Gene symbol
Gene description
Locus tag
Fold change
P-value
LOC658487
Zinc finger protein GLIS2 homolog
TC000326
2.49
0.000
LOC659757
Zinc finger protein Gfi-1
TC031695
6.19
0.000
Kr-h1
Krüppel homolog 1
TC012990
4.68
0.000
LOC660309
Krueppel-like factor 8
TC006125
2.23
0.000
Pho
Pleiohomeotic
TC015577
3.69
0.000
LOC662411
Zinc finger protein 184
TC015048
2.92
0.040
LOC103313120
Zinc finger protein OZF
N/A
3.99
0.050
LOC103314758
Zinc finger protein ZFP69
TC033495
3.11
0.010
LOC107397979
Gastrula zinc finger protein XlCGF26.1-like
N/A
8.52
0.030
N/A, not available. TABLE 4 | Genes involved in melanin biosynthesis that showed an increase in their expression in HDAC11 knockdown larvae. Gene symbol
Gene description
Locus Tag
Fold Change
P-value
Ddc
dopa decarboxylase
TC013480
4.46
0.000
Dat
dopamine N acetyltransferase
TC008204, Nat
2.50
0.000
Lac1
laccase 1
TC000821, TcLac1
2.36
0.000
Th
tyrosine hydroxylase
TC002496
3.39
0.000
Y-2
yellow-2
TC003539
4.97
0.000
to be involved in JH-response. The mRNA levels of HDAC11
decreased and those of three JH-response genes (Kr-h1 4EBP
Figure 5A. The DEGs are shown as a volcano plot with
red dots indicating statistically significant genes after the TABLE 2 | JH-response genes that showed an increase in expression in dsHDAC11 treated larvae. Identification of Genes Affected by
HDAC11 Knockdown (B) Acetylated-Lysine (Ac-K2-100) MultiMabTM Rabbit
mAb mix #9814 was used to detect acetylation levels of proteins extracted from TcA cells exposed to dsHDAC11 or dsmalE. The acetylation levels of histone H3K9,
H3K18 and H3K27 increased in HDAC11 knockdown cells were detected as described in Figure 7A. The band densities were quantified and plotted as described
in Figure 7A. The Mean + SE (n = 3) band densities are shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. FIGURE 7 | HDAC11 knockdown affects acetylation levels of histone H3 in T. castaneum. (A) The total protein extracted from dsHDAC11 or dsmalE injected larvae
were resolved on SDS-PAGE gels, transferred to western blots, and probed with antibodies recognizing Acetyl-Histone H3 (Antibody Sampler Kit # 9927-Cell
Signaling (H3K9, H3K14, H3K18, H3K27, and H3K56). ß-actin served as a loading control. The HRP-linked IgG (#7074-Cell Signaling) was used as a secondary
antibody. Band densities were determined by Image-J software and normalized with loading control protein-ß-Actin. The Mean + SE (n = 3) band densities are
shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. (B) Acetylated-Lysine (Ac-K2-100) MultiMabTM Rabbit
mAb mix #9814 was used to detect acetylation levels of proteins extracted from TcA cells exposed to dsHDAC11 or dsmalE. The acetylation levels of histone H3K9,
H3K18 and H3K27 increased in HDAC11 knockdown cells were detected as described in Figure 7A. The band densities were quantified and plotted as described
in Figure 7A. The Mean + SE (n = 3) band densities are shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. in HDAC11 knockdown larvae (Table 3). Since dsHDAC1
(George et al., 2019) and dsHDAC11 induced 100% mortality,
we compared DEGs between these two datasets and identified
several common genes (Supplementary Data Sheet_dsHDAC1
vs. dsHDAC11). Notably, the expression of CBP was up-
regulated by seven-fold in both treatments. Since dsHDAC11
larval phenotypes showed enhanced pigmentation, we searched
for genes coding for enzymes involved in melanization in our
RNA-seq data. Interestingly, several genes coding for enzymes
known to function in melanin biosynthesis were up-regulated in
dsHDAC11 injected larvae (Table 4). in their expression levels determined by the two methods
(Figure 5C). Identification of Genes Affected by
HDAC11 Knockdown We
identified 1913 DEGs (Supplementary Data Sheet), 95% (1815)
of these genes are up-regulated, and 5% (98) are down-
regulated. Hormone response genes Kr-h1, ecdysone induced
protein 74EF, and ecdysone receptor are among the up-regulated
genes (Supplementary Data Sheet, dsHDAC11-DEG, Table 1). Web-based GO analysis of differently expressed genes showed
enrichment of GO terms for binding, especially nucleic acid
and protein binding, biological regulation, pigmentation, and
developmental process (Supplementary Figure S2). To confirm
the results from RNA-seq analysis, we selected 20 genes based
on their predicted function and expression levels and verified
by RT-qPCR using the RNA isolated from T. castaneum larvae. Eighteen out of 20 genes tested showed a positive correlation to be involved in JH-response. The mRNA levels of HDAC11
decreased and those of three JH-response genes (Kr-h1, 4EBP,
G13402), SRC, and CBP increased significantly in dsHDAC11
injected larvae when compared to those in larvae injected
with dsmalE (Figure 4). However, the expression of Met and
two housekeeping genes, Actin and HSP90, were not affected
by HDAC11 knockdown (Figure 4). These data suggest that
HDAC11 may influence the expression of JH-response as well as
genes coding for proteins involved in JH action. The RNA isolated from dsHDAC11 and dsmalE injected
larvae at 12 h after treatment were sequenced and assembled
into transcriptomes and used to identify other targets of
HDAC11. Run summary and total read counts of sequencing
output are shown in Supplementary Table S2. A heatmap
representing the overall pattern of normalized mean expression
values of differentially expressed genes (DEGs) is shown in July 2020 | Volume 11 | Article 683 8 HDAC11 Function in Tribolium George and Palli FIGURE 7 | HDAC11 knockdown affects acetylation levels of histone H3 in T. castaneum. (A) The total protein extracted from dsHDAC11 or dsmalE injected larvae
were resolved on SDS-PAGE gels, transferred to western blots, and probed with antibodies recognizing Acetyl-Histone H3 (Antibody Sampler Kit # 9927-Cell
Signaling (H3K9, H3K14, H3K18, H3K27, and H3K56). ß-actin served as a loading control. The HRP-linked IgG (#7074-Cell Signaling) was used as a secondary
antibody. Band densities were determined by Image-J software and normalized with loading control protein-ß-Actin. The Mean + SE (n = 3) band densities are
shown. Means marked with different letters are significantly different from each other, P ≤0.05 by ANOVA. DISCUSSION We recently reported on the function of class I HDACs in
JH suppression of metamorphosis in T. castaneum (George
et al., 2019). Here, we investigated the role of the sole member
of class IV HDACs, HDAC11. HDAC11 knockdown induced
complete lethality during the larval stage. Human HDAC11 is
biochemically distinct from other HDACs but phylogenetically
closely related to class I HDACs (De Ruijter et al., 2003). Similarly, phylogenetic analysis of HDACs in T. castaneum
revealed that TcHDAC11 is close to class I than to class II
deacetylases (Figure 1B). FIGURE 8 | Schematic representation of HDAC11 action in the red flour
beetle. Here we summarized the results RNA sequencing and RT-qPCR
analysis showed that knockdown in HDAC11 affects the expression of JH and
20E response genes as well as those coding for proteins involved in the action
of these two hormones. Since both JH and 20E play critical roles in larval
development and metamorphosis, HDAC11 may have blocked larval
development and metamorphosis by affecting the action of these two
hormones. The GO terms for pigmentation is significantly enriched in HDAC11
knockdown samples compared to the control. RNA-seq data showed that the
genes coding for enzymes (Tyrosine hydrolase, Ddc, Yellow-2, Laccase 1,
Dopamine N acetyltransferase) involved in insect melanin biosynthesis are
up-regulated. RNAi mediated knockdown of HDAC11 induces mortality in
larvae, pupae, and adults. Mortality factor 4-like protein 1 (TC011468) and
apterous A (TC003972) were identified as differentially expressed genes in
HDAC11 knockdown larvae. HDAC11 knockdown resulted in an increase in
acetylation levels of histones H3, especially H3K18 and H3K27. y
(
g
)
Interestingly, we observed that knockdown of the HDAC11
gene during the final instar larval stage of the red flour beetle,
T. castaneum resulted in a dark-colored larval phenotype that
eventually died. Human HDAC11 is reported to be involved
in the regulation of different inflammatory responses and
diverse immune functions (Yanginlar and Logie, 2018). Dopa
decarboxylase (Ddc) and phenoloxidase (PO) are necessary
for insect cuticular melanization, and the molecular action
of 20-hydroxyecdysone on various transcription factors leads
to Ddc expression in Manduca sexta (Hiruma and Riddiford,
2009). Strict regulation of immune response and melanization
is crucial for the proper development and survival of insects. RNA-seq data showed that the genes coding for enzymes
(Tyrosine hydrolase, Ddc, Yellow-2, Laccase 1, Dopamine N
acetyltransferase) known to be involved in insect melanin
biosynthesis are up-regulated in HDAC11 knockdown larvae
(Table 4). HDAC11 Knockdown Increases
Acetylation Levels of Histone H3 Increase in acetylation levels of H3K9, H3K18, and H3K27
was detected in dsHDAC11 treated larvae compared to the
levels in dsmalE treated larvae (Figure 7A). Also, TcA cells
exposed to dsHDAC11 showed an increase in acetylation levels
of core histones H3, H2, and H4 (Figure 7B) compared with
control cells treated with dsmalE. An increase in acetylation
levels of H3K9, H3K18 and H3K27 was detected in dsHDAC11
treated cells compared to control cells treated with dsmalE
(Figure 7B). These data suggest that H3 is one of the targets for
HDAC11 deacetylation. Identification of Genes Affected by
HDAC11 Knockdown RT-qPCR analysis of RNA isolated from larvae
(Figure 6A) and TcA cells (Figure 6B) also verified an increase
in expression levels of EcRA, E74, E93 Ftz-f1, TC011468
and ap A increase predicted by differential gene expression
analysis of transcriptomes of larvae treated with dsHDAC11 or
dsmalE. A comparison of up-regulated genes between JH III
treated TcA cells (Roy and Palli, 2018), and dsHDAC11 treated
larvae identified eleven common genes, including the Kr-h1
(Table 2). Nine genes that code for proteins containing zinc
finger, COG5048 domains found in Kr-h1 are also up-regulated July 2020 | Volume 11 | Article 683 Frontiers in Genetics | www.frontiersin.org 9 HDAC11 Function in Tribolium George and Palli Frontiers in Genetics | www.frontiersin.org July 2020 | Volume 11 | Article 683 DISCUSSION RNA-seq analysis revealed
several genes, including transcription factor sox-10, Hairy,
CBP, SRC, chromatin remodeler SWI/SNF complex subunit
SMARCC2, polycomb complex protein BMI-1-A, polycomb
protein Scm, BTB/POZ, ultrabithorax, EcR, tramtrack, ecdysone-
induced protein 74EF, and nuclear hormone receptor FTZ-F1
that showed an increase in expression in HDAC11 knockdown
larvae. These data suggest that the deacetylation of histones and
other proteins by HDAC11 may lead to a decrease in expression
of these genes involved in JH and 20E action and response. However, the precise mechanisms involved in the arrest in larval
development induced by HDAC11 knockdown remains to be
elucidated. Further studies are required to uncover molecular
mechanisms governing these phenotypes. lymphoma (Buglio et al., 2011). The protein “Eiger” is the close
homolog for OX40L in T. castaneum and D. melanogaster eiger
(egr) encodes the TNF superfamily ligand that activates the
intracellular JNK pathway, which mediates cell death, tumor
suppression, and growth regulation (Igaki et al., 2002; Shklover
et al., 2015). Our studies revealed that HDAC11 is essential for
survival, and RNAi mediated knockdown induce developmental
arrest and mortality. lymphoma (Buglio et al., 2011). The protein “Eiger” is the close
homolog for OX40L in T. castaneum and D. melanogaster eiger
(egr) encodes the TNF superfamily ligand that activates the
intracellular JNK pathway, which mediates cell death, tumor
suppression, and growth regulation (Igaki et al., 2002; Shklover
et al., 2015). Our studies revealed that HDAC11 is essential for
survival, and RNAi mediated knockdown induce developmental
arrest and mortality. y
HDAC11 regulates oligodendrocyte-specific gene expression
and cell development in the cell line of rats by deacetylation
of histone H3K9/K14 (Liu et al., 2009). Our western blots
analysis showed that HDAC11 regulates acetylation levels of
H3, specifically H3K9, H3K18 and H3K27. As demonstrated for
HDAC1 in T. castaneum (George et al., 2019), HDAC11 may
also influence acetylation levels of histones, especially H3, and
regulate promoter access and, consequently, the expression of
genes involved in JH and 20E action and response. In conclusion,
we showed that HDAC11 knockdown affects hormone action
and melanin biosynthesis and thereby arrest in development and
metamorphosis of the red flour beetle, T. castaneum (Figure 8). Apterous A (ap A, TC003972) and mortality factor 4-
like protein 1 (TC011468) are significantly up-regulated in
dsHDAC11 treated larvae. RT-qPCR reconfirmed RNA-seq
predictions (Figures 6A,B). In D. DATA AVAILABILITY STATEMENT We
have
deposited
the
short-read
(Illumina
HiSeq
4000)
sequence
data
in
the
NCBI
SRA
(accession
numbers
PRJNA495026
and
PRJNA612004). BioSample
metadata are available in the NCBI BioSample database
(http://www.ncbi.nlm.nih.gov/biosample/)
under
accession
numbers SAMN10203356, SAMN10203357, SAMN14356366,
and SAMN14356367). DISCUSSION melanogaster, apterous encodes
a member of LIM (Lin11, Isl-1& Mec-3) homeobox transcription
factor which contributes to the identity of wing cells, JH
production, and neuronal pathfinding (Cohen et al., 1992). Mortality factor 4-like protein 1 (TC011468), also known as
NuA4 complex subunit EAF3 homolog-like protein is a MORF-
related gene and part of the Tip60 chromatin remodeling
complex in D. melanogaster. Tip60 is involved in DNA repair
by acetylating phosphorylated H2AV in D. melanogaster (Kusch
et al., 2004). Mortality factor 4 like 1 protein regulates chromatin
remodeling and mediates epithelial cell death in a mouse
model of pneumonia (Zou et al., 2015). Interestingly, HDAC
inhibitors activity leads to the modulation of expression of
various genes and in turn, induces growth arrest, differentiation,
and apoptotic cell death (Marks et al., 2000). Moreover,
HDAC11 overexpression inhibits the cell cycle progression in
fibroblast of Balb/c-3T3 cells. Also, the HDAC11 transcript
was identified as a platelet-derived growth factor (PDGF)
target, and HDAC11 mRNA abundance correlates inversely
with proliferative status (Bagui et al., 2013). We identified
fibroblast growth factor receptor homolog 1, ankyrin-3 as
common genes up-regulated in HDAC11 knockdown larvae,
or JH III treated cells (Table 2). Nuclear hormone receptors
and their transcriptional coregulators were expressed in neural
stem cells, and their expression was altered during differentiation
induced by fibroblast growth factor 2 (FGF2) withdrawal. FGF2 withdrawal strongly induced the mRNA expression
of HDAC11 in mouse cells (Androutsellis-Theotokis et al.,
2013). Chromatin modifier, HDAC11, regulates lymph node
metastasis development and dissemination in the breast cancer
experimental model (Leslie et al., 2019). Human HDAC11
expression is limited to kidney, heart, brain, skeletal muscle,
and testis, suggesting a tissue-specific function (Gao et al.,
2002). Small interfering RNAs (siRNAs) that selectively inhibited
HDAC11 expression, significantly up-regulated OX40L, and
induced apoptosis in Hodgkin lymphoma (HL) cell lines. Silencing HDAC11 increased the production of tumor necrosis-
α (TNF-α) and IL-17 in the supernatants of HL cells. An HDAC
inhibitor study in human cell lines revealed that HDAC11 plays
an essential role in regulating OX40 ligand expression in Hodgkin ACKNOWLEDGMENTS We thank Najla Albishi for help with microscopic techniques and
Hunt lab for RNA-seq analysis. FUNDING This work was supported by grants from the National Institute
of Health (GM070559-14) and the National Institute of Food
and Agriculture, US Department of Agriculture (HATCH
project 2351177000). AUTHOR CONTRIBUTIONS SG and SP designed the experiments, and wrote the manuscript. SG carried out the experiments. Both authors contributed to the
article and approved the submitted version. DISCUSSION In D. melanogaster, microbial infection triggers
activation of phenoloxidases; serine proteases and serine protease
inhibitors (serpins) control the sites of infection (Tang, 2009). Differential expression of genes coding for several serine
proteases, toll-like receptors, and serpins were observed in
HDAC11 knockdown samples (Datasheet_melanization terms). Melanization and toll pathway share similar serine proteases in
D. melanogaster (Dudzic et al., 2019). caspase-dependent apoptosis (Thole et al., 2017). HDAC11
depletion in MYCN-driven neuroblastoma cell lines strongly
induces cell death, mostly mediated by apoptotic programs
(Thole et al., 2017). Inhibitor studies in mouse models showed
that HDAC11 plays an important role in oncogene-induced
hematopoiesis in myeloproliferative neoplasms (MPNs) (Yue
et al., 2020). Based on these previous findings, it is tempting
to hypothesize that HDAC11 knockdown may induce the
death of some internal tissues resulting in the dark color
detected in larvae. However, further work is required to identify
specific tissues/cells involved and to uncover mechanisms
behind the phenotype detected after HDAC11 knockdown in
T. castaneum larvae. Another finding of this research is the discovery that HDAC11
is required for larval development and metamorphosis in
T. castaneum. This is the first report on the role of HDAC11 on
the growth and development of insect larvae. RNA sequencing
and RT-qPCR analysis showed that knockdown in HDAC11
affects the expression of JH and 20E response genes as well as
those coding for proteins involved in the action of these two
hormones. Since both JH and 20E play critical roles in larval
development and metamorphosis (Jindra et al., 2013); HDAC11 Inhibition of HDAC11 induced the expression of p53
in human liver cancer cells and promoted apoptosis (Gong
et al., 2019). HDAC11 is reported to be overexpressed in
several carcinomas, and HDAC11 depletion causes cell death
and inhibits metabolic activity in controlling proliferation in
several human carcinoma cell lines (colon, prostate, ovarian
cell lines) (Deubzer et al., 2013). Similarly, HDAC11 depletion
in human neuroblastoma cells triggers caspase activation and July 2020 | Volume 11 | Article 683 July 2020 | Volume 11 | Article 683 10 HDAC11 Function in Tribolium George and Palli may block larval development and metamorphosis by affecting
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at:
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Universal Grammar and Biological Variation: An EvoDevo Agenda for Comparative Biolinguistics
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Universal Grammar and Biological Variation: An EvoDevo
Agenda for Comparative Biolinguistics Antonio Benı´tez-Burraco • Cedric Boeckx Received: 4 December 2013 / Accepted: 23 January 2014 / Published online: 15 March 2014
The Author(s) 2014. This article is published with open access at Springerlink.com Abstract
Recent advances in genetics and neurobiology
have greatly increased the degree of variation that one
finds in what is taken to provide the biological founda-
tions of our species-specific linguistic capacities. In par-
ticular,
this
variation
seems
to
cast
doubt
on
the
purportedly homogeneous nature of the language faculty
traditionally
captured
by
the
concept
of
‘‘Universal
Grammar.’’ In this article we discuss what this new source
of diversity reveals about the biological reality underlying
Universal Grammar. Our discussion leads us to support
(1) certain hypotheses advanced in evolutionary develop-
mental biology that argue for the existence of robust
biological mechanisms capable of canalizing variation at
different levels, and (2) a bottom-up perspective on
comparative cognition. We conclude by sketching future
directions for what we call ‘‘comparative biolinguistics,’’
specifying which experimental directions may help us
succeed in this new research avenue. proper characterization of the biological foundations of
language and, in so doing, to a rapprochement of the
cognitive sciences with the biological sciences, an enter-
prise that we refer to as biolinguistics (Di Sciullo and
Boeckx 2011; Boeckx 2013; Boeckx and Grohmann 2013). Our main contention in this article is that although the
comparative method has figured prominently in linguistics,
the objects routinely compared (languages, dialects, so-
ciolects) may not be the only, or indeed the most appro-
priate ones to shed light on the biological foundations of
our species-specific linguistic capacity. There are, we
claim, deeper layers of variation to explore and to under-
stand. Indeed, as we intend to show here, these deeper
layers of variation beg questions regarding the proper
biological interpretation of standard concepts in the field of
(bio)linguistics, such as Universal Grammar (Chomsky
1965). We believe that in part it is the failure to properly
address these sources of variation that has rendered the
adjective ‘‘universal’’ (and in fact the whole argument of
language as a specific component of human biology) more
controversial than it should be. Biol Theory (2014) 9:122–134
DOI 10.1007/s13752-014-0164-0 Biol Theory (2014) 9:122–134
DOI 10.1007/s13752-014-0164-0 LONG ARTICLE C. Boeckx
Catalan Institute for Research and Advanced Studies (ICREA) &
Department of Linguistics, University of Barcelona, Barcelona,
Spain Universal Grammar and Biological Variation: An EvoDevo
Agenda for Comparative Biolinguistics However, the recent emphasis on the biological underpin-
nings of language—the return of biolinguistic concerns—
has begun to reveal deeper layers of variation down to the
genetic level that make these standard assumptions unrea-
sonable, and beg the question of where the uniformity or
universality of grammar comes from. At the same time, the human faculty for language has
routinely been assumed to be uniform within the species
(Chomsky 1965, 1980), an assumption captured by the
term
‘‘Universal
Grammar.’’
For
many
people,
this
assumption is a central tenet of the Chomskyan revolution
in the language sciences. As is well known, this revolution
brought about a radical shift of focus in language studies, a
shift oriented towards biology, and away from behavior-
ism; indeed, a shift that provides the foundations of modern
biolinguistics. Early investigations of the biological foundations of
language (see Lenneberg 1967) relied on evidence from a
variety of sources, such as: We will then proceed to argue that in fact this deeper
variation is problematic mainly for naive approaches to the
biology of language. However, we find that these approa-
ches are still the majority within the field, and should
therefore be corrected to accommodate the variation we
find. (1)
The way in which language is acquired by the child,
which suggests that language ‘‘learning’’ mecha-
nisms are biased or constrained in certain ways. (2)
The fact that specific language deficits recurrently
appear whenever certain brain areas are impaired
(either developmentally or after a stroke, a trauma,
or a tumoral process). We will then suggest that new theoretical approaches
coming
from
biology,
paradigmatically,
evolutionary
developmental biology (EvoDevo), could help us deal
with, and account for, all the observed variation, while
offering sources of uniformity to reliably give rise to spe-
cies-typical linguistic capacities. As a matter of fact, we
claim that certain EvoDevo concepts could contribute
significantly to our understanding of the nature of language
disorders. (3)
Ultimately, the existence of language-related com-
ponents in other extant or extinct species. These arguments in favor of Universal Grammar con-
tinue to be made even by those who otherwise distance
their positions from Chomsky’s in a number of ways (see,
e.g., Jackendoff 2002, Chap. 4). Recent advances in neu-
roscience and molecular biology have allowed us to gain a
better understanding of the biological underpinnings of
language. Universal Grammar and Biological Variation: An EvoDevo
Agenda for Comparative Biolinguistics Keywords
Biolinguistics Evolutionary developmental
biology (EvoDevo) Genetics Language disorders
Variation Keywords
Biolinguistics Evolutionary developmental
biology (EvoDevo) Genetics Language disorders
Variation At the same time, we also think, and will argue in what
follows, that linguists have asked questions regarding the
locus of linguistic variation (traditionally construed) that
would be useful to extend to the layers of variation we are
about to highlight. But for this to be successful, it is
important to carefully select, and properly conceptualize,
the tools one uses to establish comparisons. Here, we think
it is imperative to formulate these tools at the right level of
granularity to allow for interdisciplinary exchange, in line
with Poeppel and Embick (2005). It is our conviction that
once this is done, these tools and questions about variation
would enrich the range of studies that currently constitutes
what we may want to call ‘‘comparative biolinguistics,’’ to
be distinguished from the traditional label of comparative The present article is concerned with the amount and kind
of variation that we think linguists and researchers in allied
disciplines should wrestle with if they are to contribute to a A. Benı´tez-Burraco (&)
Department of Spanish Philology and its Didactics, University of
Huelva, Huelva, Spain
e-mail: antonio.benitez@dfesp.uhu.es
C. Boeckx
Catalan Institute for Research and Advanced Studies (ICREA) &
Department of Linguistics, University of Barcelona, Barcelona,
Spain
123 A. Benı´tez-Burraco (&)
Department of Spanish Philology and its Didactics, University of
Huelva, Huelva, Spain
e-mail: antonio.benitez@dfesp.uhu.es 3 123 Universal Grammar and Biological Variation linguistics, for reasons that will be spelled out in this
article. can be accounted for by the right mixture of general prin-
ciples governing cognition and statistical biases (see Baker
2001; Labov 2001; Yang 2006; Pearl 2007; Biberauer 2008;
Culbertson 2010, for accessible overviews and concrete
proposals to capture this variation). Our reflections are structured as follows. First, we will
clarify why we think this new kind of linguistic variation is
real, and problematic for standard characterizations of
certain central concepts in the field of (bio)linguistics. In a
nutshell, linguists routinely acknowledge, and, we believe,
have quite successfully dealt with, linguistic variation at
the surface (languages, dialects, sociolects, and the like). At the same time, they have usually regarded the faculty of
language giving rise to these variants as uniform across the
species (pathologies aside), and genetically determined. Universal Grammar and Biological Variation: An EvoDevo
Agenda for Comparative Biolinguistics For instance, we are now in a position to accu-
rately know which brain areas and circuits are active during
language processing (see Stemmer and Whitaker 2008;
Friederici 2011; or Friederici and Gierhan 2013 for over-
views). Similarly, we have identified many of the genes
that contribute to the development and the initial wiring of
these areas and circuits during growth (Benı´tez-Burraco
2009; Graham and Fisher 2012). Ultimately, the role of
these brain areas and circuits, and of these genes in other
extant (and even extinct) species are being studied,
revealing (deep) homologues of (aspects of) the language
faculty (see the contributions in Di Sciullo and Boeckx
2011; Boeckx and Grohmann 2013). Finally, we will sketch some concrete and novel ways in
which linguists and other scientists in adjacent fields could
contribute to a comparative biolinguistics. In this final
section, we are led to point out some important limitations
of recent tools used in this domain. Layers of Variation 702), is assumed to be
uniform across the species, pathologies aside. Moreover, we
continue to come across many studies in which the ‘‘lin-
guistic brain’’—i.e., the whole set of brain areas and circuits
involved in language processing—is expected to be equally
organized and sharply defined in all individuals. For many,
these ‘‘language areas’’ only process specific linguistic fea-
tures and operations. Ultimately, the faculty of language is
supposed to be equally implemented in all subjects as one of
the modules encompassing their minds/brains. This module
is further thought to be present ab initio, part of a genetic
program of sorts (see, e.g., Wexler 1999 and Guasti 2002;
and see Longa and Lorenzo 2008 for a critical overview of
this ‘‘genocentric’’ literature). Our reading of the growing literature on the biological
foundations of language suggests to us that the state of
affairs described in the previous paragraph is quite an
erroneous, and in fact simplistic, view of reality. In par-
ticular, a fair amount of evidence exists that suggests that
the human faculty for language is not really uniform. To be
fair, some of this evidence is not new, but we feel that its
significance has not yet been properly appreciated. Doing
this is the primary purpose of our article. Unfortunately, for linguists who confess a biological
orientation, even those directly concerned with language
development, this kind of variation ‘‘at the bottom’’ is
ignored. They tend to idealize away from it, at their own
peril. We say this because we think that the layers of
variation just mentioned and the developmental dynamics
that they involve lead to an important conclusion: it seems
that there can be different ways of implementing a (more or
less) functional faculty of language (see also Hancock and
Bever 2013), and that talk of a ‘‘linguistic genotype’’ is
fraught with difficulties. When one thinks about the possibility of a variable
implementation of the language faculty, one is likely to
think about facts like: (1) different linguistic modalities can
coexist in the same subject, as people bilingual in oral and
sign languages nicely exemplify (Emmorey and McCul-
lough 2009); (2) psycholinguistic measures are varied across
the normal population (Fenson et al. 2000); (3) language
disorders, which plausibly represent different breakdowns of
the faculty, are very diverse by nature, and, as the relevant
literature has revealed, sometimes difficult to distinguish
from stages of normal language development. Layers of Variation Variation thoroughly pervades language. The human lan-
guage faculty manifests itself in the form of many different
languages, which are in turn (slightly) diverse across social
groups, interactional contexts, geographical areas, and so on. Ultimately, differences can be found from one person to
another, and even regarding the same person, for instance,
when placed in different scenes. All of this is very familiar,
and, we feel, linguists have fairly successfully coped with all
this variation (which, of course, is not to say that everything
is understood at this level). It is now clear that linguistic
phenomena vary in systematic and constrained ways, and However, this revival of biolinguistic concerns has not
yet substantially changed some of the concepts that remain
at the center of the field, such as Universal Grammar. In the
vast majorities of studies in biolinguistics (we will return to
exceptions), what is called the ‘‘linguistic genotype,’’ i.e.,
the whole set of genes involved in ultimately allowing for 12 3 3 124 A. Benı´tez-Burraco, C. Boeckx Rodenas-Cuadrado et al. 2013 for reviews). Additionally, it
is quite difficult to draw a precise map of the neural substrate
of language, since the limits of the brain areas involved are
rather changeable from one subject to another, and of
course, in different clinical conditions (Fedorenko and
Kanwisher 2009; Prat and Just 2011)—not to mention the
additional problem that at the end of the day mapping is not
explaining (Poeppel 2012). Ultimately, developmental tra-
jectories followed by language acquisition, while displaying
similar milestones, can be quite diverse, particularly at the
cognitive/neurobiological levels (Bates et al. 1988; Dehaene
et al. 1997). Language ontogeny in pathological populations
is even more diverse, yet equally non-random (Thomas et al. 2009). It is now evident that similar cognitive profiles, in the
normal population but also across pathologies, can rely on
different
brain
architectures
(Karmiloff-Smith
2010). ‘‘Modules are not born; they are made’’ (Bates et al. 1988,
p. 284), although their basic wiring is achieved before birth,
plausibly, under genetic guidance. This means that, even-
tually, we will have to address the diverse sources of vari-
ation (genetic, neurobiological, etc.) just mentioned in the
context of a developmental perspective, allowing for dif-
ferent trajectories that eventually converge phenotypically. language growth in the child, or ‘‘that part of our genetic
endowment that is relevant to our linguistic development’’
(Anderson and Lightfoot 1999, p. Layers of Variation Our main point is that the naive depictions of the biology
of language that continue to dominate the literature must be
improved. In our opinion, all this variation ‘‘at the bottom’’
can be reconciled with a certain notion of universality, but
only if biolinguists are willing to engage seriously, and
comprehensively, with the biology literature; i.e., only by
pursuing a program that has been called biolinguistics in the
strong sense of the term in Boeckx and Grohmann (2007). We wish to stress that this is not a message exclusively
directed towards linguists. As we show below, a productive
comparative biolinguistics also needs to take into account
lessons from linguistics about the nature of language in
order to develop appropriate tools for comparison. All of this is appropriate for the lessons we want to draw
in this article. But we think that the current revival of the
biolinguistic approach has substantially expanded the realm
of variation regarding language and linguistic phenomena. For example, it is now clear that it is not a handful but
hundreds of genes that contribute to regulating the devel-
opment and the functioning of the neural substrate of lan-
guage (Benı´tez-Burraco 2009). Importantly, these ‘‘language
genes’’ are polymorphic, with some variants giving rise to
pathological conditions, but with others being present as
well within the normal population. In fact, pathological
alleles can be only regarded as such for certain populations
and/or environmental conditions. Lastly, the same patho-
genic allele can give rise to different language and/or cog-
nitive
disorders
in
different
subjects. The
celebrated
‘‘language gene’’ FOXP2 and its interactome nicely exem-
plify this complex state of affairs (see Watkins 2011; Which Biology Does Universal Grammar Require? In our opinion, the root of the problem discussed in the
previous section lies in the assumption that language 123 123 125 Universal Grammar and Biological Variation features are directly rooted in the genome. As the literature
(reviewed in Longa and Lorenzo 2008, 2012; Lorenzo and
Longa 2009) reveals, a ‘‘linguistic genotype,’’ uniform
across the species, is explicitly postulated in numerous
publications. This linguistic genotype is further equated to
a Universal Grammar. Ultimately, nativism is conflated
with geneticism. features are directly rooted in the genome. As the literature
(reviewed in Longa and Lorenzo 2008, 2012; Lorenzo and
Longa 2009) reveals, a ‘‘linguistic genotype,’’ uniform
across the species, is explicitly postulated in numerous
publications. This linguistic genotype is further equated to
a Universal Grammar. Ultimately, nativism is conflated
with geneticism. static depictions of language at all levels of analysis are
inadequate, particularly at the biological level. In all fair-
ness, we should point out that linguists are quite familiar
with the idea that variation and change are tightly inter-
woven. For instance, they are well aware of the fact that
language change is always preceded by a phase of varia-
tion, with different linguistic variants coexisting within the
same community of speech (Weinreich et al. 1968 and
much subsequent work). However, we do not find this
lesson always reflected in the literature on language
acquisition and developmental disorders. For us, the right
position to adopt is this one: ‘‘to understand developmental
outcomes, it is vital to identify full developmental trajec-
tories, to assess how progressive change occurs from
infancy onwards, and how parts of the developing system
may interact with other parts differently at different times
across ontogenesis’’ (Karmiloff-Smith 2009, p. 58). However, as we have already pointed out, most (if not
all) ‘‘language genes’’ are polymorphic, with some alleles
affecting language development also in the ‘‘normal’’
population. In addition, genes do not code for cognitive
properties. A direct link between the genotype and the
phenotype is not only simplistic, but biologically untena-
ble, given the way in which genes contribute to develop-
mental processes, and how development actually takes
place. Genes are not blueprints. Developmental processes
also depend on non-genetic factors (Oyama et al. 2001;
Newman et al. 2006; Bateson and Mamelli 2007). Which Biology Does Universal Grammar Require? In order to fully exploit the resources offered to bio-
linguistics by EvoDevo, we think that it is just as important
to stress that although we have insisted on variability so
far, there are, of course, many sources of universality—
over and above the genes. For example, at the neurobio-
logical level we observe that anatomical variability is quite
constrained. In this way, myelinization patterns, receptor
maps, cytoarchitectonic probability maps, and other struc-
tural features can be confidently established (Zilles and
Amunts 2009). Similarly, functional variability seems to be
constrained as well, to the extent that regions of interest
can be identified (Fedorenko et al. 2010). In sum, although
variation is omnipresent, the brain still exhibits a robust
structure when processing language (Grodzinsky 2010). At
the molecular level, we observe that the initial wiring of the
linguistic brain is similarly achieved in all subjects under
the guidance of a core set of genetic cues (Benı´tez-Burraco
2009). When it comes to language growth in the child, we
find as well that developmental itineraries are also con-
strained although not fully predetermined, as Lenneberg
(1967) already noted. )
Concerning the neural substrate of language, it seems
that brain areas actually perform basic kinds of computa-
tions that are recruited for different, high-level cognitive
functions. As Poeppel and Embick (2005, p. 112) state,
‘‘differently structured cortical areas are specialized for
performing different types of computations, and… some of
these computations are necessary for language but also for
other
cognitive
functions.’’
Consequently,
cognitive
capacities such as language are very probably cross-mod-
ular by nature. They result from the interplay of these
diverse brain areas performing basic, low-level activities
(Griffiths 2007). At the same time, it is only these struc-
tures that are the final output of genetically driven devel-
opmental processes. In fact, it seems that it is only their
basic architecture that is genetically encoded, while their
functional specificities are environmentally driven in var-
ious ways that remain to be elucidated. This is what ulti-
mately supports the claim that modules are not born, but
made, and that there is not just one way of implementing a
functional language. Our main point here is that we must seriously study how
developmental dynamics, of the sort that is at the heart of
EvoDevo approaches in biology (Oyama et al. Which Biology Does Universal Grammar Require? (4) (
)
At the same time, our reading of the literature suggests
to us that breakdowns and compensations, whenever
they occur, do not proceed randomly. In reality, some
aspects of language processing seem to be particularly
vulnerable in all pathological conditions, while others
seem to be preserved in all of them. For instance,
inflectional morphology is problematic not just for
people with specific language impairment (Marchman
et al. 1999), but also for those suffering from speech-
sound disorder (Mortimer and Rvachew 2010),
Down’s syndrome (Eadie et al. 2002), or (a subtype
of) autism (Roberts et al. 2004). Ultimately, only
some pathological phenotypes have been described,
while others have not been observed, a situation that
we think could benefit from being modeled in terms of
morphospaces or adaptative landscapes (Svensson
and Calsbeek 2012). It seems, then, that although
there is not just one way of implementing a linguistic
brain, it is also true that there are not so many ways of
implementing a functional faculty of language. We think that this EvoDevo-inspired approach to vari-
ation in language is bound to be of great interest for clinical
linguistics. In particular, this distancing between the
genotype and the phenotype has the potential to explain
why in some people affected by a particular language
disorder the sequence of the candidate genes is normal
(phenocopy), but also why language can be preserved in
individuals who are endowed with a pathogenic copy of
one of these ‘‘language genes’’ (null penetrance). From a
broader perspective, we are in fact tempted to argue that
language disorders can be construed as conditions in which
that process of canalization has failed to cope with the
underlying variation (thus preventing reaching particular
degrees of development). Similarly, they can be construed
as decanalized states, following the model by Gibson
(2009). According to this view, the pervasiveness and the
high prevalence of complex genetic diseases among mod-
ern populations is a consequence of the uncovering of
cryptic genetic variation resulting from the evolution of the
human genome, and environmental and cultural perturba-
tions (see Benı´tez-Burraco and Boeckx 2013 for additional
remarks concerning this possibility and also for its impli-
cations regarding the evolution of language). We believe that key EvoDevo concepts like canaliza-
tion, developmental plasticity, robustness, evolvability, or
adaptative landscapes will greatly help in clarifying,
understanding, and eventually explaining the problem, and
the full scope of variation in language. Which Biology Does Universal Grammar Require? 2001; West-
Eberhard 2003; Callebaut and Rasskin-Gutman 2005;
Carroll 2005; Mu¨ller 2007), takes place if we really want to
adequately deal with this issue of variation in language,
and eventually, to achieve a real biological depiction of the
language faculty. In a real sense it is the complex and
changing interaction between the organism and its envi-
ronment that shapes the final cognitive architecture of the
brain. Different factors, both internal and external, affect
language development, to the extent that the different
cognitive phenotypes can emerge from the same genotype
(the reverse is also true: the same phenotypes can emerge
from distinct genotypes). Put differently, it is clear that Arguably, it is the ontogeny of language disorders that
more clearly reveals the real nature of the problem we want
to urge linguists to wrestle with. What we recurrently
observe in pathological populations is that: (1)
Diffuse effects on the brain and on cognitive
capacities/abilities are the norm. In fact, develop-
mental disorders are better characterized by associ-
ations across domains than by dissociations between
them (Bishop 2002). (2)
Deficits in low-level, more generalized processes
usually manifest as disturbances of upper, more
specialized processes, which ultimately give rise to
shortcomings in even higher-level, more specific
cognitive capacities (Karmiloff-Smith 2009). 123 12 3 126 A. Benı´tez-Burraco, C. Boeckx spite of, and along with neurobiological and genetic
diversity. (3)
Importantly, impaired, delayed, or deviant systems
are still adaptive. It is indeed worth bearing in mind
that substantially preserved linguistic abilities can be
achieved in spite of deeper cognitive impairments
(Sirois et al. 2008; Parisse and Maillart 2009). Conceptually speaking, the state of affairs we have
described in this section reminds us of the ‘‘embryonic
hourglass’’ situation, discussed from an EvoDevo per-
spective in Newman (2011). As Newman observes in the
context of a discussion on the evolution of animal eggs
(2011, p. 467), ‘‘why can taxa within a given phylum
exhibit very different egg types, pass through a common
intermediate
morphology
(the
so-called
‘phylotypic
stage’), only to diverge again’’ (hence the metaphor of the
‘‘hourglass’’)? Could the logic of the ‘‘self-organizing
physical processes’’ that Newman relies on to answer this
question also apply to situations like the one we have
discussed here in the context of language? It is too early to
know, but we think it is worth beginning to think about
language development in this way. Tools for Comparative Biolinguistics In closing this section, we would like to ask why it
should be the case that adaptability itself is limited or
constrained in specific ways, to the extent that some
perturbations
cannot
be
eventually
compensated
by
developmental dynamics. We’d like to suggest that cer-
tain cognitive processes are more vulnerable per se than
others
to
damage
or
to
developmental
disturbances
because they rely on less resilient neural networks and
thus have less robust compensatory mechanisms. This
would be due, we think, to their evolutionary novelty
(Toro et al. 2010; Mantini et al. 2013). In fact, the most
noticeable outcome of the biological study of language is
that
the
genetic,
physiological,
and
even
cognitive
mechanisms underlying language are actually robust after
thousands of years of stabilizing selection (in other words,
because they have a long evolutionary history), while
language itself is very delicate. Probably, as suggested by
Gibson (2009), the stable equilibrium observed in pri-
mates was disrupted by our evolutionary history as a
species (in particular, by population bottlenecks and
migratory
movements;
see
Mellars
2006),
by
novel
mutations,
and
by
cultural
changes. These
changes
brought about cognitive systems known as modern lan-
guages. But at the same time these changes may well
have uncovered all that cryptic variation, decanalized the
whole system, and ultimately, made language so sensitive
to damage (but, we want to stress again, only to some
kinds of damage). In other words, the human language
faculty is easy to disturb because it is an evolutionary
novelty, but at the same time it relies on robust biological
mechanisms that are able to compensate many kinds of
damage because they are considerably older. Plausibly,
this may shed light on why our reading of the literature
suggests to us that the same components of language tend
to be affected in many language disorders, and why many
other aspects of the linguistic phenotype are always quite
preserved, and eventually, why these conditions are so
prevalent among humans. Nothing in biology makes sense except in the light of
comparison. As the opening passages of Darwin’s two most
famous books make clear, the business of biology is vari-
ation, variation, variation. Without variation, there can’t be
any meaningful selection, any descent with modification,
any origin of species. It is natural, then, to expect biolin-
guists to be fans of the comparative method as well. Which Biology Does Universal Grammar Require? In all situations
language development turns out to be sensitive to envi-
ronmental changes, to the extent that different cognitive
architectures may result from different linguistic input, as
we observe in bilingual people (developmental plasticity). At the same time the language faculty has been shown to be
remarkably resistant to (some sort of) environmental per-
turbations (robustness) to the extent that it recurrently
emerges in all individuals, even in some pathological
conditions (canalization). Moreover, some components of
the language faculty seem to be very resistant to damage
and/or to evolutionary change (again, robustness); at the
same time linguistic systems seem prone to change
(evolvability). All these properties result from the modular
organization of the biological substrate of the faculty at all
levels of analysis (Wagner and Altenberg 1996; Bergman
and Siegal 2002; Kitano 2004). In particular, we want to
suggest that developmental dynamics strongly canalizes
the existing variation, to the extent that the same pheno-
type—i.e., a language faculty—can robustly emerge at the
term of growth from diverse genotypes and brain archi-
tectures. Phenotypic uniformity, then, may be achieved in Nonetheless, for us, the crucial point is the recurrent
outcome of research that suggests that breakdowns and
compensations in language disorders do not occur ran-
domly, and ultimately, that it is only certain normal,
impaired, delayed, or deviant faculties of language that
emerge in the course of development. We think that this
situation is similar to the one that linguists often stress in
their studies on language comparison: variation, though
large and substantial, is not random, and appears to be
confined to only certain components of grammar (Berwick
and Chomsky 2011; Boeckx 2011; Boeckx and Leivada 123 Universal Grammar and Biological Variation 127 2013a). But as we have already argued, we think that lin-
guists err in taking the genotype to be the source of uni-
versality. And so we would like to encourage linguists to
abandon this genocentric assumption and embrace the
variation we find ‘‘at the bottom’’ by developing adequate
tools to characterize it, an issue we return to in the next
section. The specificity of language would thus rely on the perva-
sive tendency of the components of the language faculty to
interface whenever growth takes place in the presence of a
suitable amount of linguistic stimuli. Tools for Comparative Biolinguistics But as
we have been at pains to point out above, a significant
aspect of variation has been ignored by many biolinguists. To make matters worse, for much of its (recent) history,
biolinguistics has been contrastive, not comparative, in the
following sense: biolinguists have emphasized that lan-
guage is the exclusivity of humans (and that among
humans, the language faculty is uniform). Recently, however, as De Waal and Ferrari (2010) have
noted, a significant shift of perspective seems to be under
way in cognitive science: the sharp contrastive character of
top-down approaches is progressively being replaced by an
‘‘increased appreciation that the basic building blocks of
cognition might be shared across a wide range of species’’
(p. 201). This bottom-up approach, seeking to establish
‘‘cognitive phylogenies’’ (Fitch et al. 2010), focuses on the
fundamental capacities underlying larger cognitive phe-
nomena and is more in line with the Darwinian logic of
descent (Hauser et al. 2002). We think that this shift of
perspective, along with the appreciation of variation and
non-genetic sources of universality we have urged biolin-
guists to develop, provides the basis for a genuine, pro-
ductive, comparative biolinguistic agenda. To advance this new comparative research program, it
is, of course, crucially important to pay attention to the
tools one uses to compare. For obvious reasons, not all the
tools developed by linguists are equally useful in this
respect. In fact, given the modular proclivities of classical
cognitive science (Piattelli-Palmarini 2001), the difficulties
in exporting linguistic technology outside of the comfort
zone of comparative linguists were to be expected. Not
surprisingly, progress on the genetic basis of language
capacities has been called ‘‘a linguist’s nightmare’’ (Piat-
telli-Palmarini and Uriagereka 2011), and although schol-
ars have long been captivated by the parallels between
birdsong and human speech and language, concrete, theo-
retically-informed proposals capturing the differences and
the similarities across vocal learning capacities are hard to
come by. We think that this picture properly adjusts to current
views of language evolution that embrace continuity and
view novelty as the result of a reorganizational process
rather than a product of innovative genes (West-Eberhard
2003; Mu¨ller 2010), but also with the view of language as a
cognitive faculty resulting from the interface of compo-
nents (cognitive, neural, genetic) otherwise not specifically
linguistic (see Boeckx 2013 for review and discussion). 12 3 3 128 A. Benı´tez-Burraco, C. Tools for Comparative Biolinguistics Boeckx By resorting to the Chomsky hierarchy, Fitch and
Hauser hoped to avoid ‘‘theory-internal’’ debates corre-
sponding to the choice of a theoretical idiom (Head-driven
Phrase
Structure
Grammar,
Government-and-Binding,
Lexical-Functional Grammar, etc.) and use computational
primitives that were not so language-specific as to vitiate
any cross-species, or cross-domain comparison. As Heinz
(2011, p. 146; emphasis in original) writes, ‘‘since any
pattern is a language [in the sense of the Chomsky hier-
archy], a distinct advantage of the Chomsky Hierarchy is
[that] it allows for the comparison of patterns from dif-
ferent domains.’’ In the wake of Hauser et al. (2002) and the revival of
biolinguistic concerns (Di Sciullo and Boeckx 2011), Fitch
and Hauser (2004) were perhaps the first to face this
technical challenge, and chose to resort to the hierarchy of
formal languages known as the Chomsky hierarchy,
developed in the 1950s, to capture the ‘‘computational
constraints on syntactic processing’’ in non-human prima-
tes. As is well known, the Chomsky hierarchy classifies
logically possible patterns into sets of nested regions. Each
region corresponds to patterns describable by means of
‘‘machines’’ (grammars), with smaller regions captured by
increasingly less powerful machinery (see Fig. 1). As was made clear in O’Donnell et al. (2005, p. 284),
the use of the Chomsky hierarchy in Fitch and Hauser
(2004) was motivated by the concerns raised above: Building on Chomsky’s (1956, 1957) foundational
results concerning the limitation of finite-state machines to
capture natural language generalizations, Fitch and Hauser
(2004) claimed that cotton-top tamarins could not detect
structures in stimuli that went beyond the computational
capacity of finite-state automata. The results proved con-
troversial in more than one way (Goudarzi 2006; Liberman
2006; Anderson 2008), but so have the results (Gentner
et al. 2006; Abe and Watanabe 2011) suggesting that some
songbirds outperformed cotton-top tamarins, achieving
learning results beyond the finite-state boundaries (Van
Heijningen et al. 2009; Berwick et al. 2011, 2012; Ten Cate
and Okanoya 2012). Apart from issues of experimental
design, we believe that the overarching problem lies in the
adequacy of the Chomsky hierarchy in assessing cognitive
profiles. Although formal language theory can certainly
help in designing experiments shedding light on mental Understanding
developmental
and
evolutionary
aspects of the language faculty requires comparing
adult languages users’ abilities with those of non-
verbal subjects, such as babies and non-human ani-
mals. Tools for Comparative Biolinguistics For example, phonological
patterns do not appear to require grammars that distinguish
infinitely many states, unlike some syntactic patterns,
which appear to require formal grammars that do. This
distinction between these two domains of the language
faculty highlights the fact that the human language faculty
is not monolithic. It is more like a mosaic, with all the
implications this has for evolutionary studies. Heinz and
Idsardi also comment on the hypothesis that natural lan-
guage patterns are at most mildly context sensitive (Joshi
1985) and stress that we should not conclude from this that
were it true, any mildly context-sensitive pattern is auto-
matically a possible natural language one. g
g
y
p
g
The third, and perhaps most important, lesson that we’d
like to draw is that it is not at all clear what the expectations of
the relevant experiments are, due to the inherent limitations
of the Chomsky hierarchy in capturing the true nature (i.e.,
the constraints) of natural languages. This is not to say, of
course, that such experiments are pointless. They can tell us
many things, but it is not clear that they allow us to draw solid
conclusions concerning the system linguists call natural
languages. To make ourselves clear, suppose we found out
that a non-human species were capable of mastering a
mildly-context-sensitive language in the context of an arti-
ficial language experiment. What would we be able to con-
clude from this? Our answer is, not much. In fact, we would
only be able to conclude that they were able to learn this
pattern. But it would not immediately tell us the underlying
algorithm used. As reviewed in Ojima and Okanoya (2013),
all the artificial grammar experiments to date suffer from this
problem, as there is more than one way to acquire a particular
pattern. (Remember that one of the strengths of the Chomsky
hierarchy is that it allows for the comparison of patterns from
different domains. But this is also its weakness—it is too
nonspecific to exclude alternative cognitive ways of cap-
turing a given pattern.) There are three lessons that we would like to draw from
the use of the Chomsky hierarchy in comparative biolin-
guistics. First, choosing to use this tool amounts to ignoring
most of the research done on the nature of human languages
over the past 50 years. Tools for Comparative Biolinguistics Classically, comparative work in this area has
relied on the rich theoretical frameworks developed
by linguists in the generative grammar tradition. However, the great variety of generative theories and
the fact that they are models of language specifically
makes it difficult to know what to test in animals and
children lacking the expressive abilities of normal,
mature adults. We suggest that this problem can be
mitigated by tapping equally rich, but more formal
mathematical approaches to language. Fig. 1 Natural language
patterns in the Chomsky
hierarchy; reproduced from
Heinz (2014) Fig. 1 Natural language
patterns in the Chomsky
hierarchy; reproduced from
Heinz (2014) 123 123 Universal Grammar and Biological Variation 129 abilities (see the papers collected in Fitch and Friederici
2012), it suffers from a major problem in the context of
biolinguistics. It is indeed well known that the Chomsky
hierarchy is of limited use in characterizing human lin-
guistic competence. As Berwick et al. (2012) correctly
observe, the hierarchy is both ‘‘too weak and too strong,’’
failing as it does to cut natural language at its joints. the one hand and syntax-semantics on the other. To the best
of our knowledge, none of the evidence for syntactic patterns
falling outside the regular language class comes from ‘‘pure’’
syntactic patterns; rather, all of them involve patterns with
(structural) semantic consequences. This is an important
consideration for experiments because virtually all com-
parative biolinguistic experiments using the Chomsky hier-
archy are artificial language experiments that seek to target
the learning of pure syntactic patterns (these languages don’t
mean anything). But there are no such patterns in natural
languages. Not surprisingly, when semantic cues are added
to the experiment, as in Fedor et al. (2012), these were found
to boost the learning of more complex formal grammars in
humans. By ignoring semantics, artificial language experi-
ments may well be removing the component that gives nat-
ural language syntax its distinctive computational signature. Heinz and Idsardi (2011, 2013) and Heinz (2014) use-
fully summarize important lessons that linguists have
derived from applying the Chomsky hierarchy to the study
of natural languages. They highlight the fact that not all
natural language patterns fall exactly in the same range
within the Chomsky hierarchy. In fact, as Fig. 1 reveals,
patterns are quite scattered. Tools for Comparative Biolinguistics Such research has moved away from
the Chomsky hierarchy, in large part because it became clear
very quickly that it does not ‘‘uniquely’’ characterize human
language in the sense that it does not identify any (sub)region
of the hierarchy as the exclusive property of natural lan-
guage. As such, it does not characterize precisely enough the
capacity we as humans have. Consider the fact that, as
numerous linguists have observed, no natural language has
rules that require counting past two. But it is a logically
possible language pattern, one that the Chomsky hierarchy
can capture. In fact, as Heinz (2014) notes, it is a regular
pattern,falling well below the attested power range of natural
language syntax. But it is a constraint that significantly
shapes the human language capacity, one that we would want
to ask comparative questions about. The Chomsky hierarchy
does not allow us to do this. Only detailed theoretical lin-
guistics work does. As should be clear by now, even if a non-human species
were capable of mastering a mildly-context-sensitive lan-
guage in the context of an artificial language experiment, we
would not be able to conclude anything regarding the human
language faculty. Because there is no (sub)region of the
Chomsky hierarchy that is exclusively occupied by natural
languages, we would not be able to conclude that the success
of non-human primates shows that they have a component of
the human language faculty. It is for this reason that we are
skeptical about the use of the Chomsky hierarchy to identify
language regions in the brain (Fitch and Friederici 2012;
Moro and Chesi in 2014) or to draw linguistic inferences
from artifacts in the fossil record (Camps and Uriagereka
2006; Balari and Lorenzo 2013; Longa 2013). Second, comparative biolinguistics experiments that rely
on the Chomsky hierarchy tend to ignore the divide between
phonology and syntax stressed by Heinz and Idsardi (2011,
2013), or rather, experimenters tend to take the notion of
‘‘syntax’’ too literally. The divide emphasized by Heinz and
Idsardi (2011, 2013) is actually one between phonology on 123 12 23 130 A. Benı´tez-Burraco, C. Boeckx Buzsa´ki et al. (2013) may provide just what is needed in
this context. They observe that despite the several-thou-
sandfold increase of brain volume during the course of
mammalian evolution, the hierarchy of brain oscillations
(brain rhythms) remains remarkably preserved. Tools for Comparative Biolinguistics This con-
served aspect of our biology is directly relevant for com-
parative biolinguistics: it offers the possibility of conceiving
of cross-species differences, or, as Buzsa´ki et al. (2013)
discuss, of cognitive diseases, as slight variations (disrup-
tions) within the preserved network constellation that would
constitute a universal brain syntax (Buzsa´ki 2010)—dys-
rhythmias and oscillopathies, as Buzsa´ki et al. (2013) call
them. Put differently, the preservation of brain rhythms in
mammals would be the cognitive scientist’s hox genes. As Boeckx (2013) observed, finding a substitute, or com-
plement to the Chomsky hierarchy to construct cognitive
phylogenies will be a serious challenge for the years to come. In the remainder of this section, we would like to sketch a
possible research avenue that seems to us to have the right
properties, and that connects to some EvoDevo concerns
discussed above, as it draws on aspects of our biology that are
conserved across species, and at the same time that are known
to vary across human populations (language disorders). To begin with, we’d like to step back and consider what we
believe was the main factor behind the renewed interest in the
comparative method in linguistics at the end of the 1970s. The
‘‘new comparative syntax,’’ as it has been called, grew out of
proposals articulated in Chomsky (1981). These proposals, as
Chomsky acknowledged on numerous occasions (e.g.,
Chomsky 2009), grew out of reflections inspired by the work
of Jacob and Monod (1961) on gene regulation. In the fullness
of time the Jacob-Monod model developed into EvoDevo
genomics (Carroll 2005). The most iconic finding of this field
is the hox gene set, which confirmed Monod’s prediction that
‘‘what istrueforE. coli is alsotrue for the elephant.’’ As is now
well established, the set of genes regulating development
across a wide range of species is shared, which greatly
enhances the possibilities of comparison. Against the back-
ground of this deep conservation, species differences (varia-
tions) can be thought of as little tweaks and nudges, like the 30
variations of the aria that Bach offered us in what is now
known as the Goldberg variations. Arthur (2004), for instance,
suggests that all variations reduce to instances of heterochrony
(different timing of gene expression), heterotopy (different
location of gene expression), heterometry (more of the gene
product being made), and heterotypy (change in the nature of
the gene product; e.g., switch on different target genes). Tools for Comparative Biolinguistics Obviously,toput thishypothesis tothe test inthe context of
language, it is necessary for linguists to translate their findings
concerning the properties of the human language faculty in
terms of brain rhythms, to offer a mind/brain model on which
to formulate parameters giving rise to distinct cognitive pro-
files. This translation step may, in fact, be independently
necessary to bridge the gap between mind and brain. David
Poeppel has written eloquently and accessibly about the
challenges neurolinguistics faces (Poeppel 2005, 2011, 2012;
Poeppel and Embick 2005). The heart of the matter, according
to Poeppel, is the ‘‘granularity mismatch’’ (or ‘‘mapping’’)
problem: the objects of study in theoretical linguistics and in
neuroscience don’t match. As a result, mapping one onto the
other has proven impossible. Accordingly, Marr’s (1982)
vision of cognitive neuroscience based on linking levels of
analyses, to which biolinguistics should aspire, remains
distant. Both theoretical linguistics and the neurosciences are to
blame for this sorry state of affairs. For all the ‘‘bio’’ talk in
linguistic circles, linguists have so far failed to distill what
is known from linguistic theory into a set of computational
primitives, and to try to link these with models and specific
principles of neural computation. As has been said, g
p
g
g
g
This model to understand variation was borrowed into
linguistics, where it came to be known as the Principles-and-
Parameters approach, with the principles providing the
underlying uniformity and the parameters the sources of the
surface variations (Chomsky 1981; Baker 2001). The analogy
worked well for two decades, allowing for considerable
empirical progress, but in recent years, the foundational
assumptions of the Principles-and-Parameters model have
been questioned (Newmeyer 2004, 2005; Boeckx 2011, 2014;
Boeckx and Leivada 2013a). It appears that in order to capture
the variation that comparative linguists focus on, something
else is needed, perhaps something along the lines of Boeckx
and Leivada (2013b). However, the logic of Principles and
Parameters may be just what is needed in the context of
comparative biolinguistics. Such a model need not require
genes to provide the relevant parameters (even for biology,
genes may be followers, not just leaders; Newman and Bhat
2009; Schwander and Leimar 2011), but its logic demands
that one find an aspect of deep conservation on which variants
could be grafted. Tools for Comparative Biolinguistics we need linguistic models that are explicit about the
computational primitives (structures and operations)
they require, and that attempt to define linguistic
problems at a fine enough grain that one can discuss
algorithmic and implementational approaches to their
solution. We need a list of computations that lin-
guistic theorists deem indispensable to solve their
particular problem (e.g., in phonology, syntax, or
semantics). (Fitch 2009, p. 298) Put another way, [l]inguists and psycholinguists owe a decomposition
(or fractionation) of the particular linguistic domain
in question (e.g., syntax) into formal operations that 123 123 Universal Grammar and Biological Variation 131 are, ideally, elemental and generic. Generic formal
operations at this level of abstraction can form the
basis for more complex linguistic representation and
computation. (Poeppel 2005, p. 11) there are many more sources of variation than those linguists
tend to study, there are also many more sources of univer-
sality that canalize this variation and allow for languages to
reliably develop in the individual than linguists tend to
assume. We have furthermore suggested that lessons from
comparative and theoretical linguistics may profitably be
extended to deeper layers of variation, and could offer a
starting point for a new branch of comparative linguistics,
one we have called comparative biolinguistics. This new
subfield may help correct the exuberant (genocentric)
nativism that appears to be so problematic (Boeckx and
Leivada 2013a), particularly for achieving a fruitful assim-
ilation of linguistics to biology, allowing for a real, biolog-
ically grounded biolinguistics to emerge. A rhythm-based model may have just the right kind of
characteristic envisaged by Poeppel. In fact, direct evidence
of the fruitfulness of this approach in the language domain
comes from Poeppel’s own work, beginning with Poeppel
(2003) and culminating with Giraud and Poeppel (2012). (
)
g
pp
(
)
What Poeppel and colleagues have shown is that by
focusing on the endogenous rhythms generated by the
cortex, it is possible to understand (as opposed to merely
localizing) the cerebral specialization for speech perception
and production, and to shed light on the nature of phrasal
phonology. The main thesis is that neuronal oscillations
contribute to cognition in several ways: for example, by
segregating information and organizing spike timing. Specifically, a series of oscillations (in the delta, theta, and
gamma ranges) appear to be able to track the dynamics of
speech. In doing so, they ‘‘chunk’’ or ‘‘package’’ incoming
information into units of the appropriate temporal granu-
larity. This packaging corresponds to units of phrasal
phonology (linking the algorithmic and computational
levels). Put another way, Taking linguistic processes as involving multiple
subprocesses with different characteristics, as opposed to
being monolithic, each one associated with different fre-
quencies of neural oscillations, may offer us the right
component parts to identify what goes wrong in disorders,
or how different orchestrations may give rise to cross-
species cognitive differences, and endophenotypes. Open Access
This article is distributed under the terms of the
Creative Commons Attribution License which permits any use, dis-
tribution, and reproduction in any medium, provided the original
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Glucose-Induced Hemodynamic and Metabolic Response of Skeletal Muscle in Heart Failure Patients with Reduced vs. Preserved Ejection Fraction—A Pilot Study
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Journal of cardiovascular development and disease
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Glucose-Induced Hemodynamic and Metabolic Response of
Skeletal Muscle in Heart Failure Patients with Reduced vs.
Preserved Ejection Fraction—A Pilot Study Michael Boschmann 1
, Lars Klug 1, Frank Edelmann 2,3, Anja Sandek 4,5, Stephan von Haehling 4,5,
Hans-Dirk Düngen 2, Jochen Springer 6, Stefan D. Anker 2,3,6, Wolfram Doehner 2,3,6,*
and Nadja Jauert 2,3,6,7,* Michael Boschmann 1
, Lars Klug 1, Frank Edelmann 2,3, Anja Sandek 4,5, Stephan von Haehling 4,5,
Hans-Dirk Düngen 2, Jochen Springer 6, Stefan D. Anker 2,3,6, Wolfram Doehner 2,3,6,*
and Nadja Jauert 2,3,6,7,* 1
Experimental & Clinical Research Center (ECRC), A Joint Cooperation between Charité-Universitätsmedizin
Berlin and Max Delbrück Center for Molecular Medicine, 10115 Berlin, Germany
2
Department of Cardiology, (Virchow Campus) Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
3
DZHK (German Centre for Cardiovascular Research), Partner Site Berlin, 10785 Berlin, Germany
4
Department of Cardiology and Pneumology, Universitätsmedizin Göttingen (UMG), 37075 Göttingen, Germany
5
German Centre for Cardiovascular Research (DZHK), Partner Site Göttingen, 37075 Göttingen, Germany
6
Berlin Institute of Health Center for Regenerative Therapies (BCRT), Charité-Universitätsmedizin Berlin,
10117 Berlin, Germany 1
Experimental & Clinical Research Center (ECRC), A Joint Cooperation between Charité-Universitätsmedizin
Berlin and Max Delbrück Center for Molecular Medicine, 10115 Berlin, Germany
2
Department of Cardiology, (Virchow Campus) Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany
3
DZHK (German Centre for Cardiovascular Research), Partner Site Berlin, 10785 Berlin, Germany
4
Department of Cardiology and Pneumology, Universitätsmedizin Göttingen (UMG), 37075 Göttingen, Germany
5
German Centre for Cardiovascular Research (DZHK), Partner Site Göttingen, 37075 Göttingen, Germany
6
Berlin Institute of Health Center for Regenerative Therapies (BCRT), Charité-Universitätsmedizin Berlin,
10117 Berlin, Germany
7 7
Division of Physiology, Department of Human Medicine, MSB Medical School Berlin, Rüdesheimerstr 50,
14197 Berlin, Germany y
*
Correspondence: wolfram.doehner@bih-charite.de (W.D.); nadja.jauert@charite.de (N.J.) Abstract: (1) Background: Insulin resistance (IR) is a characteristic pathophysiologic feature in heart
failure (HF). We tested the hypothesis that skeletal muscle metabolism is differently impaired in
patients with reduced (HFrEF) vs. preserved (HFpEF) ejection fraction. (2) Methods: carbohydrate
and lipid metabolism was studied in situ by intramuscular microdialysis in patients with HFrEF
(59 ± 14y, NYHA I-III) and HFpEF (65 ± 10y, NYHA I-II) vs. healthy subjects of similar age during
the oral glucose load (oGL); (3) Results: There were no difference in fasting serum and interstitial
parameters between the groups. Blood and dialysate glucose increased significantly in HFpEF vs. HFrEF and controls upon oGT (both p < 0.0001), while insulin increased significantly in HFrEF vs. HFpEF and controls (p < 0.0005). Muscle tissue perfusion tended to be lower in HFrEF vs. Citation: Boschmann, M.; Klug, L.;
Edelmann, F.; Sandek, A.;
von Haehling, S.; Düngen, H.-D.;
Springer, J.; Anker, S.D.; Doehner, W.;
Jauert, N. Glucose-Induced
Hemodynamic and Metabolic
Response of Skeletal Muscle in Heart
Failure Patients with Reduced vs. Preserved Ejection Fraction—A Pilot
Study. J. Cardiovasc. Dev. Dis. 2022, 9,
456. https://doi.org/10.3390/
jcdd9120456 Keywords: insulin resistance; skeletal muscle; metabolism; microdialysis Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Journal of
Cardiovascular
Development and Disease Journal of
Cardiovascular
Development and Disease Glucose-Induced Hemodynamic and Metabolic Response of
Skeletal Muscle in Heart Failure Patients with Reduced vs.
Preserved Ejection Fraction—A Pilot Study HFpEF
and controls after the oGL (p = 0.057). There were no differences in postprandial increases in dialysate
lactate and pyruvate. Postprandial dialysate glycerol was higher in HFpEF vs. HFrEF and controls
upon oGL (p = 0.0016); (4) Conclusion: A pattern of muscle glucose metabolism is distinctly different
in patients with HFrEF vs. HFpEF. While postprandial IR was characterized by impaired tissue
perfusion and higher compensatory insulin secretion in HFrEF, reduced muscle glucose uptake and a
blunted antilipolytic effect of insulin were found in HFpEF. 1. Introduction Heart failure (HF) is complex clinical syndrome and global health burden with an
increasing prevalence and growing health care costs [1]. Insulin resistance (IR) is a common
feature in HF contributing to symptomatic severity and prognosis [2–4]. IR has been impli-
cated in the development of exercise intolerance in HF, as skeletal muscle is a main target of
physical exercises [5,6]. Skeletal muscle is a major organ of insulin-stimulated glucose uti-
lization [7]; therefore, development of IR results in impaired glucose metabolism by skeletal
muscle in non-diabetic patients with HF. Notably, IR develops intrinsically in patients with
HF and independently of the presence of diabetic comorbidity [8]. Pathophysiological
mechanism of IR development is complex and not yet clear in its details. Previously, we
reported on reduced glucose transporter GLUT4 in skeletal muscle in non-diabetic patients
with chronic HF [9]. Further, differences in IR by short insulin sensitivity test (SIST) have Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/jcdd J. Cardiovasc. Dev. Dis. 2022, 9, 456. https://doi.org/10.3390/jcdd9120456 J. Cardiovasc. Dev. Dis. 2022, 9, 456 2 of 10 2 of 10 been observed between the patients with HF with reduced (HFrEF) and patients with HF
with preserved ejection fraction (HFpEF) [10]. However, the corresponding pathophysio-
logical mechanisms of the different metabolic responses on injection of insulin in both HF
phenotypes are not known. Different pathways including diminished tissue perfusion (i.e.,
impaired glucose delivery to muscle cells), impaired insulin signaling, insufficient glucose
phosphorylation within the cell, or inappropriate insulin availability might contribute
to development of IR [11–13]. All these mechanisms affect the skeletal muscle energy
metabolism and underlies physical endurance [2]. The technique of Microdialysis allows in vivo investigation of skeletal muscle or
adipose tissue metabolism by assessing interstitial fluid metabolites, either at steady state
conditions or in dynamic profiles during metabolic loading. This technique has been
successfully applied in patients with a wide range of medical conditions, including ischemic
stroke [14], chronic HF [15], metabolic syndrome [16] or multiple sclerosis [17]. The aim of
the present pilot study was to test the hypothesis, that there are specific differences in the
glucose metabolism of skeletal muscle in patients with HFrEF versus HFpEF. 2.1. Patients Male patients with HFrEF and with HFpEF were prospectively studied in this pilot
study. All patients were in stable ambulatory condition and on individually adjusted
standard medical therapy in accordance with current guidelines (including beta-blockers,
angiotensin-converting enzyme inhibitors, mineralocorticoid receptor antagonists, diuretics,
and antiplatelet). None of the patients received any kind of antidiabetic therapy. All patients
had a disease history for HF of at least 6 months and were in NYHA class I-III. Patients
with HFrEF showed clinical symptoms and documented impaired left ventricular ejection
fraction ([LVEF] ≤45%). Diagnosis of HFpEF was clinically documented and confirmed by
transthoracic echocardiography (TTE) according to the current guidelines [18]. Exclusion
criteria were presence of medically treated diabetes mellitus type 2, anticoagulant therapy
and novel anticoagulants (NOAC), acute decompensated heart failure within last 6 weeks,
acute myocarditis or myocardial infarction, acute and chronic inflammatory diseases,
immunosuppressive therapy, neurodegenerative disease or acute infection, and a history of
cancer shorter than 5 years. Healthy male volunteers of similar age and body mass index
served as controls. The Institutional Review Board of Charité-Universitätsmedizin Berlin, Germany ap-
proved the study protocol (EA2/137/15). The study was conducted in accordance with
Good Clinical Practice, and in compliance with the Declaration of Helsinki and applicable
European Regulations. Written informed consent was obtained from all participants before
study entry. 1. Introduction We applied
the microdialysis technique in order to study the hemodynamic and metabolic response of
the Vastus lateralis muscle to an oral glucose load (oGL) in patients with HFrEF and HFpEF
versus healthy controls. 2.5.1. Transthoracic Echocardiography Participants underwent a Doppler echocardiographic evaluation (Vivid S5 with 3S-RS
1.5–3.6 MHz transducer, GE Medical Systems) according to a standardized protocol. Data
regarding cardiac morphology, global ventricular function, and diastolic function were
recorded by M-mode, two dimensional and Doppler echocardiography. Left ventricular
ejection fraction (LVEF) was calculated from end-systolic and end-diastolic volume eval-
uated from apical four-chamber and two-chamber view according to Simpson’s method. Peak E and A wave velocities and E wave deceleration time were measured from the mitral
leaflet tip. Longitudinal time Doppler velocities, early diastolic wave (E’) and atrial wave
(A’) were assessed by pulsed wave tissue Doppler imaging in the apical four-chamber view
in septal and lateral ventricular wall. Diagnosis of HFpEF was confirmed by echocardiog-
raphy according to the ASE/EACI Guidelines 2016 [18]. 2.5. Clinical Assessments 2.5.1. Transthoracic Echocardiography 2.2. Study Protocol All clinical and metabolic assessments were performed under standardized conditions
starting between 8:00 and 9:00 a.m. after an overnight fasting (≥12 h) after a resting period
of at least 20 min in supine position in a quiet, air-conditioned room (metabolic ward). From the day before, patients were asked to abstain from (1) any kind of physical activity,
(2) beverages containing caffeine and alcohol, and (3) from smoking. Fasting insulin resistance was assessed by homeostasis model assessment (HOMA)
index as described previously [19]. Briefly, the relative index of insulin resistance (IR,
dimensionless or expressed in %) is calculated by the formula: (1) Insulin resistance = fasting glucose (mmol/L) × fasting insulin (µU/mL)/22.5
(1) J. Cardiovasc. Dev. Dis. 2022, 9, 456 3 of 10 3 of 10 HOMA-IR = 1 corresponds to normal insulin sensitivity, whereas values > 2 indicate
the presence of insulin resistance. BMI was calculated as the ratio of weight (kg) and
squared height (m2). q
g
Hemodynamic and metabolic responses of skeletal muscle were studied by the micro-
dialysis technique at rest and after an oral 75-g glucose load (oGL) given as 300 mL drink
(ACCUCHEK® Dextro®, O.G.T., Hoffmann-La Roche AG, Grenzach-Wyhlen, Germany). Total time of testing was about 4 h. 2.3. Microdialysis Skeletal muscle microdialysis was used to monitor interstitial marker metabolites such
as glucose for substrate supply, lactate und pyruvate for anaerobic and aerobic glucose
metabolism, and glycerol for lipid mobilization [9]. Briefly, a microdialysis probe (M71,
µDialysis AB, Stockholm, Sweden) was inserted into the Vastus lateralis muscle after local
anesthesia with lidocaine. After probe insertion, a 60 min period was allowed for tissue
recovery from insertional trauma and for baseline calibration. Microdialysis probes were
perfused with lactate-free Ringer’s solution supplemented with 50 mmol/L ethanol at
flow rate of 2 µL/min using a high precision microdialysis pump (M107, µDialysis AB,
Stockholm, Sweden). Ethanol was added to assess changes in tissue perfusion by using the
ethanol dilution technique based on Fick’s principle [9]. Dialysate samples were taken in
15-min intervals over 30 min before (baseline) and 120 min after the oGL. A vein catheter
(Vasofix® Safety, 20 G; B. Braun, Melsungen, Germany) was placed into the antecubital vein
for repeated blood sampling in order to assess baseline and postprandial blood glucose
and insulin levels. Blood samples were taken before and in 15-min intervals within the first
and 30-min intervals within the second hour after the oGL. 2.4. Assays All blood samples were processed immediately in a refrigerated centrifuge at 4.0 ◦C
and aliquots (serum and plasma) were stored at −80 ◦C until analysis. Blood glucose and
insulin as well as routine parameters were measured according to international standards;
ethanol in the perfusate and dialysate with a standard spectrophotometric enzymatic
assay; dialysate glucose, lactate, pyruvate and glycerol with an automated analyzer based
on colorimetric principles (ISCUSflex, µDialysis, Stockholm, Sweden). In situ dialysate
recovery for metabolites was about 50%, as assessed by near-equilibrium dialysis. 2.5. Clinical Assessments 3.1. Clinical Characteristics of Study Population Clinical characteristics of the study groups are presented in Table 1. All study groups
were of similar age and BMI. There were no significant differences in clinical lab parameters
such as glucose, triglycerides, cholesterol, hemoglobin, HbA1c and creatinine between the
study groups. However, there were a tendency of higher values for insulin and HOMA-IR
in HFrEF and specifically in HFpEF vs. controls. LV end-diastolic diameter and LVEF as
well as tricuspid annular plane systolic excursion were more severely impaired in patients
with HFrEF compared to HFpEF (Table 2). Table 1. Baseline clinical characteristics of study groups. Table 1. Baseline clinical characteristics of study groups. Table 1. Baseline clinical characteristics of study groups. 2.5.2. Statistical Analysis All evaluations were done as descriptive statistics with no correction for multiple
testing. Biochemical variables were tested for normal distribution using the Kolmogorov-
Smirnov test. All data were presented as mean ± standard deviation (SD), median (in-
terquartile range, IQR) or mean ± standard error of the mean (SEM) for repeated mea-
surements after the oGL. T-test for paired samples, t-test for independent samples and J. Cardiovasc. Dev. Dis. 2022, 9, 456 4 of 10 4 of 10 analysis of variance (ANOVA) followed by Fisher’s post hoc test were used as appropriate. Global fitting was used to compare the response curves for plasma glucose and insulin and
skeletal muscle tissue dialysate concentrations of glucose, lactate, pyruvate and glycerol
between treatment groups after the oGL. This test is a non-linear regression method in
which one curve (healthy controls) is used as reference, allowing evaluations of discrepancy
of the other curve (patient groups). All p-values given in the Figures refer to global fitting. Non-normally distributed data were log-transformed to allow parametrical analysis. A
value of p < 0.05 was considered statistically significant. Statistical analysis was performed
with the Statview 5.0 (SAS Institute, Cary, NC, USA) or GraphPad Prism (InStat, Version 6.0
Graphpad Software Inc., San Diego, CA, USA) software. ALAT, alanine aminotransferase; ASAT, aspartate aminotransferase; HOMA-IR, homeostasis model assessment—
insulin resistance; IQR, interquartile range. Data are presented as mean ± SE if not otherwise indicated. * p < 0.05
vs. controls; † p < 0.05 vs. HFrEF. 3.1. Clinical Characteristics of Study Population Parameters
Controls
n = 8
HFrEF
n = 12
HFpEF
n = 6
p-Value
Age, years
61 ± 10
58 ± 15
64 ± 10
0.6
Body mass index, kg/m2
25.5 ± 2.0
26.7 ± 3.5
26.6 ± 5.2
0.8
Systolic blood pressure, mmHg
128 ± 12
110 ± 20 *
132 ± 3 †
0.03
Diastolic blood pressure, mmHg
79 ± 7
67 ± 13 *
79 ± 7 †
0.03
Mean blood pressure, mmHg
96 ± 8
81 ± 15 *
98 ± 10 †
0.03
Glucose, mmol/L
5.3 ± 0.1
7.4 ± 3.1
6.5 ± 2.6
0.5
Insulin, µmol/mL, median (IQR)
4.7 (4.5–5.2)
7.3 (4.3–17.1)
10.2 (7.0–30.0)
0.1
HOMA-IR index, median (IQR)
1.1 (1.1–1.8)
1.8 (1.1–4.8)
4.9 (1.7–9.6)
0.08
Triglycerides, mg/dL
98 ± 25
123 ± 62
92 ± 31
0.4
Cholesterol, mg/dL
190 ± 25
146 ± 23 *
177 ± 60
0.07
High density lipoprotein, mg/dL
57 ± 13
45 ± 18
44 ± 16
0.2
Low density lipoprotein, mg/dL
113 ± 23
76 ± 13 *
105 ± 53
0.08
ASAT, U/L
21.7 ± 3.9
27.0 ± 8.8
26.8 ± 5.9
0.3
ALAT, U/L
23.7 ± 9.7
22.9 ± 12.4
31.2 ± 12.4
0.4
Hemoglobin, g/dL
14.4 ± 1.4
13.6 ± 1.0
12.7 ± 2.3
0.4
HbA1c, %
5.4 ± 0.6
5.5 ± 0.4
6.0 ± 0.9
0.3
Creatinine, mg/dL
0.94 ± 0.14
1.1 ± 0.2
1.0 ± 0.3
0.2
Midregional pro-ANP, nmol/L, median (IQR)
67 (23–85)
385 (145–1184)
177 (159–398)
<0.05
Medication
Angiotensin-converting enzyme inhibitor, n
9
3
0.3
Angiotensin receptor blocker, n
4
2
1.0
β-blocker, n
10
4
0.4
Diuretics, n
9
4
0.7
Aldosterone-antagonist, n
5
1
0.3
Statins, n
6
3
1.0
Antiplatelet, n
7
4
0.7
Novel oral anticoagulants, n
3
-
ALAT, alanine aminotransferase; ASAT, aspartate aminotransferase; HOMA-IR, homeostasis model assessment—
insulin resistance; IQR, interquartile range. Data are presented as mean ± SE if not otherwise indicated. * p < 0.05
vs. controls; † p < 0.05 vs. HFrEF. J. Cardiovasc. Dev. Dis. 2022, 9, 456 5 of 10 Table 2. Baseline cardiac characteristics of patient groups. 3.1. Clinical Characteristics of Study Population Parameters
HFrEF
n = 12
HFpEF
n = 6
p-Value
NYHA class I/II/III, n [/%]
1.9 ± 0.7
1.3 ± 0.5
0.2
Heart rate, beats per min
65 ± 10
69 ±8
0.9
LV ejection fraction, %
32 ± 10
52 ± 2
0.0003
LV end-diastolic diameter, mm
63.8 ± 12.7
52.6 ± 4.8
0.05
Intraventricular systolic septum thickness, mm
10.5 ± 1.3
11.2 ± 2.6
0.5
LV posterior wall thickness, mm
11.4 ± 1.3
11.0 ± 1.9
0.7
Left atrial diameter, mm
42.0 ± 8.6
46.7 ± 10.8
0.4
Maximal left atrial volume index, mL/m2
36.5 ± 6.2
39.7 ± 9.8
0.3
Mitral E-wave velocity, cm/s
62.5 ± 32.2
71.1 ± 14.9
0.7
Mitral A-wave velocity, cm/s
58.2 ± 33.6
63.8 ± 19.8
0.7
Septal e’ mitral annular velocity by TDI, cm/s
5.4 ± 2.6
6.3 ± 1.8
0.5
Lateral e’ mitral annular velocity by TDI, cm/s
7.5 ± 3.1
7.4 ± 1.9
0.6
Mitral E/e’ septal-lateral ratio
11.0 ± 5.5
13.2 ± 2.0
0.1
Aortic valve velocity, m/s
1.2 ± 0.1
1.7 ± 0.9
0.3
Right ventricular end-diastolic parameter, mm
36.4 ± 5.9
34.3 ± 6.8
0.6
Tricuspid annular plane systolic excursion, mm
14.7 ± 5.1
26.0 ± 5.2
0.02
LV, left ventricular; NYHA, New-York Heart Association; TDI, Tissue Doppler Imaging. Data are presented as
mean ± SE if not otherwise indicated. Table 2. Baseline cardiac characteristics of patient groups. 3.2. Plasma Glucose and Insulin Profiles There were no significant differences in fasting plasma glucose levels and HOMA-IR
between the study groups (Figure 1, Table 1), although HOMA-IR tended to be higher in
HFpEF vs. two other groups. Following the oGL, plasma glucose levels raised significantly
in all three groups within 60 min, but this increase was significantly higher in HFpEF vs. HFrEF and healthy controls (15.2 ± 2.2 vs. 11.2 ± 0.9 and 10.3 ± 0.6 mmol/L, p < 0.0001,
respectively; Figure 1, left panel). Plasma glucose levels remained elevated (>8 mmol/L) in
HFpEF vs. HFrEF and controls even 120 min after the oGL (12.6 ± 2.4 vs. 9.9 ± 1.2 and
8.4 ± 0.9 mmol/L, p < 0.0001, respectively; Figure 1, left panel). Dev. Dis. 2022, 9, x FOR PEER REVIEW
6 of 12 Figure 1. 3.1. Clinical Characteristics of Study Population Plasma glucose and insulin levels in patients with heart failure with reduced ejection frac-
tion (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE;
HFpEF vs. controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Figure 1. Plasma glucose and insulin levels in patients with heart failure with reduced ejection
fraction (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE;
HFpEF vs. controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Figure 1. Plasma glucose and insulin levels in patients with heart failure with reduced ejection frac-
tion (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE;
HFpEF vs. controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Figure 1. Plasma glucose and insulin levels in patients with heart failure with reduced ejection
fraction (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE;
HFpEF vs. controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Figure 1. Plasma glucose and insulin levels in patients with heart failure with reduced ejection frac
tion (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE
HFpEF vs. controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Figure 1. Plasma glucose and insulin levels in patients with heart failure with reduced ejection
fraction (rEF, n = 12 men) or patients with preserved ejection fraction (pEF, n = 6 men) and healthy
controls (n = 8 men) at baseline and after an oral glucose load (75 g). Data are given as mean ± SE;
HFpEF vs. 3.3. Skeletal Muscle Metabolism 3.3. Skeletal Muscle Metabolism 3.1. Clinical Characteristics of Study Population controls, p < 0.0001; HFrEF vs. controls, p = 0.0005. Fasting plasma insulin levels tended to be higher in HFrEF and HFpEF patients vs. controls (13.0 ± 2.1 and 19.3 ± 6.2 vs. 6.4 ± 0.7 µU/mL, p = 0.1, respectively; Figure 1). Plasma
insulin levels increased after the oGL in all three groups with the highest increase of insu-
lin levels in HFrEF vs. HFpEF and controls 60 min after the oGL (91 ± 13 vs. 57 ± 17 and
65 ± 11 µmol/mL, p < 0.05, respectively). Even 120 min after the oGL, plasma insulin levels
remained the highest in HFrEF vs. HFpEF and controls (92 ± 12 vs. 49 ± 32 and 54 ± 7
µmol/mL, p = 0.0005, respectively; Figure 1, right panel). 3 3 Skeletal Muscle Metabolism
Fasting plasma insulin levels tended to be higher in HFrEF and HFpEF patients vs. controls (13.0 ± 2.1 and 19.3 ± 6.2 vs. 6.4 ± 0.7 µU/mL, p = 0.1, respectively; Figure 1). Plasma insulin levels increased after the oGL in all three groups with the highest increase
of insulin levels in HFrEF vs. HFpEF and controls 60 min after the oGL (91 ± 13 vs. 57 ± 17
and 65 ± 11 µmol/mL, p < 0.05, respectively). Even 120 min after the oGL, plasma insulin
levels remained the highest in HFrEF vs. HFpEF and controls (92 ± 12 vs. 49 ± 32 and
54 ± 7 µmol/mL, p = 0.0005, respectively; Figure 1, right panel). 6 of 10 J. Cardiovasc. Dev. Dis. 2022, 9, 456 3.3.1. Skeletal Muscle Perfusion and Glucose Uptake 3.3.1. Skeletal Muscle Perfusion and Glucose Uptake Muscle tissue perfusion as assessed by the ethanol ratio was similar in fasting con-
dition between the patients with HFrEF, HFpEF and controls (0.21 ± 0.03, 0.18 ± 0.03,
and 0.23 ± 0.04, n.s., respectively) (Figure 2, upper left panel). Whereas this ethanol ratio
remained unchanged during the oGT in HFpEF patients and controls, it increased in HFrEF
patients vs. baseline (p = 0.057) after glucose load, indicating lower postprandial muscle
tissue perfusion in HFrEF (Figure 2, upper left panel). R PEER REVIEW
7 of 12 Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) a
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, la
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 me
baseline and after an oral glucose load (75 g). 3.3.1. Skeletal Muscle Perfusion and Glucose Uptake Data are given as mean ± SE; upper right panel: H
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. Figure 2. Skeletal muscle (Vastus lateralis) ethanol ratio and dialysate concentrations glucose, lactate,
pyruvate, and glycerol of patients with heart failure with reduced ejection fraction (rEF, n = 12 men)
or patients with preserved ejection fraction (pEF, n = 6 men) and healthy controls (n = 8 men) at
baseline and after an oral glucose load (75 g). Data are given as mean ± SE; upper right panel: HFpEF
vs. controls, p < 0.0001; lower right panel: HFpEF vs. controls, p = 0.0016. 7 of 10 7 of 10 J. Cardiovasc. Dev. Dis. 2022, 9, 456 Fasting dialysate glucose levels were significantly higher in HFpEF but not HFrEF patients
vs. controls (2.95 ± 0.45 vs. 2.36 ± 0.24 and 1.75 ± 0.12 mmol/L, p < 0.0001). 3.3.2. Aerobic and Anaerobic Glycolysis Fasting dialysate lactate as an indicator of anaerobic glucose utilization (about 1 mmol/L)
and pyruvate as an indicator of aerobic glucose utilization (about 30 µmol/L) levels were
similar in all three groups (Figure 2, middle left and middle right panels). A similar increase of
about 1.5-fold in lactate and about 2.5-fold in pyruvate levels was observed 120 min after
the oGL in all study groups. y g
p
Because of the identical changes in dialysate lactate and pyruvate after the oGL in all
three groups, lactate-to-pyruvate ratio decreased similarly by about 50% in all three groups. This indicates a proportional increase in aerobic and anaerobic glycolysis in HFpEF, HFrEF
and controls. (Figure 2, lower left panel). 3.3.1. Skeletal Muscle Perfusion and Glucose Uptake After the oGL,
dialysate glucose increased significantly in HFpEF vs. HFrEF and controls. Sixty minutes after
the oGL, dialysate glucose levels achieved 4.77 ± 0.82, 2.83 ± 0.32 and 3.59 ± 0.29 mmol/L in
HFpEF, HFrEF and controls, respectively (p < 0.0001, Figure 2, upper right panel). 3.3.3. Lipid Mobilization/Lipolytic Activity Fasting dialysate glycerol levels were similar in all three groups (about 45 µmol/L). Postprandial dialysate glycerol levels, the marker of tissue lipid mobilization, decreased in
all study groups Figure 2, lower right panel). However, the slope of glycerol levels after oGT
was lower in HFpEF and at the end of the test, dialysate glycerol was highest in HFpEF
(33 ± 4 µmol/L) vs. controls (21 ± 3 µmol/L, p = 0.0016), vs. HFrEF (28 ± 3 µmol/L). This
suggests a blunted anti-lipolytic effect of insulin in HFpEF vs. HFrEF and controls. 4. Discussion 2022, 9, 456 8 of 10 8 of 10 consequently results in scarce energy supply of the muscle and impaired energy metabolic
balance, and leads to skeletal muscular weakness and exercise intolerance. consequently results in scarce energy supply of the muscle and impaired energy metabolic
balance, and leads to skeletal muscular weakness and exercise intolerance. In patients with HFpEF, elevated HOMA-IR index > 4 under the fasting conditions
and elevated postprandial blood glucose levels present perhaps another pathophysiological
mechanism of IR as in HFrEF. Notably, fasting plasma insulin levels were the highest in
HFpEF, but during the oGL, they have been reduced to values even lower than in the
controls. Further, in fasting conditions as well as during the oGL, dialysate glucose levels
were elevated in HFpEF suggesting truncated glucose uptake by skeletal muscle cells. In parallel, there was a higher degree of lypolytic activity, indicated by higher dialysate
glycerol levels. These findings might suggest an inappropriate insulin production under the
oGL in HFpEF. However, insulin fulfilled its peripheral anabolic functions by its canonical
phosphokinase PI3K-Akt signaling pathway that has two main effects: (1) it activates
glycolysis by activating the glucose transporter 4 (GLUT 4) in the skeletal muscle, and (2) it
inhibits postprandial lipolysis, as indicated by a reduction of tissue glycerol—a marker
of lipolysis [26]. Both effects seem to be impaired in HFpEF, which clearly supports the
presence of IR in HFpEF. p
p
The pathophysiology of HFpEF is still not fully understood. The growing evidence
suggests phenotypical differences between the HFrEF and HFpEF regarding the metabolic
alterations [27,28]. Our data indicate that the metabolic effects of insulin are impaired in
both, HFpEF and HFrEF patients, although at different levels. Interestingly, muscle glucose
utilization itself is likely to be intact in patients with HFpEF and HFrEF, as indicated by
comparable decreases of the lactate/ pyruvate ratio vs. controls within a physiological
range after oGL. This ratio indicates the relation between anaerobic (lactate-production)
and aerobic (pyruvate- production) glycolysis. Our findings are in line with previous clinical and experimental reports by our group
and others. Glucose intolerance is an established risk factor in the development and pro-
gression of both HF phenotypes [29]. Previously, a relationship between insulin resistance,
higher NYHA, and impaired prognosis has been shown in patients with chronic HF [4]. 5. Study Limitations This is a pilot study in a small cohort of patients. However, the number of subjects
per subgroup is similar to previous studies using the microdialysis technique for intra-
muscular in vivo dynamic metabolic assessment and seemed also to be sufficient [14,30]. Furthermore, patients on anticoagulant therapy could not be included into the trial due to
elevated bleeding risks from intramuscular placing of the microdialysis probe. It is unlikely,
however, that patients on oral anticoagulation may present different characteristics of
glucose metabolism. Only male subjects were investigated in this pilot study in order to
exclude gender-related confounding variables of metabolic control; therefore, potential
sex-dependent differences of the metabolic state cannot be addressed. This will be an
issue for upcoming studies. A relation between the muscle functional capacity and insulin
resistance in heart failure has been shown previously [31] and was not part of the current
study protocol. 4. Discussion In addition, differences between HFpEF and HFrEF in insulin resistance in non-diabetic
patients who underwent a short insulin sensitivity test have been reported [10]. In this
study, patients with HFrEF showed a lower glucose clearance during the in vivo insulin
stimulation compared to patients with HFpEF and healthy controls. This might be ex-
plained by impaired hemodynamics and lower skeletal muscle perfusion in HFrEF. A
pattern similar to the controls of glucose response to insulin stimulation in parallel with
elevated plasma glucose levels might indicate insufficient insulin production in HFpEF. 4. Discussion The main findings of the present study are distinctly different patterns of skeletal
muscle insulin resistance (IR) in both HFrEF and HFpEF patients. In HFpEF patients, we
found higher postprandial blood and dialysate glucose values at rather normal insulin
levels and postprandial dynamics, indicating an impaired glucose uptake not yet com-
pensated by an increased insulin response. A reduced decrease in dialysate glycerol after
the oGL also indicates a blunted anti-lipolytic effect of insulin in HFpEF. By contrast, in
HFrEF patients, we found postprandial blood and dialysate glucose values within a rather
high normal range, at significantly higher postprandial insulin secretion, indicating tissue
insulin resistance. The postprandial decrease in dialysate glycerol was similar to the healthy
controls, indicating a compensated anti-lipolytic effect upon higher insulin secretion. In HFrEF patients, elevated blood glucose levels above 8 mmol/L two hours after the
oGL and postprandial insulin levels above 100 µU/mL clearly indicate the presence of
IR. Lower postprandial muscle tissue perfusion as indicated by an elevated ethanol ratio,
suggests a proportionally lower glucose supply into the muscle. However, postprandial
dialysate glucose levels are close to the levels of the controls, which could be an indicator
of an impaired muscle glucose uptake in patients with HFrEF. In accordance, we observed
elevated glucose plasma levels. Impaired hemodynamics secondary to reduced LVEF,
reduced peripheral blood flow [20] and peripheral endothelial dysfunction [21,22] may
contribute to insufficient organ and tissue perfusion in HFrEF [23,24]. Indeed, we observed
lower systemic blood as well as a high-degree reduced LVEF and dilated left ventricle by
echocardiography in these patients. At the same time, low postprandial skeletal muscle
perfusion may be responsible for truncated delivery of insulin to muscle cells as well. Although the insulin concentrations have not been measured in dialysates in this study,
we might assume this by elevated plasma levels of the insulin. Insufficient stimulation of
muscle cells by insulin would result in lower expression of the glucose transporter GLUT4
at the cell membrane and in lower glucose uptake [25]. Indeed, previously we have shown
a reduced expression of GLU4 in the skeletal muscle [9]. Thus, impaired skeletal muscle
tissue perfusion in HFrEF might cause low interstitial glucose and insulin supply that J. Cardiovasc. Dev. Dis. References und, L.H.; Seferovic, P.; Rosano, G.M.C.; Coats, A.J.S. Global burden of heart failure: A comprehensive
demiology. Cardiovasc. Res. 2022, cvac013. [CrossRef] [PubMed] 1. Savarese, G.; Becher, P.M.; Lund, L.H.; Seferovic, P.; Rosano, G.M.C.; Coats, A.J.S. Global burden of he
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Resistance Is Associated with Heart Failure with Recovered Ejection Fraction in Patients without Diabetes. J. Am. Heart Assoc. 2022, 11, e026184. [CrossRef] [PubMed] 4. Doehner, W.; Rauchhaus, M.; Ponikowski, P.; Godsland, I.F.; von Haehling, S.; Okonko, D.O.; Leyva, F.; Proudler, A.J.; Coats, A.S.;
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5. Jia, D.; Zhang, J.; Liu, X.; Andersen, J.-P.; Tian, Z.; Nie, J.; Shi, Y. Insulin Resistance in Skeletal Muscle Selectively Protects the
Heart in Response to Metabolic Stress. Diabetes 2021, 70, 2333–2343. [CrossRef] 6. Kinugawa, S.; Takada, S.; Matsushima, S.; Okita, K.; Tsutsui, H. Skeletal Muscle Abnormalities in Heart Failure. Int. Heart J. 2015,
56, 475–484. [CrossRef] 7. AlZadjali, M.A.; Godfrey, V.; Khan, F.; Choy, A.; Doney, A.S.; Wong, A.K.; Petrie, J.R.; Struthers, A.D.; Lang, C.C. Insulin resistance
is highly prevalent and is associated with reduced exercise tolerance in nondiabetic patients with heart failure. J. Am. Coll. Cardiol. 2009, 53, 747–753. [CrossRef] 8. Doehner, W.; Frenneaux, M.; Anker, S.D. Metabolic impairment in heart failure: The myocardial and systemic perspective. J. Am. Coll. Cardiol. 2014, 64, 1388–1400. [CrossRef] 9. Doehner, W.; Gathercole, D.; Cicoira, M.; Krack, A.; Coats, A.J.; Camici, P.G.; Anker, S.D. Reduced glucose transporter GLUT4 in
skeletal muscle predicts insulin resistance in non-diabetic chronic heart failure patients independently of body composition. Int. J. Cardiol. 2010, 138, 19–24. [CrossRef] 10. Scherbakov, N.; Bauer, M.; Sandek, A.; Szabó, T.; Töpper, A.; Jankowska, E.A.; Springer, J.; von Haehling, S.; Anker, S.D.;
Lainscak, M.; et al. 6. Conclusions Our study has demonstrated distinctly different patterns of skeletal muscle insulin
resistance in patients with HFrEF vs. HFpEF. In HFrEF patients, insulin resistance might be
linked to impaired tissue perfusion secondary to hemodynamic failure and to impaired J. Cardiovasc. Dev. Dis. 2022, 9, 456 9 of 10 9 of 10 blood glucose transport, while in HFpEF, insulin resistance might be caused by an insuffi-
cient insulin cellular signaling. Furthermore, the anti-lipolytic effect of insulin seems to be
blunted in HFpEF vs. HFrEF. These findings provide novel insights into distinct metabolic
characteristics of HFrEF and HFpEF. It supports the use of antidiabetic agents in patients
with HF without diabetes mellitus in order to reduce systemic glucose levels. Better under-
standing of specific mechanisms of impaired glucose metabolism in separate categories
of HF may contribute to a specific therapeutic concept to improve energy utilization in
patients with heart failure. Author Contributions: Conceptualization, N.J., J.S. and W.D.; methodology, M.B., L.K. and N.J.;
validation, S.v.H., S.D.A. and J.S.; formal analysis, N.J. and M.B.; investigation, M.B. and N.J.;
resources, N.J., F.E., H.-D.D. and A.S.; data curation, N.J. and M.B.; writing—original draft preparation,
N.J., M.B. and A.S.; writing—review and editing, N.J., M.B., L.K., A.S., H.-D.D., F.E., J.S., S.v.H., S.D.A. and W.D.; visualization, M.B. and N.J.; project administration, N.J.; funding acquisition, N.J. All
authors have read and agreed to the published version of the manuscript. Author Contributions: Conceptualization, N.J., J.S. and W.D.; methodology, M.B., L.K. and N.J.;
validation, S.v.H., S.D.A. and J.S.; formal analysis, N.J. and M.B.; investigation, M.B. and N.J.;
resources, N.J., F.E., H.-D.D. and A.S.; data curation, N.J. and M.B.; writing—original draft preparation,
N.J., M.B. and A.S.; writing—review and editing, N.J., M.B., L.K., A.S., H.-D.D., F.E., J.S., S.v.H., S.D.A. and W.D.; visualization, M.B. and N.J.; project administration, N.J.; funding acquisition, N.J. All
authors have read and agreed to the published version of the manuscript. Funding: N.J. received a grant from the DZHK (German Centre for Cardiovascular Research)—
cooperation with Shared Expertise within the Translational Pipeline (15-073 SE). Funding: N.J. received a grant from the DZHK (German Centre for Cardiovascular Research)—
cooperation with Shared Expertise within the Translational Pipeline (15-073 SE). Institutional Review Board Statement: The study was conducted in accordance with the Declaration
of Helsinki, and approved by the Institutional Review Board of Charité-Universitätsmedizin Berlin,
Germany (EA2/137/15, 12.11.2015). Informed Consent Statement: Informed consent was obtained from all subjects involved in the study. 6. Conclusions Data Availability Statement: The data presented in this study are available on request from the
corresponding author. The data are not publicity available due to privacy. Conflicts of Interest: The authors declare no conflict of interest. References Is metabolic flexibility altered in multiple
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Bode-Böger, S.M.; Endres, M.; et al. Endothelial Dysfunction of the Peripheral Vascular Bed in the Acute Phase after Ischemic Anker, S.D. Secretory sphingomyelinase is upregulated in chronic heart failure: A second messenger system of immune activation
relates to body composition, muscular functional capacity, and peripheral blood flow. Eur. Heart J. 2007, 28, 821–828. [CrossRef]
21. Scherbakov, N.; Sandek, A.; Martens-Lobenhoffer, J.; Kung, T.; Turhan, G.; Liman, T.; Ebinger, M.; von Haehling, S.;
Bode-Böger, S.M.; Endres, M.; et al. Endothelial Dysfunction of the Peripheral Vascular Bed in the Acute Phase after Ischemic
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Bode-Böger, S.M.; Endres, M.; et al. Endothelial Dysfunction of the Peripheral Vascular Bed in the Acute Phase after Ischemic
Stroke. Cerebrovasc. Dis. 2012, 33, 37–46. References Insulin resistance in heart failure: Differences between patients with reduced and preserved left ventricular
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11. Wasserman, D.H.; Ayala, J.E. Interaction of Physiological Mechanisms in Control of Muscle Glucose Uptake. Clin. Exp. Pharmacol. Physiol. 2005, 32, 319–323. [CrossRef] [PubMed] 10 of 10 J. Cardiovasc. Dev. Dis. 2022, 9, 456 12. Benes, J.; Kotrc, M.; Kroupova, K.; Wohlfahrt, P.; Kovar, J.; Franekova, J.; Hegarova, M.; Hoskova, L.; Hoskova, E.; Pelikanova, T.;
et al. Metformin treatment is associated with improved outcome in patients with diabetes and ad-vanced heart failure (HFrEF). Sci. Rep. 2022, 12, 13038. [CrossRef] [PubMed] Sci. Rep. 2022, 12, 13038. [CrossRef] [PubMed] p
13. Wenzl, F.A.; Ambrosini, S.; Mohammed, S.A.; Kraler, S.; Lüscher, T.F.; Costantino, S.; Paneni, F. Infl
Cardio-myopathy. Front. Cardiovasc. Med. 2021, 8, 742178. [CrossRef] [PubMed] y p
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14. Klaer, J.; Mähler, A.; Scherbakov, N.; Klug, L.; von Haehling, S.; Boschmann, M.; Doehner, W. Longer-term impact of hemiparetic
stroke on skeletal muscle metabolism—A pilot study. Int. J. Cardiol. 2017, 230, 241–247. [CrossRef] [PubMed] p
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15. Szabó, T.; Postrach, E.; Mähler, A.; Kung, T.; Turhan, G.; von Haehling, S.; Anker, S.D.; Boschmann, M.; Doehner, W. Increased
catabolic activity in adipose tissue of patients with chronic heart failure. Eur. J. Heart Fail. 2013, 15, 1131–1137. [CrossRef] p
y
15. Szabó, T.; Postrach, E.; Mähler, A.; Kung, T.; Turhan, G.; von Haehling, S.; Anker, S.D.; Boschmann, M.; Doehner, W. Increased
catabolic activity in adipose tissue of patients with chronic heart failure Eur J Heart Fail 2013 15 1131 1137 [CrossRef] catabolic activity in adipose tissue of patients with chronic heart failure. Eur. J. Heart Fail. 2013, 15, 1131 1137. [CrossRef]
16. Klug, L.; Mähler, A.; Rakova, N.; Mai, K.; Schulz-Menger, J.; Rahn, G.; Busjahn, A.; Jordan, J.; Boschmann, M.; Luft, F.C. y
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16. Klug, L.; Mähler, A.; Rakova, N.; Mai, K.; Schulz-Menger, J.; Rahn, G.; Busjahn, A.; Jordan, J.; Boschmann, M.; Luft, F.C. Normobaric hypoxic conditioning in men with metabolic syndrome. Physiol. Rep. 2018, 6, e13949. [CrossRef] g
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ormobaric hypoxic conditioning in men with metabolic syndrome. Physiol. Rep. 2018, 6, e13949. [CrossRef] 17. Mähler, A.; Steiniger, J.; Bock, M.; Brandt, A.U.; Haas, V.; Boschmann, M.; Paul, F. p
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Doehner, W.; Turhan, G.; Leyva, F.; Rauchhaus, M.; Sandek, A.; Jankowska, E.A.; Von Haehling, S.; Anker, S.D. Skeletal muscle
weakness is related to insulin resistance in patients with chronic heart failure. ESC Heart Fail. 2015, 2, 85–89. [CrossRef] [PubMed] References [CrossRef] [PubMed] 22. von Haehling, S.; Bode-Böger, S.M.; Martens-Lobenhoffer, J.; Rauchhaus, M.; Schefold, J.C.; Genth-Zotz, S.; Karhausen, T.;
Cicoira, M.; Anker, S.D.; Doehner, W. Elevated levels of asymmetric dimethylarginine in chronic heart failure: A pathophysiologic
link between oxygen radical load and impaired vasodilator capacity and the therapeutic effect of allopurinol. Clin. Pharmacol. Ther. 2010, 88, 506–512. [CrossRef] [PubMed] 23. Verbrugge, F.H.; Guazzi, M.; Testani, J.M.; Borlaug, B.A. Altered Hemodynamics and End-Organ Damage in Heart Failure:
Impact on the Lung and Kidney. Circulation 2020, 142, 998–1012. [CrossRef] [PubMed] aitoh, M.; Ebner, N.; Valentova, M.; Konishi, M.; Ishida, J.; Emami, A.; Springer, J.; Sandek, A.; Doehner, W. 24. Dos Santos, M.R.; Saitoh, M.; Ebner, N.; Valentova, M.; Konishi, M.; Ishida, J.; Emami, A.; Springer, J.; Sandek, A.; Doehner, W.;
et al. Sarcopenia and Endothelial Function in Patients with Chronic Heart Failure: Results from the Studies In-vestigating
Comorbidities Aggravating Heart Failure (SICA-HF). J. Am. Med. Dir. Assoc. 2017, 18, 240–245. [CrossRef] [PubMed] et al. Sarcopenia and Endothelial Function in Patients with Chronic Heart Failure: Results from the Studies In-vestigating
Comorbidities Aggravating Heart Failure (SICA-HF). J. Am. Med. Dir. Assoc. 2017, 18, 240–245. [CrossRef] [PubMed] 25. Haeusler, R.A.; McGraw, T.E.; Accili, D. Biochemical and cellular properties of insulin receptor signalling. Nat. Rev. Mol. Cell Biol. 2018, 19, 31–44. [CrossRef] [PubMed] mpf, K.; Röhling, M.; Martin, S. Insulin: Too much of a good thing is bad. BMC Med. 2020, 18, 224. [CrossRe
Hage, C.; Benson, L.; Zabarovskaja, S.; Andreasson, A.; Donal, E.; Daubert, J.-C.; Linde, C.; Brismar, K.; Lun 27. Faxén, U.L.; Hage, C.; Benson, L.; Zabarovskaja, S.; Andreasson, A.; Donal, E.; Daubert, J.-C.; Linde, C.; Brismar, K.; Lund, L.H. HFpEF and HFrEF Display Different Phenotypes as Assessed by IGF-1 and IGFBP-1. J. Card. Fail. 2017, 23, 293–303. [CrossRef] 27. Faxén, U.L.; Hage, C.; Benson, L.; Zabarovskaja, S.; Andreasson, A.; Donal, E.; Daubert, J. C.; Linde, C.; Brismar, K.; Lund, L.H. HFpEF and HFrEF Display Different Phenotypes as Assessed by IGF-1 and IGFBP-1. J. Card. Fail. 2017, 23, 293–303. [CrossRef]
28
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HFpEF and HFrEF Display Different Phenotypes as Assessed by IGF-1 and IGFBP-1. J. Card. Fail. 2017, 23, 293–303. [CrossRef]
28. References Silvestrini, A.; Bruno, C.; Vergani, E.; Venuti, A.; Favuzzi, A.M.R.; Guidi, F.; Nicolotti, N.; Meucci, E.; Mordente, A.; Mancini, A. Circulating irisin levels in heart failure with preserved or reduced ejection fraction: A pilot study. PLoS ONE 2019, 14, e0210320. 28. Silvestrini, A.; Bruno, C.; Vergani, E.; Venuti, A.; Favuzzi, A.M.R.; Guidi, F.; Nicolotti, N.; Meucci, E.; Mordente, A.; Mancini, A. Circulating irisin levels in heart failure with preserved or reduced ejection fraction: A pilot study. PLoS ONE 2019, 14, e0210320. [CrossRef] 29. Savji, N.; Meijers, W.C.; Bartz, T.M.; Bhambhani, V.; Cushman, M.; Nayor, M.; Kizer, J.R.; Sarma, A.; Blaha, M.J.; Gansevoort, R.T.;
et al. The Association of Obesity and Cardiometabolic Traits with Incident HFpEF and HFrEF. JACC Heart Fail. 2018, 6, 701–709. [CrossRef] 30. Boschmann, M.; Rosenbaum, M.; Leibel, R.L.; Segal, K.R. Metabolic and hemodynamic responses to exercise in subcutaneous
adipose tissue and skeletal muscle. Int. J. Sport. Med. 2002, 23, 537–543. [CrossRef] 30. Boschmann, M.; Rosenbaum, M.; Leibel, R.L.; Segal, K.R. Metabolic and hemodynamic response
adipose tissue and skeletal muscle. Int. J. Sport. Med. 2002, 23, 537–543. [CrossRef] p
p
31. Doehner, W.; Turhan, G.; Leyva, F.; Rauchhaus, M.; Sandek, A.; Jankowska, E.A.; Von Haehling, S.; Anker, S.D. Skeletal muscle
weakness is related to insulin resistance in patients with chronic heart failure. ESC Heart Fail. 2015, 2, 85–89. [CrossRef] [PubMed]
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Successfully Treated Norovirus- and Sapovirus-Associated Diarrhea in Three Renal Transplant Patients
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Case reports in infectious diseases
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Hindawi Hindawi Hindawi
Case Reports in Infectious Diseases
Volume 2018, Article ID 6846873, 4 pages
https://doi.org/10.1155/2018/6846873 Correspondence should be addressed to Noha Ghusson; nghusson@gmail.com Received 27 September 2018; Accepted 17 October 2018; Published 12 November 2018 Academic Editor: Tomoyuki Shibata Copyright © 2018 Noha Ghusson and Gustavo Vasquez. Tis is an open access article distributed under the Creative Commons
Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is
properly cited. Objectives. To examine the burden of norovirus- and sapovirus-related diarrhea in renal transplant patients and to propose the use
of nitazoxanide as a therapeutic option for treatment. Methods. We reviewed three renal transplant patients with viral diarrhea
requiring hospitalization due to acute renal failure and signs of graft rejection. All three patients were treated with nitazoxanide. We examined their clinical courses after therapy and compared time to resolution of symptoms and viral shedding. Results. In all
three renal transplant patients, improvement of diarrheal illness was witnessed within one week of nitazoxanide initiation. Conclusions. Infectious diarrhea remains an underestimated yet significant cause of morbidity in solid organ transplant patients. Norovirus and sapovirus are often responsible for this presentation. Nitazoxanide was used as a treatment modality with success
in reduction of symptoms, decreased duration of illness, and cessation of viral shedding. Noha Ghusson
and Gustavo Vasquez Sidney Kimmel Medical College at Tomas Jefferson University, Division of Infectious Diseases, 1015 Chestnut Street, Suite 1020,
Philadelphia, PA 19107, USA orrespondence should be addressed to Noha Ghusson; nghusson@gmail.com 3. Discussion Sapovirus and norovirus are small, nonenveloped, single-
stranded RNA viruses within the Caliciviridae family [2]. Tese enteric infections are typically community acquired
and easily transmitted [1] via food-borne contact, person to
person, or contaminated environmental surfaces [3]. While
norovirus is the most common cause of viral gastroenteritis
in adults [4], accounting for 90% of viral gastroenteritis
worldwide [2], sapovirus also remains a major cause of
enteric infections within the solid organ transplant pop-
ulation. Despite the significance of these infections, there are
no data on the exact incidence of norovirus and sapovirus
infections in the transplant population. RT-PCR is the gold
standard for diagnosis and is typically made through use of
a stool infectious panel [5]. Patients often present with
abdominal cramping and watery diarrhea that is nonbloody
and can be associated with vomiting [3]. Fever is un-
common, and symptoms are usually self-limited in the
healthy adult patient. In transplant patients, however,
symptoms can last for several months [5], with a mean
duration of 8.7 months [1]. As a result, patients are at in-
creased risk for severe dehydration and acute kidney injury. 81% of patients hospitalized with these infections ex-
perience acute renal failure [1] as a result of severe de-
hydration due to diarrhea. Other causes besides dehydration
include oxalic nephropathy and villous atrophy [1] as a di-
rect result of gastrointestinal viral invasion. Such side effects
greatly increase rates of hospitalization and ultimately graft
injury in this group of patients [5]. Te last patient is a 78-year-old male who underwent
renal transplant in 2014 due to ESRD as a result of severe
diabetic nephropathy. Te transplant was complicated by
interstitial fibrosis and tubular atrophy, requiring high doses
of immunosuppressant medications. Tese medications
included
mycophenolate
mofetil
500 mg
twice
daily,
tacrolimus 4 mg twice daily, and prednisone 10 mg daily. Te
patient presented to our hospital 3 years after renal trans-
plant with an evidence of altered mental status, lethargy, and
progressive weight loss. Per his family, he was having sig-
nificant diarrhea associated with agitation and confusion. On admission, he had severe metabolic acidosis and an
elevated creatinine level of 7.8 mg/dL from baseline of
2.7 mg/dL, which required urgent hemodialysis. His meta-
bolic derangements improved, but he remained confused. Another important issue in management of these in-
fections includes the reduction of immunosuppressant
medications once a diagnosis of norovirus or sapovirus has
been made. Case Reports in Infectious Diseases Case Reports in Infectious Diseases 2 Te patient was having significant watery stool output. Infectious workup was negative for Clostridium difficile
infection but confirmed norovirus on a stool infectious
panel. Initially, the immunosuppressant medications, pri-
marily mycophenolate mofetil, were held in hopes of im-
proving his diarrhea. When symptoms did not dissipate, he
was started on oral nitazoxanide 500 mg twice daily em-
pirically. Te patient’s diarrhea did improve within 72 hours
of nitazoxanide initiation, and he was treated with a full 14-
day course. Simultaneously, the patient developed acute
transplant rejection which was confirmed on renal ultra-
sound. Tis was thought to be due to decrease in immu-
nosuppressant medications. Since that time, hemodialysis
has been reinitiated. Unfortunately, a repeat stool infectious
panel after therapy was not collected as the patient was lost
to follow-up from both the infectious disease and transplant
nephrology clinics. Te patient was having significant watery stool output. Infectious workup was negative for Clostridium difficile
infection but confirmed norovirus on a stool infectious
panel. Initially, the immunosuppressant medications, pri-
marily mycophenolate mofetil, were held in hopes of im-
proving his diarrhea. When symptoms did not dissipate, he
was started on oral nitazoxanide 500 mg twice daily em-
pirically. Te patient’s diarrhea did improve within 72 hours
of nitazoxanide initiation, and he was treated with a full 14-
day course. Simultaneously, the patient developed acute
transplant rejection which was confirmed on renal ultra-
sound. Tis was thought to be due to decrease in immu-
nosuppressant medications. Since that time, hemodialysis
has been reinitiated. Unfortunately, a repeat stool infectious
panel after therapy was not collected as the patient was lost
to follow-up from both the infectious disease and transplant
nephrology clinics. patient was treated initially with intravenous fluids and
antidiarrheal medications. Mycophenolate mofetil dose was
decreased gradually and eventually discontinued. Azathio-
prine was started in place of mycophenolate mofetil, and the
patient did have some improvement in the consistency of
her stools but the overall large volume output persisted. Nitazoxanide 500 mg orally (PO) twice daily was initiated,
and the patient’s diarrhea improved within 3 days. She was
treated for 7 days total with this medication, and a repeat
stool infectious panel 1 month after therapy demonstrated
a negative sapovirus PCR. Our second patient is a 70-year-old female with end-
stage renal disease (ESRD) secondary to after streptococcal
glomerulonephritis who received a kidney transplant in
2011. Case Reports in Infectious Diseases Te patient was maintained on tacrolimus 4 mg twice
daily, prednisone 5 mg daily, and mycophenolate mofetil
500 mg daily. She presented four years after transplant with
intermittent diarrhea for 4 months duration and significant
weight loss. On presentation, her creatinine was 3.4 mg/dL
from a baseline of 1.2 mg/dL on prior studies. Te patient
was found to have a positive stool infectious panel PCR for
norovirus during an inpatient hospital evaluation. Clos-
tridium difficile study was negative, and fecal fat content was
within normal limits. Mycophenolate mofetil was dis-
continued due to concern that her symptoms may be a result
of medication side effect. She was subsequently started on
azathioprine 50 mg daily for immunosuppression. With no
real improvement in symptoms, she was treated with a 3-day
course of 500 mg PO nitazoxanide twice daily with modest
improvement. Two months later, the patient’s symptoms
reoccurred, and she received a second, longer course of
nitazoxanide for 3 weeks. Her symptoms resolved within
a week of treatment but again relapsed over the subsequent 3
months. Stool biofire PCRs were persistently positive for
norovirus when checked monthly over the following 5-
month time period. Finally, she was started on a 3-week
course of nitazoxanide high dose (500 mg PO every eight
hours). Initially, this was difficult to tolerate due to gas-
trointestinal distress, and the frequency of administration
was decreased to twice daily. Te patient completed the three
weeks of nitazoxanide with resolution of her gastrointestinal
symptoms. She has been asymptomatic since the prolonged
course, and repeat stool PCR for norovirus 10 days after
completion of therapy is negative. 1. Introduction Our first patient is a 30-year-old female with a medical
history of systemic lupus erythematosus (SLE) complicated
by stage V lupus nephritis. She underwent deceased donor
renal transplant in 2005 and has been on chronic immu-
nosuppression with tacrolimus 2 mg twice daily and
mycophenolate mofetil 500 mg twice daily for approximately
10 years prior to presentation. Ten years after transplant, the
patient presented with a chief complaint of diarrhea con-
sisting of 4-5 loose, watery bowel movements daily. Her
symptoms were accompanied by mild nausea, anorexia, and
abdominal cramping, as well as an unintentional 15-pound
weight loss. On admission, she did not have leukocytosis
(WBC 4.5 B/L), but she was anemic with a hemoglobin count
of 6.1 g/dL and had an elevated creatinine level of 1.6 mg/dL
from 1.1 mg/dL baseline. An extensive workup for diarrhea
was performed which revealed a positive fecal lactoferrin,
normal fecal fat content, and antitissue transglutaminase
antibody, a negative Clostridium difficile stool toxin, and
a positive stool infectious panel PCR for sapovirus. Te Sapovirus and norovirus are frequent causes of self-limited
diarrheal illnesses in healthy hosts. In solid organ trans-
plant patients, however, these viral infections are a fre-
quent cause of chronic and intermittent diarrhea [1],
causing significant morbidity and often requiring hospi-
talization in this population. With that comes an increased
risk for serious disease and an inherent risk of de-
hydration, acute renal failure, and lower graft/patient
survival [1]. Traditionally, immunosuppressant medica-
tions are tapered in this clinical scenario as a means to
resolve these viral infections. However, decreasing im-
munosuppressants increase the risk of acute transplant
rejection. If an immunosuppressed patient does overcome
the diarrheal illness, they remain at risk of prolonged
asymptomatic viral shedding [2], thus putting themselves
and others at risk of reinfection. Here we discuss three
cases of renal transplant patients with diarrhea and the use
of nitazoxanide in the treatment of norovirus or sapovirus
gastroenteritis. 5. Limitations Despite the successful outcomes demonstrated amongst
our patients with the use of nitazoxanide, our study has
limitations that will benefit from further investigation. First, the exact prevalence of norovirus and sapovirus is
unknown due to lack of appropriate testing. Diarrhea in
renal transplant patients is a common result of medication
side effect. Mycophenolate mofetil is a known culprit, for
example, and therefore, a PCR stool infectious panel may
not be sent in time for diagnosis. Tus, the prevalence of
viral diarrhea in this population is grossly underestimated
and underdetected. p
p
p
Nitazoxanide is a thiazolide anti-infective agent [7] that
works against anaerobic bacteria, protozoa, and viruses [2]. Te proposed mechanism of antiviral activity is the direct
targeting of “cellular pathways involved in the synthesis of
viral proteins,” thus inhibiting viral replication [4]. Te
“drug modulates the host antiviral pathway by potentiating
the protein kinase activated by double stranded RNA (PKR),
an interferon induced effector of cellular antiviral immunity. Activated PKR will halt viral protein synthesis” [8]. As
a result, the medication is taken orally and passed through
the gastrointestinal tract, addressing viral replication within
the intestinal mucosa [4]. Nitazoxanide is noted to have
a benign side effect profile, sitting abdominal pain, headache,
diarrhea, and nausea [4] as the most common symptoms. It
is a pregnancy category B drug [4] and overall is very well
tolerated. Te most commonly cited dose of nitazoxanide
used is 500 mg tablet twice a day. Te median time from first
dose to resolution of symptoms is 1.5 days [4] in the lit-
erature. Amongst our renal transplant patients, all had
significantly reduced duration of illness as well as consis-
tency and frequency of bowel movements within 3 days of
drug initiation. All had complete resolution of diarrhea by
the end of their therapeutic course. Aside from prolonged
diarrheal illness, these viruses can continue to be shed within
the stool of infected patients long after disappearance of
clinical symptoms [9]. Repeat testing in 2 of our 3 patients
shows that nitazoxanide also terminated the asymptomatic
shedding. Unfortunately, our third patient was lost to
follow-up, but obtaining this information can further sup-
port use of this proposed therapy. As such, nitazoxanide is
a promising safe, therapeutic option for treatment of viral
gastroenteritis in renal transplant patients. Te outcomes of our 3 patients support the benefit of
nitazoxanide for therapy of norovirus- and sapovirus-
associated diarrhea. 4. Conclusion Infectious diarrhea remains an underestimated yet signifi-
cant cause of morbidity in solid organ transplant patients. Viral etiologies, such as norovirus and sapovirus make up
a high percentage of severe, chronic diarrhea and de-
hydration requiring hospitalization in this population. Preemptive decrease in immunosuppressant medications
further puts patients at risk of graft rejection and acute renal
failure. 3. Discussion Medications such as mycophenolate mofetil and
tacrolimus inherently increase the susceptibility to these
infections [1]. As such, they are often tapered in attempt to
“promote immune system reconstitution to treat the in-
fection” [6], which ultimately puts patients at significant risk
for graft rejection and failure. While it is difficult to maintain
a balance between managing infection and preventing re-
jection, [6] our hope is to eliminate this dichotomy by Case Reports in Infectious Diseases 3 providing an alternative management plan with use of oral
nitazoxanide. bloating, and dehydration. Each patient was found to have
a positive stool biofire PCR for either norovirus or sap-
ovirus in the years following their transplant surgery and
suffered acute renal failure as a result. Nitazoxanide was
used as a treatment modality with success in reduction of
symptoms, decreased duration of illness, and cessation of
viral shedding. Viral gastroenteritis is often managed by replacement of
fluids and correction of electrolyte disturbances [4]. Other
methods of managing these infections include decreasing
immunosuppressant medications which, as stated above,
increases risk of graft rejection. Ribavirin has been offered as
a potential therapy for norovirus and sapovirus but has
shown no significant promise in reduction of symptoms or
viral shedding. As a result, it is important to investigate
therapeutic alternatives when reduction of immunosup-
pressants is not a feasible choice. Tere is anecdotal evidence
supporting the benefit of nitazoxanide for management of
norovirus and sapovirus in immunocompromised patients. 5. Limitations Te time to resolution of symptoms
and clearance of virus remains unknown. Although im-
provement of diarrhea can be easily reported, immuno-
compromised
patients
with
viral
gastroenteritis
can
continue to shed the virus in stool for several weeks after
resolution of symptoms. Tis poses the question as to
whether we have fully eradicated the infection or if an
asymptomatic balance state (or colonization) between host
and virus is possible. By defining clearance of infection, we
will be able to determine a clear duration of nitazoxanide
therapy in future cases of norovirus or sapovirus diarrhea. A third question we pose is whether there is an addi-
tional benefit to decreasing mycophenolate mofetil dose
while concurrently treating these infections with nitazox-
anide. All three of our patients had some modification in
their immunosuppression regimen prior to initiation of
nitazoxanide. Although this may simply be a confounding
variable, there is room for future research to determine the
role of nitazoxanide with or without deescalating immu-
nosuppressants during acute gastroenteritis in transplant
patients. Lastly, there is opportunity for future efforts in vaccine
development for viral diarrhea caused by norovirus and
sapovirus. With a vaccine, solid organ transplant patients
will be placed at even lower risk of all the complications
associated with these enteric illnesses. A preventive ap-
proach to this common occurrence could be beneficial. In
the meantime, nitazoxanide proves to be a promising
therapy for norovirus and sapovirus infectious diarrhea in
renal transplant, and potentially all, transplant patients. Conflicts of Interest Noha Ghusson, the author of this article, declares that there
are no conflicts of interest regarding the publication of this
paper. All three renal transplant patients experienced severe,
persistent diarrhea associated with abdominal discomfort, Case Reports in Infectious Diseases 4 References [1] D. Roos-Weil, K. Ambert-Balay, F. Lanternier et al., “Impact of
norovirus/sapovirus-related diarrhea in renal transplant re-
cipients hospitalized for diarrhea,” Transplantation, vol. 92,
no. 1, pp. 61–69, 2011. [2] R. I. Glass, U. D. Parashar, and M. K. Estes, “Norovirus gas-
troenteritis,” New England Journal of Medicine, vol. 361, no. 18,
pp. 1776–1785, 2009. [3] D. Siddiq, H. L. Koo, J. A. Adachi, and G. M. Viola, “Norovirus
gastroenteritis successfully treated with nitazoxanide,” Journal
of Infectious Diseses, vol. 63, no. 5, pp. 394–397, 2011. [4] J. F. Rossingnol and M. El-Gohary, “Nitazoxanide in the
treatment of viral gastroenteritis: a randomized double-blind
placebo-controlled clinical trial,” Alimentary Pharmacology
and Terapeutics, vol. 24, pp. 1423–1430, 2006. p
pp
[5] M. Koopmans, “Progress in understanding norovirus epide-
miology,” Current Opinios in Infectious Diseases, vol. 21, no. 5,
pp. 544–552, 2008. [6] P. T. Jurgens, L. A. Allens, A. V. Ambardekar, and
C. K. McIlvennan, “Chronic norovirus infection in cardiac
transplant patients: considerations for evaluation and man-
agement,” Progress in Transplantation, vol. 21, no. 1, pp. 69–72,
2017. [7] E. B. Keeffe and J. F. Rossignol, “Treatment of chronic viral
hepatitis with nitazoxanide and second generation thiazolides,”
World Journal of Gastroenterology, vol. 15, no. 5, pp. 1805–
1808, 2009. [8] W. D. Yeubang Yin, M. P. Peppelnbosch, and Q. Pan, “Op-
posing effects of nitazoxanide on murine and human nor-
ovirus,” Journal of Infectious Diseases, vol. 216, no. 6,
pp. 780–782, 2017. [9] A. Steyer, T. Konte, M. Sagadin et al., “Intrahost norovirus
evolution in chronic infection over 5 years of shedding in
a kidney transplant recipient,” Frontiers in Microbiology, vol. 9,
no. 371, pp. 1–12, 2018.
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Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving
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Vestnik Donskogo gosudarstvennogo tehničeskogo universiteta
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Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** nt and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Y. O. Chernyshev1, A. S. Sergeev2, A. N. Ryazanov3, E. O. Dubrov4**
1,2 Don State Technical University, Rostov-on-Don, Russian Federation
3 “711 Voenproekt” JSC, Rostov-on-Don, Russian Federation
4 Rostov Scientific Research Institute for Radiocommunication, Rostov-on-Don, Russian Federation Y. O. Chernyshev1, A. S. Sergeev2, A. N. Ryazanov3, E. O. Dubrov4**
1,2 Don State Technical University, Rostov-on-Don, Russian Federation
3 “711 Voenproekt” JSC, Rostov-on-Don, Russian Federation
4 Rostov Scientific Research Institute for Radiocommunication, Rostov-on-Don, Russian Federation Introduction. The research area of “natural calculation” is now
widely used for the solution to optimization NP-complete problems
including combinatorial tasks of cryptanalysis. A quick overview of
the publications devoted to the application of the natural (bioin-
spired) methods for cryptanalysis is provided. The main work ob-
jective is to investigate a possibility of applying bee colony algo-
rithms to the realization of block cipher cryptanalysis. Introduction. The research area of “natural calculation” is now
widely used for the solution to optimization NP-complete problems
including combinatorial tasks of cryptanalysis. A quick overview of
the publications devoted to the application of the natural (bioin-
spired) methods for cryptanalysis is provided. The main work ob-
jective is to investigate a possibility of applying bee colony algo-
rithms to the realization of block cipher cryptanalysis. Materials and Methods. The known bee colony techniques belong-
ing to a relatively new class of the bioinspired optimization methods
that simulate the processes occurring in wildlife are applied to solve
this optimization problem. The description and the block diagram of
the bee colony algorithm for the solution to a cryptanalysis task are
provided; basic operations performed in parallel at the global level
are noted. In the following, a set of independent operators allowing
for the concurrent execution is defined. For this purpose, infor-
mation-logical flowgraphs of the algorithm with the input control
and information links are built, as well as matrices of succession,
logical incompatibility, and independence are formed. This matrix
of independence allows the definition of a set of algorithm operators
admitting parallel execution. At that, the dimensionality of the max-
imal internally stable sets defines the maximum number of the pro-
cessors used for the algorithm implementation. Введение. Научное направление «природные вычисления» в
последнее время широко используется для решения оптимиза-
ционных NP-полных задач, в том числе комбинаторных задач
криптоанализа. y
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*** The research is done with the financial support from RFFI (project 14-01-00634). *Работа выполнена при финансовой поддержке РФФИ (проект 14-01-00634). *Работа выполнена при финансовой поддержке РФФИ (проект 14-01-00634).
**E-mail: myvnn@list.ru, sergeev00765@mail.ru, alexandr_r89@mail.ru, dubrov@spark-mail.ru
*** The research is done with the financial support from RFFI (project 14-01-00634). 2017, №1(88), 144-159 2017, №1(88), 144-159 Вестник Донского государственного технического университета SCIENCE, AND MANAGEMENT
УДК 004.056.55
10.23947/1992-5980-2017-17-1-144-159
Разработка и исследование параллельной модели алгоритмов пчелиных колоний
для решения задач криптоанализа* Ю. О. Чернышев1, А. С. Сергеев2, А. Н. Рязанов3, Е. O. Дубров4**
1,2 Донской государственный технический университет, г. Ростов-на-Дону, Российская Федерация
3 Открытое акционерное общество «711 Военпроект», г. Ростов-на-Дону, Российская Федерация
4 Ростовский научно-исследовательский институт радиосвязи, г. Ростов-на-Дону, Российская Федерация Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** It should be noted (and it was observed in the previous
works) that the distinctive feature of applying the bioinspired meth-
ods of cryptanalysis is the applicability of the encryption-decryption
algorithm as a criterion function for the evaluation of the key ac-
ceptability defined by the bioinspired method operations. Thus, it
can be affirmed that when using the bioinspired methods, the secret
key definition process depends not so much on the complexity of
the encryption transformations, as on the bioinspired method itself
which should provide a sufficient diversity of the key generation. Обсуждение и заключения. Основными результатами исследо-
вания являются: разработка алгоритма колонии пчел, использу-
емого для решения задачи криптоанализа; описание его струк-
турной схемы и основных параллельно выполняемых этапов;
построение матрицы независимости; оценка числа процессоров
для реализации алгоритма. Следует заметить (и это отмечалось
в предыдущих работах), что отличительной особенностью
применения биоинспирированных методов криптоанализа яв-
ляется возможность использования самого алгоритма шифро-
вания (или расшифрования) в качестве целевой функции для
оценки пригодности ключа, определенного с помощью опера-
ций биоинспирированного метода. Поэтому можно утверждать,
что при использовании биоинспирированных методов процесс
определения секретного ключа зависит не столько от сложно-
сти шифрующих преобразований, сколько от самого биоинспи-
рированного метода, который должен обеспечивать достаточ-
ное разнообразие генерации ключей. времени реализации алгоритма Keywords: cryptanalysis, bee colony algorithm, bee foragers, scout
bees, information-logical graph, matrix of independence. Ключевые слова: криптоанализ, пчелиный алгоритм, пчелы-
фуражиры,
пчелы-разведчики,
информационно-логический
граф, матрица независимости. Введение. Научное направление «природные вычисления», объединяющее математические методы, в кото-
рых заложен принцип природных механизмов принятия решений, в последние годы получает все более широкое рас-
пространение при решении оптимизационных задач, в том числе задач криптоанализа. В данных методах и моделях
основным определяющим элементом является построение начальной модели и правил, по которым она может изме-
няться (эволюционировать). В течение последних лет были предложены разнообразные схемы эволюционных вычис-
лений: генетический алгоритм, генетическое программирование, эволюционные стратегии, эволюционное програм-
мирование, модели поведения роя пчел, стаи птиц и колонии муравьев, модели отжига или потока и другие конкури-
рующие эвристические алгоритмы. В [1] рассмотрены методы решения задачи криптоанализа, относящейся к пере-
борным задачам с экспоненциальной временной сложностью, для традиционных симметричных криптосистем, ис-
пользующих шифры перестановки и замены, а также для шифров гаммирования с использованием генетических алго-
ритмов. Среди последних разработок эвристических методов, используемых для решения задачи параметрической
оптимизации технических объектов, можно отметить стохастический алгоритм, основанный на модели поведения роя
светлячков, рассмотренный в [2]. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** В статье приводится краткий обзор публика-
ций, посвященных применению природных (биоинспириро-
ванных) методов для криптоанализа. Основной целью работы
является исследование возможности применения алгоритмов
пчелиных колоний для реализации криптоанализа блочных
шифров. Материалы и методы. Для решения данной оптимизационной
задачи применяются известные методы пчелиных колоний,
относящиеся к сравнительно новому классу биоинспирирован-
ных оптимизационных методов, имитирующих процессы, про-
текающие в живой природе. Приводится описание и структур-
ная схема алгоритма колонии пчел для решения задачи крипто-
анализа, отмечаются основные операции, выполняемые парал-
лельно на глобальном уровне. Далее определяется множество
независимых операторов, допускающих параллельное выпол-
нение. С этой целью строятся информационно-логические
граф-схемы алгоритма с введенными связями по управлению и
по информации, а также формируются матрицы следования,
логической несовместимости и независимости. По данной мат-
рице независимости возможно определение множества опера-
торов алгоритма, которые допускают параллельное выполне-
ние. При этом размерность максимального внутренне устойчи-
вого множества определяет максимальное число процессоров,
используемых для реализации алгоритма. Research Results. Theoretical estimates of time complexity of the
bee colony algorithm are given as the key data. Besides, the prob-
lem solution is provided: to find the required smallest number of
processors of the homogeneous parallel computing systems with
distributed memory, and a uniform plan for the implementation of
operators for them, for the cryptanalysis algorithm based on the
constructed information-logical graph data-logical graph, and for
the preset time. The assessment of the wanted smallest number of
processors for the cryptanalysis algorithm implementation, and the Результаты исследования. Основными результатами являются
теоретические оценки временной сложности алгоритма пчели-
ных колоний. Кроме того, приводится решение задачи: для
алгоритма криптоанализа на основе построенного информаци-
онно-логического графа и для заданного времени найти необ-
ходимое наименьшее число процессоров однородной вычисли-
тельной системы и план выполнения операторов на них. При-
водится оценка необходимого минимального числа процессо-
ров для реализации алгоритма криптоанализа, а также оценка Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний evaluation of the total time of the algorithm realization are given. Discussion and Conclusions. The basic research results are: the
development of the bee colony algorithm used for the cryptanalysis
task solution; the description of its flowchart and the principal par-
allel executed stages; the construction of a matrix of independence;
the evaluation of the number of processors for the algorithm imple-
mentation. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Таким образом, итерационный процесс поиска решений при реализации алгоритма криптоанализа включает:
— последовательное перемещение агентов-пчел на новые позиции в пространстве поиска; — последовательное перемещение агентов-пчел на новые позиции в пространстве поиска;
— формирование соответствующих вариантов текста с последующей проверкой их оптимальности; — формирование соответствующих вариантов текста с последующей проверкой их оптимальности; ф р
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ду щ
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выбор соответствующего оптимального (или квазиоптимального) варианта ключа [8]. выбор соответствующего оптимального (или квазиоптимального) варианта ключа [8]. В соответствии с [6, 8, 12] алгоритм колонии пчел включает следующие основные операции. вии с [6, 8, 12] алгоритм колонии пчел включает следующие основные операции. В соответствии с [6, 8, 12] алгоритм колонии пчел включает следующие основные операци 1. Формирование пространства поиска и создание популяции пчел. ование пространства поиска и создание популяции пчел. 2. Оценка целевой функции (ЦФ) пчел в популяции путем определения ЦФ, обусловливающей оптимальность
исходного текста. ование перспективных участков для поиска в их окрестности. 3. Формирование перспективных участков для поиска в их окрестности. л с лучшими значениями ЦФ с каждого участка. 5. Выбор пчел с лучшими значениями ЦФ с каждого участка. 5. Выбор пчел с лучшими значениями ЦФ с каждого участка. 6. Отправка рабочих пчел (пчел-фуражиров) для случайного поиска и оценка их ЦФ. 7. Формирование новой популяции пчел. 8. Проверка условия окончания работы алгоритма. Если они выполняются, переход к 9, иначе — к 2. 9. Конец работы алгоритма. Структурная схема алгоритма колонии пчел приведена в [12]. Рассмотрим описание данного алгоритма для
реализации криптоанализа [8, 9]. На первом этапе пчелиного алгоритма осуществляется формирование пространства
поиска. Предположим, что каждая позиция as пространства поиска представляет собой размещенный в пространстве
символ алфавита текста. При этом каждая пчела-агент содержит в памяти упорядоченный список Es = {esi, i = 1,2,…,n}
посещенных символов. Этот список Es, поставленный в соответствие каждому символу, посещенному пчелой в про-
странстве поиска, фактически представляет решение текст, для которого могут быть определены секретный ключ и
ЦФ (например, с помощью функции Якобсена [1, 3, 8]). Следующим этапом пчелиного алгоритма является формирование перспективных участков и поиск в их
окрестности. Как и в [8], будем предполагать, что пространство поиска, в котором размещено m символов алфавита
шифртекста, представляет собой квадратную матрицу А размером mхm. Для каждой позиции as определена окрест-
ность размера λ для поиска, то есть множество позиций asi, находящихся на расстоянии (определяемом как количество
элементов матрицы), не превышающем λ, от позиции as. Применительно к решению задачи криптоанализа этапы данного алгоритма реализуются в следующей форме. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** B [3] описаны методы криптографических атак на симметричные и ассиметричные
криптосистемы с использованием биоинспирированных методов (алгоритмов муравьиных и пчелиных колоний). В [4,
5] исследована возможность применения методов генетического поиска для реализации криптоанализа блочных крип-
тосистем. Данные задачи криптоанализа в большинстве случаев являются NP-полными и имеют комбинаторную слож-
ность. В связи с этим, как отмечено в [6], основным мотивом для разработок новых алгоритмов решения комбинатор-
ных задач являются возникшие потребности в решении задач большой размерности. В то же время, как отмечено в [7],
недостатком методов эволюционной адаптации и генетических алгоритмов является наличие «слепого» поиска, что в
ряде случаев приводит к увеличению времени поиска, генерации большого количества одинаковых и плохо приспо-
собленных решений и увеличивает вероятность попадания в локальный оптимум. В этом плане представляет интерес
применение эвристических методов, инспирированных природными системами, в которых осуществляется поэтапное
построение решения задачи (то есть добавление нового оптимального частичного решения к уже построенному ча-
стичному оптимальному решению). Одной из последних разработок в области роевого интеллекта является алгоритм
пчел, который довольно успешно используется для нахождения экстремумов сложных многомерных функций [8, 9]. Отметим, что в [8] приводится обзор некоторых публикаций, посвященных применению алгоритмов пчелиных коло-
ний для решения комбинаторных теоретико-графовых задач (задача разбиения графа, раскраска графа, сравнение с
другими биоинспирированными методами), решению задачи размещения, задачи разложения составных чисел на про-
стые сомножители, используемoй при криптоанализе асимметричных алгоритмов. Материалы и методы. В данной работе исследуется возможность параллельной реализации алгоритма пчели-
ных колоний, применение которого для реализации методов криптоанализа (симметричных и асимметричных крипто-
систем) описано ранее в [8–11]. При описании алгоритма криптоанализа воспользуемся методами и терминологией,
используемыми в [6, 8]. Как отмечено в [6, 8], поведение пчелиного роя основано на самоорганизации, обеспечиваю- Вестник Донского государственного технического университета 2017, №1(88), 144-159 щей достижение общих целей роя при двухуровневой стратегии поиска. На первом уровне с помощью пчел-
разведчиков формируется множество перспективных областей-источников. На втором уровне с помощью рабочих
пчел-фуражиров исследуются окрестности данных областей. При этом основная цель колонии пчел найти источник
с максимальным количеством нектара. щей достижение общих целей роя при двухуровневой стратегии поиска. На первом уровне с помощью пчел-
разведчиков формируется множество перспективных областей-источников. На втором уровне с помощью рабочих
пчел-фуражиров исследуются окрестности данных областей. При этом основная цель колонии пчел найти источник
с максимальным количеством нектара. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Положить значение ЦФ R равным малому положительному числу. 4. Сформировать множество nb базовых решений и соответствующее множество базовых позиций Аb = {abi} с
лучшими значениями ЦФ R. 4. Сформировать множество nb базовых решений и соответствующее множество базовых позиций Аb = {abi} с
лучшими значениями ЦФ R. 5. Задание номера агента-фуражира f = 1. 6. Выбор базовой позиции аiАb. 7. Выбор позиции аs(l), расположенной в окрестности базовой позиции аi, не совпадающей с ранее выбранны-
ми на данной итерации позициями, и соответствующего решения (списка Es). 8. Включить позицию аs в множество Оi (где Оi множество позиций, выбранных агентами-фуражирами в
окрестности позиции аi). 9. Для всех вновь включенных позиций рассчитать и поставить им в соответствие решения Es и соответству-
ющие значения ЦФ R. 10. f = f + 1, если f > nf, переход к п. 11, иначе — к п. 6. 11. Сформировать для каждой базовой позиции ai области Di = ai ΥОi. 12. В каждой области Di выбрать лучшую позицию аi* с лучшим значением ЦФ Ri*. *
* 13. Среди всех значений Ri* выбрать лучшее значение R* и соответствующее решение (список позиций Е*). 13. Среди всех значений Ri* выбрать лучшее значение R* и соответствующее решение (список позиций Е*). 14 Если значение R*(l) предпочтительней значения R*(l 1) то сохранить значение R*(l) в противном случае 13. Среди всех значений Ri* выбрать лучшее значение R* и соответствующее решение (список позиций Е*). 14. Если значение R*(l) предпочтительней значения R*(l-1), то сохранить значение R*(l), в противном случае
охраненным остается значение R*(l 1) 13. Среди всех значений Ri выбрать лучшее значение R и соответствующее решение (список позиций Е ). 14. Если значение R*(l) предпочтительней значения R*(l-1), то сохранить значение R*(l), в противном случае
сохраненным остается значение R*(l-1). р
(
)
15. Если l < L (не все итерации пройдены), l = l + 1, переход к п. 16, иначе — к п. 20. 16. Начать формирование множества базовых позиций. Во множество Аb1 включается nb1 лучших позиций,
найденных агентами среди позиций аi* в каждой из областей Di на итерации l-1. 17. Разместить nrl агентов-разведчиков случайным образом в пространстве поиска для выбора nrl позиций в
пространстве поиска. 18. Включить в множество Аb2 nb2 лучших позиций из множества nrl новых позиций, найденных агентами-
разведчиками на итерации l (nb2 + nb1 = nb). 19. Определить множество базовых позиций на итерации l как Аb = Аb1 Υ Аb2. Перейти к п. 5. 20. Конец работы алгоритма. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** На последующих итерациях алгоритма nrl агентов-разведчиков отправляются на поиск новых позиций
(nrl < nr). Множество базовых позиций Аb(l) формируется из двух частей Аb1(l) и Аb2(l), при этом: На последующих итерациях алгоритма nrl агентов-разведчиков отправляются на поиск новых позиций
(nrl < nr). Множество базовых позиций Аb(l) формируется из двух частей Аb1(l) и Аb2(l), при этом: у
р
р
р
р
(nrl < nr). Множество базовых позиций Аb(l) формируется из двух частей Аb1(l) и Аb2(l), при этом: )
( ) ф р
ру
у
( )
( )
р
— часть Аb1(l) содержит nb1 лучших решений а*, найденных в каждой из областей на итерации l-1; (
)
( ) ф р
ру
у
( )
( )
р
— часть Аb1(l) содержит nb1 лучших решений а*, найденных в каждой из областей на итерации — часть Аb2(l) содержит nb2 лучших решений из nrl позиций, найденных пчелами-разведчиками на итерации
l (nb1 + nb2 = nb). — часть Аb2(l) содержит nb2 лучших решений из nrl позиций, найденных пчелами-разведчиками на итерации
l (nb1 + nb2 = nb). Определяется число агентов-фуражиров, отправляемых в окрестности каждой базовой позиции. Каждым
агентом-фуражиром nfi выбирается базовая позиция аi(l), а также позиция аs(l), расположенная в окрестности этой ба-
зовой позиции. Формируются области Di(l). В каждой области Di(l) выбирается лучшая позиция аi* c лучшей оценкой
ЦФ Ri*, и среди оценок Ri* выбирается лучшая R*. Если R*(l) предпочтительней, чем R*(l-1), то соответствующее реше-
ние запоминается, и осуществляется переход к следующей итерации. Таким образом, алгоритм криптоанализа на основе пчелиной колонии, приведенный в [8, 9], можно сформу-
лировать следующим образом. 1. Определить начальные параметры алгоритма: — количество пчел-агентов N; — количество итераций L; — количество агентов-разведчиков nr; — количество агентов-фуражиров nf ; — значение максимального размера окрестности λмакс; — количество базовых позиций nb; — nb1 количество базовых позиций, формируемых из лучших позиций а*, найденных на l-1 ите — nrl количество агентов-разведчиков, выбирающих случайным образом новые позиции на итерациях 2,3,..,L; — nb2 количество базовых позиций, формируемых из nrl новых лучших позиций, найденных агентами-
разведчиками на l итерации. 2. Задать номер итерации l = 1. 2. Задать номер итерации l = 1. 3. Разместить nr агентов-разведчиков случайным образом в пространстве поиска, то есть выбрать произволь-
ным образом nr символов в матрице А. Положить значение ЦФ R равным малому положительному числу. 3. Разместить nr агентов-разведчиков случайным образом в пространстве поиска, то есть выбрать произволь-
ным образом nr символов в матрице А. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Начальными параметрами алгоритма являются значение максимального размера окрестности для поиска λмакс и коли-
чество: — пчел-агентов N, — итераций L, — агентов-разведчиков nr, — агентов-фуражиров nf. фур
р
f
На l = 1 итерации алгоритма nr агентов-разведчиков случайным образом размещаются в пространстве поиска,
то есть выбирается произвольным образом nr символов в матрице А. Значение ЦФ R на начальном этапе полагается
равным малому положительному числу. Далее в соответствии с [6, 12] выбирается nb лучших (базовых) решений, у которых значения ЦФ R не хуже,
чем значения ЦФ у любого другого решения. На начальной итерации этот выбор может быть осуществлен случайным
образом. В пространстве поиска формируется множество базовых позиций Аb = {abi}, соответствующих базовым ре-
шениям. На следующем шаге алгоритма в окрестности каждой базовой позиции направляется заданное число рабочих
пчел (фуражиров), имитирующих поиск нектара [8, 9]. а агентом-фуражиром nfi базовой позиции ai реализуется случайный выбор позиции аs, располо-
λ в границах 1 ≤ λ ≤ λмакс базовой позиции ai. После выбора агентом-фуражиром nfi базовой позиции ai реализуется случайный выбор
женной в окрестности λ в границах 1 ≤ λ ≤ λмакс базовой позиции ai. После выбора агентом-фуражиром nfi базовой позиции ai реализуется случайный выбор позиции аs, располо-
женной в окрестности λ в границах 1 ≤ λ ≤ λмакс базовой позиции ai. Таким образом, каждой пчеле-агенту ставится в соответствие упорядоченный список Es посещенных символов
пространства поиска с определенной для этого списка ЦФ. Данная последовательность ставится в соответствие по-
следнему посещенному пчелой-агентом символу пространства поиска. Таким образом, каждой пчеле-агенту ставится в соответствие упорядоченный список Es посещенных символов
пространства поиска с определенной для этого списка ЦФ. Данная последовательность ставится в соответствие по-
следнему посещенному пчелой-агентом символу пространства поиска. Аналогично [6, 8] вводится понятие области Di, представляющей собой Di = ai Υ Оi, где Оi множество пози-
ций, выбранных агентами-фуражирами в окрестности позиции аi. В каждой области Di выбирается позиция а* с луч- Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний шей оценкой ЦФ Ri* (оценка области Di). Среди всех оценок областей Ri* выбирается лучшая оценка Ri* и соответ-
ствующее решение (список Es). Вариант исходного текста с лучшим значением ЦФ запоминается, и осуществляется
переход к следующей итерации. шей оценкой ЦФ Ri* (оценка области Di). Среди всех оценок областей Ri* выбирается лучшая оценка Ri* и соответ-
ствующее решение (список Es). Вариант исходного текста с лучшим значением ЦФ запоминается, и осуществляется
переход к следующей итерации. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Список Е* вариант исходного текста с лучшим значением ЦФ R*. 20. Конец работы алгоритма. Список Е* вариант исходного текста с лучшим значением ЦФ R*. Пример реализации данного алгоритма криптоанализа приведен в [4]. 20. Конец работы алгоритма. Список Е* вариант исходного текста с лучшим
Пример реализации данного алгоритма криптоанализа приведен в [4]. Пример реализации данного алгоритма криптоанализа приведен в [4]. Пример реализации данного алгоритма криптоанализа приведен в [4]. 2017, №1(88), 144-159 Вестник Донского государственного технического университета ник Донского государственного технического университета 2017, №1(88), 1
Структурная схема данного алгоритма представлена на рис. 1. Сформировать множество nb базовых решений и соответствующее множество базовых пози-
ций Ab = {abi} с лучшими значениями ЦФ R. F = 1 (задание номера агента-
фуражира)
2
Номер итерации
l = 1
Размещение nr агентов-разведчиков случайным образом в пространстве поиска (выбор про-
извольным образом nr символов в матрице А). Определить значение ЦФ R равным малому
положительному числу. Начало
Определение начальных параметров алгоритма: количество пчел-агентов N; количество ите-
раций L; количество агентов-разведчиков nr; количество агентов-фуражиров nf ; значение
максимального размера окрестности макс; количество базовых позиций nb; nb1 — количество
базовых позиций, формируемых из лучших позиций a*, найденных на l-1 итерации; nrl —
количество агентов-разведчиков, выбирающих случайным образом новые позиции на итера-
циях 2,3,..,L; nb2 — количество базовых позиций, формируемых из nrl новых лучших позиций,
найденных агентами-разведчиками на l итерации. Структурная схема данного алгоритма представлена на рис. 1. Начало Определение начальных параметров алгоритма: количество пчел-агентов N; количество ите-
раций L; количество агентов-разведчиков nr; количество агентов-фуражиров nf ; значение
максимального размера окрестности макс; количество базовых позиций nb; nb1 — количество
базовых позиций, формируемых из лучших позиций a*, найденных на l-1 итерации; nrl —
количество агентов-разведчиков, выбирающих случайным образом новые позиции на итера-
циях 2,3,..,L; nb2 — количество базовых позиций, формируемых из nrl новых лучших позиций,
найденных агентами-разведчиками на l итерации. Выбор базовой позиции aiAb
Сформировать множество nb базовых решений и соответствующее множество базовых пози-
ций Ab = {abi} с лучшими значениями ЦФ R. F = 1 (задание номера агента-
фуражира)
2
Номер итерации
l = 1
Размещение nr агентов-разведчиков случайным образом в пространстве поиска (выбор про-
извольным образом nr символов в матрице А). Определить значение ЦФ R равным малому
положительному числу. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Определение начальных параметров алгоритма: количество пчел-агентов N; количество ите-
раций L; количество агентов-разведчиков nr; количество агентов-фуражиров nf ; значение
максимального размера окрестности макс; количество базовых позиций nb; nb1 — количество
базовых позиций, формируемых из лучших позиций a*, найденных на l-1 итерации; nrl —
количество агентов-разведчиков, выбирающих случайным образом новые позиции на итера-
циях 2,3,..,L; nb2 — количество базовых позиций, формируемых из nrl новых лучших позиций,
найденных агентами-разведчиками на l итерации. 1 Номер итерации
l = 1 Размещение nr агентов-разведчиков случайным образом в пространстве поиска (выбор про-
извольным образом nr символов в матрице А). Определить значение ЦФ R равным малому
положительному числу. Сформировать множество nb базовых решений и соответствующее множество базовых поз
ций Ab = {abi} с лучшими значениями ЦФ R. Сформировать множество nb базовых решений и соответствующее м
ций Ab = {abi} с лучшими значениями ЦФ R Выбор базовой позиции aiAb
ций Ab = {abi} с лучшими значениями ЦФ R. F = 1 (задание номера агента-
фуражира)
2
1 F = 1 (задание номера агента-
фуражира) Выбор базовой позиции aiAb Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний
Сохраняется значение R*(l-1)
Сохраняется значение R*(l)
Выбор позиции as (l), расположенной в окрестности базовой позиции ai, не совпадающей с раннее вы-
бранными на данной итерации позициями, и соответствующего решения (списка ES). Включение позиции as в Oi (множество позиций, выбранных агентами-фуражирами в окрестности по-
зиции ai). Формирование для каждой базовой позиции ai области Di = aiΥOi. Выбор в каждый области Di лучшей позиции ai* с лучшим значением ЦФ Ri*. Выбор среди всех значений Ri* лучшего значения R* и соответствующего решения (списка позиций Е*). Определение для всех вновь включенных позиций решения Es и соответствующих значений ЦФ R. Значение R*(l) предпочтительней значе-
ния R*(l-1)
f = f + 1
f > nf
1
Да
Не ор позиции as (l), расположенной в окрестности базовой позиции ai, не совпадающей с раннее вы-
бранными на данной итерации позициями, и соответствующего решения (списка ES). ние позиции as в Oi (множество позиций, выбранных агентами-фуражирами в окрестности по-
зиции ai). Сохраняется значение R*(l-1)
Сохраняется значение R*(l)
3
Формирование для каждой базовой позиции ai области Di = aiΥOi. Выбор в каждый области Di лучшей позиции ai* с лучшим значением ЦФ Ri*. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Выбор среди всех значений Ri* лучшего значения R* и соответствующего решения (списка позиций Е*). Определение для всех вновь включенных позиций решения Es и соответствующих значений ЦФ R. Значение R*(l) предпочтительней значе-
ния R*(l-1)
f = f + 1
f > nf
Да
Не Определение для всех вновь включенных позиций решения Es и соответствующих значений ЦФ R. f > nf Формирование для каждой базовой позиции ai области Di = aiΥOi. Выбор в каждый области Di лучшей позиции ai* с лучшим значением ЦФ Ri*. Выбор в каждый области Di лучшей позиции ai* с лучшим значением ЦФ Ri*. Сохраняется значение R*(l-1)
Сохраняется значение R*(l)
3
Выбор среди всех значений Ri* лучшего значения R* и соответствующего решения (списка позиций Е*). Значение R*(l) предпочтительней значе-
ния R*(l-1)
Да
Не Выбор среди всех значений Ri* лучшего значения R* и соответствующего решения (списка позиций Значение R*(l) предпочтительней значе-
ния R*(l-1) Не Сохраняется значение R*(l-1) Сохраняется значение R*(l) Вестник Донского государственного технического университета 2017, №1(88), 144-159 Рис. 1. Структурная схема криптоанализа на основе алгоритма колонии пчел
Fig. 1. Block scheme of cryptanalysis based on bee colony algorithm
Формирование множества базовых позиций Ab1. Включение в него nb1 лучших позиций, найденных агентами среди
позиций ai* в каждой из областей Di на итерации l-1. Размещение nrl агентов-разведчиков случайным образом в пространстве поиска для выбора nrl позиций в простран-
стве поиска. Включение во множество Ab2 nb2 лучших позиций из множества nrl новых позиций, найденных агентами-
разведчиками на итерации l (nb2 + nb1 = nb). Формирование множества базовых позиций на итерации l как Ab = Ab1 Υ Ab2. 2
3
l = l + 1
l < L
Конец
Список Е* — вариант исходного тек-
ста с лучшим значением ЦФ R* 3
l = l + 1
l < L
Конец
Список Е* — вариант исходного тек-
ста с лучшим значением ЦФ R* Конец
Список Е* — вариант исходного тек-
ста с лучшим значением ЦФ R* Конец
— вариант исходного тек-
шим значением ЦФ R* l < L Формирование множества базовых позиций Ab1. Включение в него nb1 лучших позиций, найденных агентами среди
позиций ai* в каждой из областей Di на итерации l-1. Размещение nrl агентов-разведчиков случайным образом в пространстве поиска для выбора nrl позиций в простран-
стве поиска. Включение во множество Ab2 nb2 лучших позиций из множества nrl новых позиций, найденных агентами-
разведчиками на итерации l (nb2 + nb1 = nb). Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Формирование множества базовых позиций на итерации l как Ab = Ab1 Υ Ab2. 2 Формирование множества базовых позиций Ab1. Включение в него nb1 лучших позиций, найденных агентами среди
позиций ai* в каждой из областей Di на итерации l-1. агентов-разведчиков случайным образом в пространстве поиска для выбора nrl позиций в простран
стве поиска. 2 Как и ранее в [4, 5], в соответствии с данной структурной схемой на глобальном уровне можно отметить сле-
дующие параллельно выполняемые этапы: Как и ранее в [4, 5], в соответствии с данной структурной схемой на глобальном уровне можно отметить сле-
дующие параллельно выполняемые этапы: р
параллельное размещение nr пчел-разведчиков случайным образом в пространстве поиска; — параллельный выбор базовых позиций, позиций, расположенных в их окрестности, получение решений Es и соот-
ветствующих значений ЦФ R каждым агентом-фуражиром; — параллельное формирование областей Di и выбор в них лучших позиций аi* с лучшим значение
б параллельное формирование областей Di и выбор в них лучших позиций аi с лучшим значением ЦФ Ri ;
— параллельное размещение nrl агентов-разведчиков в пространстве поиска для выбора nrl позиций. — параллельное размещение nrl агентов-разведчиков в пространстве поиска для выбора nrl позиций. Таким образом, с учетом данных преобразований структурную схему пчелиного алгоритма можно предста-
вить в виде, показанном на рис. 2. Для упрощения будем предполагать, что:
5 Таким образом, с учетом данных преобразований структурную схему пчелиного алгоритма можно предста-
вить в виде, показанном на рис. 2. Для упрощения будем предполагать, что:
— число агентов-разведчиков nr = 5;
число базовых решений n = 4; — число агентов-разведчиков nr = 5; — число базовых решений nb = 4; — число агентов-фуражиров nf = 5; — nb1 = 2 количество базовых позиций, формируемых из лучших позиций а*, найденных на l-1 итерации;
— nb2 = 2 количество базовых позиций, формируемых из nrl новых лучших позиций, найденных агентами-
разведчиками на l итерации. Чернышев Ю. О. и др. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Разработка и исследование параллельной модели алгоритмов пчелиных колоний р
р
р
р
р
1
Размещение агента-
разведчика 3
5
Размещение агента-
разведчика 2
4
Размещение агента-
разведчика 4
6
Размещение агента-
разведчика 5
7
Размещение агента-
разведчика 1
3
Начало
Определение начальных параметров алгоритма: N; L; nr; nf; макс; nb; nb1;
nri; nb2
1
Номер итерации
l = 1
2
Выбор базовой позиции аген-
том-фуражиром 1, получение
результата E1
8
Выбор базовой позиции агентом-
фуражиром 2, получение резуль-
тата E2
9
Выбор базовой позиции агентом-
фуражиром 5, получение резуль-
тата E5
1
Формирование области D1
и выбор позиции a*1 с лучшим
решением R*1
1
Формирование области D1
и выбор позиции a*2 с лучшим
решением R*2
1
Формирование области D4
и выбор позиции a*4 с лучшим
решением R*4
1
2 Начало Определение начальных параметров алгоритма: N; L; nr; nf; макс; nb; nb
nri; nb2 Выбор базовой позиции аген-
том-фуражиром 1, получение
результата E1
8 Выбор базовой позиции агентом-
фуражиром 5, получение резуль-
тата E5
1 Выбор базовой позиции агентом-
фуражиром 2, получение резуль-
тата E2
9 8 9 Формирование области D1
и выбор позиции a*2 с лучшим
решением R*2
1 Формирование области D4
и выбор позиции a*4 с лучшим
решением R*4
1 Формирование области D1
и выбор позиции a*1 с лучшим
решением R*1
1 2017, №1(88), 144-159 Вестник Донского государственного технического университета Выбор среди всех значений R*i лучшего значения R* и соответствующего решения (списка E*)
17 ор среди всех значений R*i лучшего значения R* и соответствующего решения (списка E*)
17 Рис. 2. Структурная схема криптоанализа на основе алгоритма пчел с учетом параллельно выполняемых этапов
Fig. 2. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Block scheme of cryptanalysis based on bee colony algorithm with account of concurrent stages
Для дальнейшего определения множества независимых операторов, допускающих параллельное выполн
дем как и ранее в [4 5] использовать методы описанные в [13] Для данной структурной схемы показанно
Значение R*(l) предпочтительней
значения R*(l – 1)
18
Сохраняется значение R*(l)
19
Сохраняется значение R*(l – 1)
20
Выбор среди всех значений R i лучшего значения R и соответствующего решения (списка E )
17
l = l + 1
21
l < L
22
Конец
Список E* — вариант исходного
текста с лучшим значением ЦФ
R*
23
Формирование множества позиций Ab1 путем включения nb1 = 2 лучших пози-
Размещение агента-
разведчика 1
25
Размещение агента-
разведчика 3
27
Размещение агента-
разведчика 2
26
Размещение агента-
разведчика 4
28
Размещение агента-
разведчика 5
29
Выбор nb2 = 2 лучших позиций из множества nrl новых позиций, найденных агентами-
разведчиками на итерации l, и формирование множества Ab2
30
Формирование множества базовых позиций на итерации l как Ab1ΥAb2 31
2
24 Значение R*(l) предпочтительней
значения R*(l – 1) 18 Сохраняется значение R*(l – 1)
20 Сохраняется значение R*(l)
19 Конец
Список E* — вариант исходного
текста с лучшим значением ЦФ
R*
23 22 Формирование множества позиций Ab1 путем включения nb1 = 2 лучших пози- 24 Формирование множества позиций Ab1 путем включения nb1 = 2 лучших пози- 24 Рис. 2. Структурная схема криптоанализа на основе алгоритма пчел с учетом параллельно выполняемых этапов
Fig. 2. Block scheme of cryptanalysis based on bee colony algorithm with account of concurrent stages ис. 2. Структурная схема криптоанализа на основе алгоритма пчел с учетом параллельно выполняемых эта
Fig. 2. Block scheme of cryptanalysis based on bee colony algorithm with account of concurrent stages Для дальнейшего определения множества независимых операторов, допускающих параллельное выполнение,
будем, как и ранее в [4, 5], использовать методы, описанные в [13]. Для данной структурной схемы, показанной на
рис. 2, составим информационно-логическую граф-схему G, отобразив в ней связи по управлению (двойная линия) и
по информации (одинарная линия) (рис. 3). На рис. 3 двойной линией отмечены связи 18–19, 18–20 и 22–23, 22–24. Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний Рис 3 Информационно логическая граф схема алгоритма криптоанализа Рис. 3. Информационно-логическая граф-схема алгоритма криптоанализа Рис. 3. Информационно-логическая граф-схема алгоритма криптоанализа Рис. 3. Информационно-логическая граф-схема алгоритма криптоанализа Fig. 3. Information-logical flowgraph of cryptanalysis algorithm Fig. 3. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Information-logical flowgraph of cryptanalysis algorithm Для данного графа введем в рассмотрение матрицу следования S. В соответствии с [13] элемент Sij = *, если
существует связь по управлению, и Sij = 1, если существует связь по информации (рис. 4). 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
2
3
1
1
4
1
1
5
1
1
6
1
1
7
1
1
8
1
1
1
1
1
9
1
1
1
1
1
10
1
1
1
1
1
11
1
1
1
1
1
12
1
1
1
1
1
13
1
1
1
1
1
14
1
1
1
1
1
15
1
1
1
1
1
16
1
1
1
1
1
17
1
1
1
1
18
1
19
*
20
*
21
1
1
22
1
23
*
24
*
25
1
26
1
27
1
28
1
29
1
30
1
1
1
1
1
31
1
Рис. 4. Матрица следования алгоритма пчелиных колоний
Fig. 4. Succession matrix of bee colony algorithm Рис. 4. Матрица следования алгоритма пчелиных колоний
Fig. 4. Succession matrix of bee colony algorithm 2017, №1(88), 144-159 Вестник Донского государственного технического университета Далее, используя алгоритмы, описанные в [13], дополним матрицу S транзитивными связями (рис. 5), обозна-
чив все элементы Sij = 1. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
2
3
1
1
4
1
1
5
1
1
6
1
1
7
1
1
8
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 5. Матрица следования алгоритма пчелиных колоний, дополненная транзитивными связями Рис. 5. Матрица следования алгоритма пчелиных колоний, дополненная транзитивными связями Fig. 5. Succession matrix of bee colony algorithm supplemented with transitive relations Также сформируем симметричную матрицу следования S` (рис. 6) и введем в рассмотрение матрицу L логиче-
ской несовместимости операторов. Данная матрица L очевидным образом будет содержать следующие ненулевые
элементы, соответствующие логически несовместимым операторам:
L(19,20) = L(20,19) = L(23,24) = L(23,25) =...= L(23,31) = L(24,23) = L(25,23) =…= L(31,23) = 1. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1 Чернышев Ю. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Симметричная матрица следования алгоритма пчелиных колоний
Fi 6 S
t i
i
t i
f b
l
l
ith 20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. 6. Симметричная матрица следования алгоритма пчелиных колоний
Fi 6 S
t i
i
t i
f b
l
l
ith Рис. 6. Симметричная матрица следования алгоритма пчелиных колоний Fig.6. Symmetric succession matrix of bee colony algorithm Fig.6. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Symmetric succession matrix of bee colony algorithm
Путем дизъюнктивного сложения этих матриц S` и L получим матрицу независимости M, показанную на рис. 7. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 7. Матрица независимости M алгоритма пчелиных колоний 20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. 6. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 7. Матрица независимости M алгоритма пчелиных колоний
Fig.7. Matrix of independence M of bee colony algorithm Путем дизъюнктивного сложения этих матриц S` и L получим матрицу независимости M, показанную на рис. 7. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. 6. Симметричная матрица следования алгоритма пчелиных колоний
Fig.6. Symmetric succession matrix of bee colony algorithm
Путем дизъюнктивного сложения этих матриц S` и L получим матрицу независимости M, показанную на рис. 7. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 7. Матрица независимости M алгоритма пчелиных колоний
Fig.7. Matrix of independence M of bee colony algorithm 20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
23
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
24
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
25
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
27
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
28
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
29
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
30
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
31
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
Рис. 6. Симметричная матрица следования алгоритма пчелиных колоний
Fig.6. Symmetric succession matrix of bee colony algorithm
Путем дизъюнктивного сложения этих матриц S` и L получим матрицу независимости M, показанную на рис. 7. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 1
2
3
4
5
6
7
8
9
1
0
1
1
1
2
1
3
1
4
1
5
1
6
1
7
1
8
1
9
2
0
2
1
2
2
2
3
2
4
2
5
2
6
2
7
2
8
2
9
3
0
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
3
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
4
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
5
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
6
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
7
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
8
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
9
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
10
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
11
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
12
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
13
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
14
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
15
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
16
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
17
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
18
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
19
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
20
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
21
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
22
1
1
1
1
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Рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 7. Матрица независимости M алгоритма пчелиных колоний
Fig.7. Matrix of independence M of bee colony algorithm Fig.7. Matrix of independence M of bee colony algorithm Результаты исследования. Итак, по данной матрице независимости М можно очевидным образом опреде-
лить множества операторов алгоритма, которые допускают параллельное выполнение. Размерность максимального
внутренне устойчивого множества определяет максимальное число процессоров, используемых для реализации алго-
ритма. Отметим, что теоретические оценки временной сложности алгоритма пчелиных колоний приведены в [12]. В
лучшем случае временная сложность пчелиных алгоритмов Т составляет Т ≈ О (nlgn), в худшем случае Т ≈ О (n3). Как
отмечено в [5], для повышения быстродействия и эффективности алгоритма за счет минимизации времени работы Т
возможна организация процесса распараллеливания как на глобальном уровне (параллельная обработка Р элементов
популяции на n процессорах), так и на локальном (параллельная реализация процесса оценки одного элемента попу- 2017, №1(88), 144-159 Вестник Донского государственного технического университета ляции). Таким образом, для повышения эффективности реализации алгоритма пчелиных колоний на локальном
уровне в соответствии с [4] актуальной является задача: для алгоритма криптоанализа на основе построенного инфор-
мационно-логического графа G и для заданного времени Тзад найти необходимое наименьшее число процессоров од-
нородной вычислительной системы и план выполнения операторов на них. ляции). Таким образом, для повышения эффективности реализации алгоритма пчелиных колоний на локальном
уровне в соответствии с [4] актуальной является задача: для алгоритма криптоанализа на основе построенного инфор-
мационно-логического графа G и для заданного времени Тзад найти необходимое наименьшее число процессоров од-
нородной вычислительной системы и план выполнения операторов на них. Для решения этой задачи, как и ранее, воспользуемся методами, описанными в [13]. При этом в качестве вре-
мени Тзад примем, как и ранее, время Ткр — длину критического пути в информационно-логическом графе G. На пер-
воначальном этапе при рассмотрении однородных вычислительных систем необходимо определение скалярных весов
вершин в информационно-логическом графе, отражающих время выполнения операторов, составляющих схему на
рис. 2. р
Как и в [4, 5], для решения данной задачи воспользуемся методами, изложенными в [13]. Веса операторов, пока-
зывающие время их выполнения и определенные в соответствии с основными правилами анализа программ, описан-
ными [14], приведены на рис. 3. Отметим, что данные веса определены в соответствии с отмеченными выше допуще-
ниями, что nr = 5; nb = 4; nf = 5; nb1 = 2; nb2 = 2, длина обрабатываемой строки текста (аналогично [8]) Т = 5. Легко убе-
диться, что критический путь в графе G Ткр = 35. В предположении, что Тзад = Ткр для представленного на рис. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** 3 ин-
формационно-логического графа и матрицы следования найдем ранние τрi и поздние сроки τпi окончания выполнения
операторов с помощью алгоритмов, представленных в [13]. Ранние сроки: τр1 = 9, τр2 = 1, τр3 = τр4 = τр5 = τр6 = τр7 = 10, τр8 = τр9 = τр10 = τр11 = τр12 = 14, τр13 = τр14 = τр15 = τр16 = 18, τр17 = 22, τр18 = 23,
τр19 = τр20 = 24, τр21 = 25, τр22 = 26, τр23 = 31, τр24 = 28, τр25 = τр26 = τр27 = τр28 = τр29 = 29, τр30 = 31, τр31 = 35. Поздние сроки: τр1 = 9, τр2 = 1, τр3 = τр4 = τр5 = τр6 = τр7 = 10, τр8 = τр9 = τр10 = τр11 = τр12 = 14, τр13 = τр14 = τр15 = τр16 = 18, τр17 = 22, τр18 = 23,
τр19 = τр20 = 24, τр21 = 25, τр22 = 26, τр23 = 31, τр24 = 28, τр25 = τр26 = τр27 = τр28 = τр29 = 29, τр30 = 31, τр31 = 35. Поздние сроки: τп31 = 35, τп30 = 31, τп29 = τп28 = τп27 = τп26 = τп25 = 29, τп24 = 28, τп23 = 35, τп22 = 26, τп21 = 25, τп20 = τп19 = 24, τп18 = 23,
τп17 = 22, τп16 = τп15 = τп14 = τп13 = 18, τп12 = τп11 = τп10 = τп9 = τп8 = 14, τп7 = τп6 = τп5 = τп4 = τп3 = 10, τп2 = τп1 = 9. τп31 = 35, τп30 = 31, τп29 = τп28 = τп27 = τп26 = τп25 = 29, τп24 = 28, τп23 = 35, τп22 = 26, τп21 = 25, τп20 = τп19 = 24, τп18 = 23,
τп17 = 22, τп16 = τп15 = τп14 = τп13 = 18, τп12 = τп11 = τп10 = τп9 = τп8 = 14, τп7 = τп6 = τп5 = τп4 = τп3 = 10, τп2 = τп1 = 9. В соответствии с методикой, описанной в [13], в матрице независимости найдем внутренне устойчивые множе-
ства, представляющие множества взаимно независимых операторов (ВНО). Это множества (1, 2), (3, 4, 5, 6, 7), (8, 9,
10, 11, 12), (13, 14, 15, 16), (25, 26, 27, 28, 29). В соответствии с методикой, описанной в [13], в матрице независимости найдем внутренне устойчивые множе-
ства, представляющие множества взаимно независимых операторов (ВНО). Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Это множества (1, 2), (3, 4, 5, 6, 7), (8, 9,
10, 11, 12), (13, 14, 15, 16), (25, 26, 27, 28, 29). Используя значения τрi и τпi, как и ранее в [4, 5], оценим минимальное число процессоров для выполнения алго-
ритма за время Ткр. Для этого построим диаграммы ранних и поздних сроков окончания выполнения операторов и
найдем такое распределение временных границ операторов для всех ВНО, при котором число используемых процес-
соров (функция n) минимально [13]. Легко убедиться, что у операторов, входящих в данные множества ВНО, ранние и
поздние сроки окончания выполнения равны, поэтому максимальное значение n = 5 имеет место для ВНО (3, 4, 5, 6,
7), ВНО (8, 9, 10, 11, 12), ВНО (25, 26, 27, 28, 29). Таким образом, получена оценка числа процессоров n = 5, позволяющая выполнить алгоритм криптоанализа
на основе метода пчелиных колоний за минимальное время Т = Ткр при отмеченных выше допущениях. Данная оценка
является решением задачи, так как в соответствии с [13] в матрице независимости нет множеств ВНО, содержащих
число операторов r > n. а очевидным образом следует утверждение. Отсюда очевидным образом следует утверждение. Отсюда очевидным образом следует утверждение. Утверждение. При реализации описанного выше параллельного алгоритма криптоанализа на основе метода
пчелиных колоний, представленного информационно-логическим графом G на рис. 3 (в соответствии с технологией
распараллеливания, описанной в [13]), необходимое минимальное число процессоров может быть определено как
max(nr; nf ; nb). При этом общее время реализации алгоритма в общем случае составляет Т = Q × Tкр, Q
р,
где Q — количество итераций (в общем случае не превышающее длину блока текста), Ткр — длина критического пути
в информационно-логическом графе G, определенная в соответствии с правилами анализа программ, описанными в
[14]. Q
р,
где Q — количество итераций (в общем случае не превышающее длину блока текста), Ткр — длина критического пути
в информационно-логическом графе G, определенная в соответствии с правилами анализа программ, описанными в
[14]. ие и заключение. Таким образом, в данной работе: Обсуждение и заключение. Таким образом, в данной работе: Обсуждение и заключение. Таким образом, в данной работе: Обсуждение и заключение. Development and investigation of parallel model of bee colony algorithms for cryptanalysis problem solving*** Таким образом, в данной работе:
— представлено описание алгоритма колонии пчел, используемого для реализации криптоанализа, его структурная
схема; писание алгоритма колонии пчел, используемого для реализации криптоанализа, его структурн новные параллельно выполняемые этапы алгоритма, и на их основе построена информационн
хема алгоритма; — определены основные параллельно выполняемые этапы алгоритма, и на их основе постро
логическая граф-схема алгоритма; новные параллельно выполняемые этапы алгоритма, и на их основе построена информационн
хема алгоритма; — построены матрицы следования и независимости, позволяющие определить основные параллельно выполняемые
операции алгоритма; ;
ка числа процессоров, необходимых для реализации алгоритма. — приведена оценка числа процессоров, необходимых для реализации алгоритма. В качестве заключения может быть представлен вывод, сделанный в публикациях [4, 5, 15, 16]. Основной от-
личительной особенностью применения биоинспирированных методов криптоанализа является возможность исполь-
зования самого алгоритма шифрования (или расшифрования) в качестве целевой функции для оценки пригодности Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний ключа, определенного с помощью генетических операций. Вследствие этого при использовании биоинспирированных
методов криптоанализа процесс определения секретного ключа (например, при криптоанализе 2-го типа) зависит не
столько от сложности шифрующих преобразований, сколько от самого биоинспирированного метода, который должен
обеспечивать достаточное разнообразие генерации ключей. Это свидетельствует об актуальности задачи исследования
возможности применения биоинспирированных алгоритмов для криптоанализа блочных криптосистем. Также следует
заметить, поскольку отличительной особенностью как блочных методов шифрования, так и биоинспирированных ме-
тодов (в частности, генетических алгоритмов), является их внутренний параллелизм [4], то задача разработки алго-
ритма криптоанализа на основе параллельной реализации составляющих этапов является актуальной. ключа, определенного с помощью генетических операций. Вследствие этого при использовании биоинспирированных
методов криптоанализа процесс определения секретного ключа (например, при криптоанализе 2-го типа) зависит не
столько от сложности шифрующих преобразований, сколько от самого биоинспирированного метода, который должен
обеспечивать достаточное разнообразие генерации ключей. Это свидетельствует об актуальности задачи исследования
возможности применения биоинспирированных алгоритмов для криптоанализа блочных криптосистем. Также следует
заметить, поскольку отличительной особенностью как блочных методов шифрования, так и биоинспирированных ме-
тодов (в частности, генетических алгоритмов), является их внутренний параллелизм [4], то задача разработки алго-
ритма криптоанализа на основе параллельной реализации составляющих этапов является актуальной. Библиографический список 1. Криптографические методы и генетические алгоритмы решения задач криптоанализа / Ю. О. Чернышев [и
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В. В. Курейчик, Д. В. Заруба, Д. Ю. Запорожец // Известия ЮФУ. Технические науки. 2015. № 6 (167).
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1554. 11. Чернышев, Ю. О. Применение биоинспирированных методов оптимизации для реализации криптоанализа
классических симметричных и асимметричных криптосистем / Ю. О. Чернышев, А. С. Сергеев, Е. О. Дубров // Си-
стемный анализ в проектировании и управлении : сб. науч. тр. 16-й Междунар. науч.-практ. конф. — Санкт-
Петербург : Изд-во Политехн. ун-та, 2012. — С. 112–122. 11. Чернышев, Ю. О. Применение биоинспирированных методов оптимизации для реализации криптоанализа
классических симметричных и асимметричных криптосистем / Ю. О. Чернышев, А. С. Сергеев, Е. О. Дубров // Си-
стемный анализ в проектировании и управлении : сб. науч. тр. 16-й Междунар. науч.-практ. конф. — Санкт- классических симметричных и асимметричных криптосистем / Ю. О. Чернышев, А. С. Сергеев, Е. О. Дубров // Си-
стемный анализ в проектировании и управлении : сб. науч. тр. 16-й Междунар. науч.-практ. References
1. Chernyshev, Y.O., et al. Kriptograficheskie metody i geneticheskie algoritmy resheniya zadach kriptoanaliza.
[Cryptographic techniques and genetic algorithms for solving cryptanalysis problems.] Krasnodar: FVAS, 2013, 138 p. (in
Russian). References Issledovanie i razrabotka metodov kriptoanaliza shifrov perestano-
vok na osnove bioinspirirovannykh metodov pchelinykh koloniy. [Research and development of cryptanalysis methods of ci-
pher transpositions based on bioinspired bee colony methods.] Sistemnyy analiz v proektirovanii i upravlenii. Chast' 1 : sb. nauch. tr. 17-y Mezhdunar. nauch.-prakt. konf. [System analysis in design and management. Part 1: Coll.of sci.papers 17th Int. Sci.-Pract. Conf.] St. Petersburg: Polytechnic University Publ. House, 2013, pp. 143–150 (in Russian). 9. Chernyshev, Y.O., Sergeev, A.S., Dubrov, E.O. Issledovanie i razrabotka metodov kriptoanaliza shifrov perestano-
vok na osnove bioinspirirovannykh metodov pchelinykh koloniy. [Research and development of cryptanalysis methods of ci-
pher transpositions based on bioinspired bee colony methods.] Sistemnyy analiz v proektirovanii i upravlenii. Chast' 1 : sb. nauch. tr. 17-y Mezhdunar. nauch.-prakt. konf. [System analysis in design and management. Part 1: Coll.of sci.papers 17th Int. Sci.-Pract. Conf.] St. Petersburg: Polytechnic University Publ. House, 2013, pp. 143–150 (in Russian). 10. Sergeev, A.S., et al. Bioinspirirovannye metody kriptoanaliza asimmetrichnykh algoritmov shifrovaniya na os-
nove faktorizatsii sostavnykh chisel. [Cryptanalysis bioinspired methods of asymmetric key on the basis of composite number
factorization.] Vestnik of DSTU, 2011, vol. 11, no. 9 (60), pp. 1544–1554 (in Russian). 10. Sergeev, A.S., et al. Bioinspirirovannye metody kriptoanaliza asimmetrichnykh algoritmov shifrovaniya na os-
nove faktorizatsii sostavnykh chisel. [Cryptanalysis bioinspired methods of asymmetric key on the basis of composite number
factorization.] Vestnik of DSTU, 2011, vol. 11, no. 9 (60), pp. 1544–1554 (in Russian). 11. Chernyshev, Y.O., Sergeev, A.S., Dubrov, E.O. Primenenie bioinspirirovannykh metodov optimizatsii dlya reali-
zatsii kriptoanaliza klassicheskikh simmetrichnykh i asimmetrichnykh kriptosistem. [Application of bioinspired optimization
methods for implementation of cryptanalysis of classical symmetric and asymmetric cryptosystems.] Sistemnyy analiz v proek-
tirovanii i upravlenii : sb. nauch. tr. 16-y Mezhdunar. nauch.-prakt. konf. [System analysis in design and management: Coll.of
sci.papers 16th Int. Sci.-Pract. Conf.] St. Petersburg: Polytechnic University Publ. House, 2012, pp. 112–122 (in Russian). 11. Chernyshev, Y.O., Sergeev, A.S., Dubrov, E.O. Primenenie bioinspirirovannykh metodov optimizatsii dlya reali-
zatsii kriptoanaliza klassicheskikh simmetrichnykh i asimmetrichnykh kriptosistem. [Application of bioinspired optimization
methods for implementation of cryptanalysis of classical symmetric and asymmetric cryptosystems.] Sistemnyy analiz v proek-
tirovanii i upravlenii : sb. nauch. tr. 16-y Mezhdunar. nauch.-prakt. konf. [System analysis in design and management: Coll.of
sci.papers 16th Int. Sci.-Pract. Conf.] St. Petersburg: Polytechnic University Publ. House, 2012, pp. 112–122 (in Russian). 12. Kureichik, V.V., Zhilenkov, M.A. Pchelinyy algoritm dlya resheniya optimizatsionnykh zadach s yavno vyra-
zhennoy tselevoy funktsiey. 2. Kureichik, V.V., Zaruba, D.V., Zaporozhets, D.Y. Algoritm parametricheskoy optimizatsii na osnove modeli
povedeniya roya svetlyachkov. [Parametric optimization algorithm based on the model of glowworm swarm behavior] Izvesti-
ya SFedU. Engineering Sciences. 2015, no. 6 (167), pp. 615 (in Russian). Сдана в редакцию 25.09.2016 Поступила в редакцию 25.09.2016 References 1. Chernyshev, Y.O., et al. Kriptograficheskie metody i geneticheskie algoritmy resheniya zadach kriptoanaliza. [Cryptographic techniques and genetic algorithms for solving cryptanalysis problems.] Krasnodar: FVAS, 2013, 138 p. (in
Russian). Вестник Донского государственного технического университета 2017, №1(88), 144-159 2. Kureichik, V.V., Zaruba, D.V., Zaporozhets, D.Y. Algoritm parametricheskoy optimizatsii na osnove modeli
povedeniya roya svetlyachkov. [Parametric optimization algorithm based on the model of glowworm swarm behavior] Izvesti-
ya SFedU. Engineering Sciences. 2015, no. 6 (167), pp. 615 (in Russian). 3. Chernyshev, Y.O., et al. Bioinspirirovannye algoritmy resheniya zadach kriptoanaliza klassicheskikh i asimmet-
richnykh kriptosistem. [Bioinspired algorithms for solving cryptanalysis problems of classic and asymmetric cryptosystems.]
Krasnodar higher military school named after army general S. M. Shtemenko, 2015, 132 p. (in Russian). 4. Chernyshev, Y.O., et al. Issledovanie vozmozhnosti primeneniya geneticheskikh algoritmov dlya realizatsii kripto-
analiza blochnykh kriptosistem. [Feasibility study of genetic algorithms application for implementation of block cryptosystem
cryptanalysis.] Vestnik of DSTU, 2015, no. 3 (82), pp. 65–72 (in Russian). 5. Chernyshev, Y.O., et al. Issledovanie vozmozhnosti primeneniya metodov evolyutsionnoy optimizatsii dlya reali-
zatsii kriptoanaliza blochnykh metodov shifrovaniya. [Research of possibility of application of evolutionary optimization
methods for realization of cryptanalysis of enciphering block methods.] Izvestiya SPbGETU “LETI”, 2015, no. 10, pp. 32–40
(in Russian). 6. Lebedev, B.K., Lebedev, O.B. Modeli adaptivnogo povedeniya kolonii pchel dlya resheniya zadach na grafakh. [Modeling of an ant colony adaptive behavior by search of the decisions interpreted by trees.] Izvestiya SFedU. Engineering
Sciences. 2012, no. 7, pp. 4249 (in Russian). 6. Lebedev, B.K., Lebedev, O.B. Modeli adaptivnogo povedeniya kolonii pchel dlya resheniya zadach na grafakh. [Modeling of an ant colony adaptive behavior by search of the decisions interpreted by trees.] Izvestiya SFedU. Engineering
Sciences. 2012, no. 7, pp. 4249 (in Russian). 7. Lebedev, O.B. Trassirovka v kanale metodom murav'inoy kolonii. [Chanel routing bases on method of ant colony
optimization.] Izvestiya SFedU. Engineering Sciences. 2009, no. 4, pp. 4652 (in Russian). 7. Lebedev, O.B. Trassirovka v kanale metodom murav'inoy kolonii. [Chanel routing bases on method of ant colony
optimization.] Izvestiya SFedU. Engineering Sciences. 2009, no. 4, pp. 4652 (in Russian). 8. Chernyshev, Y.O., et al. Issledovanie vozmozhnosti primeneniya bionicheskikh metodov pchelinykh koloniy dlya
realizatsii kriptoanaliza klassicheskikh shifrov perestanovok. [Research on applicability of bionic techniques of bee colonies
for implementation of classical transposition cipher cryptanalysis.] Vestnik of DSTU, 2014, vol. 14, no. 1 (76), pp. 62–75 (in
Russian). 9. Chernyshev, Y.O., Sergeev, A.S., Dubrov, E.O. References [Bee algorithms for solving optimization problems with the explicit objective function.] Informa-
tika, vychislitel'naya tekhnika i inzhenernoe obrazovanie, 2015, no. 1 (21), pp. 1–8 (in Russian). 13. Sergeev, A.S. Parallel'noe programmirovanie. [Concurrent programming.] Rostov-on-Don: DSTU Publ. Centre,
2002,77 p. (in Russian). 14. Aho, A.V., Hopkroft, J.E., Ullman, J.D. Struktury dannykh i algoritmy. [Data Structures and Algorithms. ]
Moscow: Williams, 2003, 384 p. (in Russian). 15. Chernyshev, Y.O., et al. Primenenie bioinspirirovannykh metodov optimizatsii dlya realizatsii kriptoanaliza
blochnykh metodov shifrovaniya. [Application of bioinspired optimization methods for implementation of cryptanalysis block
encryption methods.] Rostov-on-Don: DSTU Publ. Centre, 2016, 177 p. (in Russian). 16. Kapustin, S.A., et al. Primenenie metodov evolyutsionnoy optimizatsii dlya realizatsii kriptoanaliza blochnogo
metoda shifrovaniya AES. [Application of evolutionary optimization methods for implementation of cryptanalysis of the block
cryptography technique AES.] Izvestiya SPbGETU “LETI”, 2016, no. 8, pp. 25–40 (in Russian). 16. Kapustin, S.A., et al. Primenenie metodov evolyutsionnoy optimizatsii dlya realizatsii kriptoanaliza blochnogo
metoda shifrovaniya AES. [Application of evolutionary optimization methods for implementation of cryptanalysis of the block
cryptography technique AES.] Izvestiya SPbGETU “LETI”, 2016, no. 8, pp. 25–40 (in Russian). Поступила в редакцию 25.09.2016
Сдана в редакцию 25.09.2016
Запланирована в номер 11.01.2017
Received 25.09.2016
Submitted 25.09.2016
Scheduled in the issue 11.01.2017 Received 25.09.2016
Submitted 25.09.2016
Scheduled in the issue 11.01.2017 Received 25.09.2016
Submitted 25.09.2016
Scheduled in the issue 11.01.2017 Поступила в редакцию 25.09.2016
Сдана в редакцию 25.09.2016
Запланирована в номер 11.01.2017 Запланирована в номер 11.01.2017 Чернышев Ю. О. и др. Разработка и исследование параллельной модели алгоритмов пчелиных колоний Authors: Chernyshev, Yury O., professor of the Production Automa-
tion Department, Don State Technical University (RF, Ros-
tov-on-Don, Gagarin sq., 1), Dr. Sci. (Eng.), professor,
ORCID: http://orcid.org/ 0000-0002-4901-1101,
myvnn@list.ru Чернышев Юрий Олегович, профессор кафедры «Авто-
матизация производственных процессов» Донского госу-
дарственного технического университета (РФ, 344000,
г. Ростов-на-Дону, пл. Гагарина, 1), доктор технических
наук, профессор, ORCID: http://orcid.org/ 0000-0002-4901-
1101, myvnn@list.ru Chernyshev, Yury O., professor of the Production Automa-
tion Department, Don State Technical University (RF, Ros-
tov-on-Don, Gagarin sq., 1), Dr. Sci. (Eng.), professor,
ORCID: http://orcid.org/ 0000-0002-4901-1101,
myvnn@list.ru Чернышев Юрий Олегович, профессор кафедры «Авто-
матизация производственных процессов» Донского госу-
дарственного технического университета (РФ, 344000,
г. Ростов-на-Дону, пл. Гагарина, 1), доктор технических
наук, профессор, ORCID: http://orcid.org/ 0000-0002-4901-
1101, myvnn@list.ru Sergeev, Alexander S., postdoctoral student, Don State
Technical University (RF, 344000, Rostov-on-Don, Gagarin
sq., 1) Cand. Sci. (Eng.), ORCID: http://orcid.org/0000-0001-
6634-2722, sergeev00765@mail.ru Сергеев Александр Сергеевич, докторант Донского
государственного технического университета (РФ,
344000, г. Ростов-на-Дону, пл. Гагарина, 1), кандидат
технических наук, ORCID: http://orcid.org/0000-0001-
6634-2722, sergeev00765@mail.ru Сергеев Александр Сергеевич, докторант Донского
государственного технического университета (РФ,
344000, г. Ростов-на-Дону, пл. Гагарина, 1), кандидат
технических наук, ORCID: http://orcid.org/0000-0001-
6634-2722, sergeev00765@mail.ru Ryazanov, Alexander N., assistant general director, “711
Voenproekt” JSC (RF, Rostov-on-Don, M. Nagibina
Prospekt, 28), ORCID: http://orcid.org/0000-0002-5471-4477,
alexandr_r89@mail.ru Рязанов Александр Николаевич, помощник генераль-
ного директора, Открытого акционерного общества
«711 Военпроект» (РФ, 344038, г. Ростов-на-Дону,
пр. М. Нагибина, 28), ORCID: http://orcid.org/0000-0002-
5471-4477, alexandr_r89@mail.ru Дубров Евгений Олегович, инженер, Федерального
государственного унитарного предприятия «Ростов-
ский-на-Дону научно-исследовательский институт радио-
связи» (РФ, 344038, г. Ростов-на-Дону, ул. Нансена 130),
ORCID: http://orcid.org/0000-0001-8866-4001,
dubrov@spark-mail.ru Dubrov, Evgeny O., engineer, Rostov Scientific Research
Institute for Radiocommunication (RF, Rostov-on-Don, Nan-
sen St., 130), ORCID: http://orcid.org/0000-0001-8866-4001,
dubrov@spark-mail.ru
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Developing and implementing communications strategies: A descriptive model
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South African journal of business management
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Loma A. Hill and A.A. Archer*
University of Stellenbosch Business School, P.O. Box 610, Bellville, 7535 Republic of South Africa Received 2 July 1987 Received 2 July 1987 The world-vi.ide environment. but particularly the South African environment today has created _a growi_ng ne~d
for businesses to communicate effectively with their stakeholders. The number of stakeholders mteractmg with
companies has burgeoned. their demands have become greater and th~ need for change is ~ritical. As _t~~se
pressures increase. the need for companies to communicate effectively will grow._ In So_u~h Africa the poss1~1hty
for misunderstanding is compounded by communication barriers such ~s the soc10-po!1t1cal system. d1, as_ity of
cultures and languages. as well as the many different levels of educatmn. In an environment such as this ~he
need for effective communication is so great that a company can clearly no longer rely on ad hoc. reactive
communications to facilitate the achievement of corporate goals. In order to ensure effective communication a
company needs to have an o,·erall communications strategy which has its roots in corpora~e goa)s and strategies. Developing and implementing communications strategies involves many complex considerations s~ch as the
identification and anal,·sis of stakeholders and their power bases. issues management. corporate image and
culture. crisis communications planning. media planning and dealing with communication barriers. This article
provides a suggested framework for integrating these and other considerations into the development and
implementation of communications strategies. Die wereldwye omgewing. maar veral die omgewing in Suid-Afrika vandag bet ·n groeiende behoefte geskep vir
ondernemings om doeltreffend met hut belangegroepe te kommunikeer. Die behoefte vir vcrandering is
noodsaaklik en ondememings bevind hulself in wisselwerking met ·n toenemende aantal bdangegroepc wat al
hoe groter eise aan hulle stet. Soos hierdie druk toeneem. sat die behoefte vir ondernemings om doeltreffend te
kommunikeer groei. In Suid-Afrika word die moontlikheid van misverstand deur kommunikasiehindernisse
soos die volgende vergroot: die sosio-politieke stelsel. verskeidenheid van kultuurgroepe en tale asook die
verskillende vlakke van opvoeding. In 'n omgewing soos hierdie is die behoefte aan doeltreffende
kommunikasie so groot dat ·n onderneming duidelik nie meer op ad hoc. reaktiewe kommunikasie kan
staatmaak om die bereiking van maatskappydoelstellings te vergemaklik nie. Om docltreffendc kommunikasie
te verseker. moet 'n ondememing 'n algemene kommunikasiestrategie he met maatskappydoelstellings en
-strategiee as grondslag. Die ontwikkeling en implementering van kommunikasiestrategiee behels baie
ingewikkelde oorwegings soos die identifisering en ontleding van belangegroepe en hul magsbasisse. hantering
van vraagpunte. maatskappybeeld en -kultuur. beplanning van krisiskommunikasie. mediabeplanning en die
bantering van kommunikasiehindernisse. Hierdie artikel. Loma A. Hill and A.A. Archer*
University of Stellenbosch Business School, P.O. Box 610, Bellville, 7535 Republic of South Africa bied 'n voorgestelde raamwerk om hierdie en ander
oorwegings te integreer in die ontwikkeling en implementering van kommunikasiestrategiee. • To whom COITespondence should be addressed S.-Afr.Tydskr.Bedryfsl.1988, 19(
Developing and implementing communications strategies: A descriptive model S.-Afr.Tydskr.Bedryfsl.1988, 19(1) 26 Loma A. Hill and A.A. Archer*
University of Stellenbosch Business School, P.O. Box 610, Bellville, 7535 Republic of South Africa The need for communications strategies Communication
is the lubricant that can make it possible for these
changes
to
take
place
in
an
atmosphere
of
understanding. If these non-commercial areas of
business communication, i.e. communication activity not
directly related to promoting the sale of a company's
products or services, are neglected society will tend to
react. And if the reaction is one of protest it can be
seriously disruptive to the income-generating ability of a
company. A positive image is important in recruiting employees,
cultivating employee commitment and morale and
achieving success in the marketplace. Many different messages that in sum result in the
corporate image are communicated through many
sources and channels. A business communicates directly
and indirectly with its stakeholders on various issues. Direct (verbal) communication includes advertising,
promotion campaigns, speeches, press releases, annual
reports, meetings, etc. A business also, however,
communicates indirectly (non-verbally) through its
actions. An overall communications strategy enables the
various departments of a company to develop a cohesive
position and speak with one voice to its many audiences
on issues that are dealt with publicly. It also ensures that
communications accurately reflect corporate actions and
achievements. Communicating effectively with stakeholders is a
problem world-wide, but in South Africa the situation is
compounded by barriers such as the socio-political
system, diversity of cultures and languages, as well as the
many different levels of education and cultural
development. These barriers increase the possiblity for
misunderstanding and conflict. Unless there is an overall communications strategy, it
is likely that some of the messages (verbal and non-
verbal) will not reinforce one another and others may be
contradictory. All of this can result in a blurred or
negative image which can seriously undermine the
credibility of the l:Ompany. For instance, if a company
claims to have the interests of the community at heart in
its social advertising campaign, but is guilty of polluting
the environment, its credibility will be jeapordized. Communicated reputation should not be a fabricated
facade or superficial image. The Human Sciences Research Council reported in its
Investigation into Intergroup Relations (1985) that
ineffective communication and often even a total lack of
communication was one of the major factors causing
conflict to escalate into violence in South Africa. The need for communications strategies The human climate has become a determining factor in
the future of all organizations. Businesses are having to
deal
to an
increasing degree
with
stakeholder
perceptions. This trend has magnified the role of
communication in business enterprises. As the pressure
from stakeholders increases, effective communication
will become increasingly necessary for the survival and
success of a business. While this is true world-wide, it is
particularly pertinent in the rapidly changing South
African environment of today. Little conceptual
discussion or empirical research has, however, been
done in South Africa on this topic. The environment in South Africa today has created a
growing need for businesses to communicate effectively
with their publics. The number of publics or stakeholders interacting
with companies has burgeoned and their relative power
and sophistication have increased dramatically. Business
is having to deal to an increasing degree with issues such
as black resistance to the free enterprise ethic, militance
in labour relations, disinvestment. sanctions and
organized consumerism and environmentalism. Business
success depends to a great extent on whether
stakeholders can be persuaded to support corporate
goals rather than obstruct or actively oppose them. Communication can therefore play an important role in
facilitating the achievement of corporate goals. This article presents a descriptive model for de-
veloping and implementing communications strategies. The three-fold purpose of the model presented in this
article is The three-fold purpose of the model presented in this
article is Furthermore, the demands made by these various
groups upon the business are many and varied. including
the request to assist with social problems such as
education, housing, urban renewal and development,
and equal opportunity. This social role of business is
closely linked with its economic mission. The more
aware a company is of social forces and the more it uses
its influence to push for positive change, the better the • provide management with guidelines for using
communication to facilitate the achievement of
corporate goals and gain a competitive advantage; • promote
strategic
thinking
in
the
field
of
communication; • indicate
how
stakeholder information can
be
integrated into communications strategies. S.Afr.J.Bus.Mgmt.1988,19(1) 27 general business climate will be in the long run. general business climate will be in the long run. Image The demands by stakeholders for business to play an
active role in initiating social and political change in
South Africa have never been greater. Identity An overall communications strategy helps to give a
company a clear and distinctive identity. This is a source
and means of competitive differentiation in strategy
development. Identity is also the source of corporate
culture. Peters & Waterman ( 1982) identified a distinct
corporate culture as one of the features that successful
companies have in common. Reactive communication is less effective than
communication that is used as a strategic tool. When a
business anticipates events and communicates with its
stakeholders before a crisis arises, it will have more
control over its communications than when it uses
communication to react under pressure, i.e. as a tactical
weapon. The need for communications strategies In an environment such as this, the need for effective
communication has become so great that a company can
clearly no longer rely on ad hoc communications with its
various stakeholders on issues affecting business. In
order to ensure effective communication a company
needs to have an overall communications strategy that
organizes and coordinates what, when, how, and if the
company communicates. These are important business
decisions which necessarily tie communication with
strategic management. Effective communication should
have its roots in corporate goals, objectives and
strategies. It is therefore essential that the verbal and non-verbal
messages emanating from the business be carefully
coordinated into an overall communications strategy. Stakeholders An
important
phase
in
the
development
of
communications strategies is the identification of
stakeholders. This enables the company to identify those
audiences that may be important to its business in the
future. By
regularly monitoring the opinion of
stakeholders the company will be alerted to emerging
issues and therefore be in a position to respond to those
issues that may affect it and to develop timely and
effective strategies before the problems become crises. Effective communication is necessarily a two-way
street. It involves listening, seeing and observing as well
as transmitting information. The failure of a business to
understand the nature of the human climate in which it
operates will create a situation in which much of what it
communicates is irrelevant or unintelligible to the target
audiences concerned. The relative deafness and
blindness of a business also means that it is out of touch
with social and political realities. Scanning the
stakeholder environment is therefore an important
phase in the development of communications strategies. Communications network .For those crises that do occur, the company will have an
organized communications network of people who are
familiar with the process of developing communications
strategies and who are ready to respond as a team. Advantages of communications strategies An overall communications strategy can work for a
company in many ways. S.-Afr. Tydskr. Bedryfsl.1988,19(1) 28 typical stakeholders of a company are the shareholders,
employees, customers, suppliers, government, the
general public, the financial community and the media. Stakeholders are therefore the judges of organizational
effectiveness. In order to be effective a company first has
to know who will be judging its effectiveness. In other
words, stakeholders must be identified. The model The various components of the model depicted in Figure
1 will now be discussed. Identifying stakeholders The first step in developing communications strategies is
identifying the potential audiences with whom the
company may need to communicate. This will include all
individuals and groups who influence or may be
influenced by the actions of the business, i.e. the
stakeholders. Given that management has a clear understanding of
corporate goals, objectives, strategies and their scope,
identifying the individuals and groups with which a
company should communicate is largely a question of
determining who is in a position to significantly help or
hinder the achievement of those goals -
in the long as
well as in the short term. The extent to which a company is able to meet the
demands of stakeholders is termed effectiveness. Hofer
& Schendel (1978:2) define effectiveness as the ratio of
outputs produced by an organization to the societal
outputs desired from the organization. Clearly the
societal outputs desired from the organization can only
be judged by those groups or individuals who come into
contact with it, i.e. the company's stakeholders. The Stakeholder analysis The second step in the development of communications
strategies requires an analysis of the stakeholder Identify potential
crises
.. Identify inclivi-
-:J
duals, groups
.I.,
influenced
Identify isue11
Corporate goals,
atrategles 1111d
actions
·~
,I,
AnalJle
Identify atratep:
lltakeholders
H
important to
H
issues
stalteholdera
Identify inclivi-
~ duals, groups who ~
,I\
-1
can influence
,Ji
company
Formulate corpo,
Formulate corpo,
Formulate~
formulate func-
rate communica- H rate communica-
i..,
communic:a- ~ tional communica-
tions goals
tions strategies
tions goals
tion1 strategies
J,
l
J. .I. fonnul ation
formulate corpo-
Formulate corpo,
fonnulate func-
Fonnulate func-
rate communica-
rate communica-
tional communca-
tional communica·
~
tions goals for H tiona strategies for H
tions Fall for H tiona 1trateaY for
each stakeholder
each stakeholder
each stakeholder
each stakeholder
gn,up
gn,up
gn,up
gn,up
,,
Determine media
~
mplemen
,
ltrategy
'
tation
I
Eval
Figure 1 Model of communications strategies Identify potential
crises Corporate goals,
atrategles 1111d
actions Identify inclivi-
duals, groups
influenced Identify isue11
important to
stalteholdera Identify atratep:
issues AnalJle
lltakeholders Identify inclivi-
duals, groups who
can influence
company Eval Figure 1 Model of communications strategies S.Afr.J.Bus.Mgmt.1988, 19(1) 29 environment or human climate within which the business
operates. compatible with stakeholders' value systems. • Cultural factors, for example cultural composition,
behaviour patterns, habits, language, etc. An awareness
of the relationship between culture and communication
as well as an understanding of the differences between
cultures is helpful -
and at times essential -
in
communicating
successfully,
especially
in
the
multicultural South African environment. Lack of
intercultural communication skills is probably one of the
major reasons for ineffective communication between
South African businesses and their stakeholders. In our
complex cultural environment it is essential that cultural
sensitivity and empathy be cultivated. Culture comprises
many elements: language, semantics, religion, values
and attitudes towards time, achievement, wealth, change
and private enterprise all influence how a company's
general
actions
and
communication
efforts
are
interpreted. Every time one of these cultural barriers
must be crossed there is a potential communication
problem. The consequences of environmental threats and
opportunities are largely determined not by a situation
per se , but by how people perceive a situation and how
they respond to it. Although managers are continually
being confronted by issues such as boycotts, product
safety,
personnel
recruitment,
retrenchment
and
productivity, many of these are problems of human
attitude rather than material, tangible practicalities. Stakeholder analysis The
fact is that all major strategic decisions have implications
for stakeholders. The bigger the decision, the larger the
company and the greater the number of stakeholders
that are affected, the more significant the communi-
cations component becomes. In formulating communications strategies, stake-
holder analysis helps management to understand its
audiences and to consider how they will interpret
company
communications. Without
such
analysis
communications decisions will be made in a vacuum; the
message may not be relevant to the interests of the
stakeholders, it may not reach them or it may be
misinterpreted by them. • Micropolitical environment of the stakeholder group,
for example how decisions are made, the basis and
location of power. Macmillan (1978) identifies the
following sources of power: Stakeholders should be analysed on an on-going basis
and not only when problems occur. A company should
not wait until the opinions of stakeholders are suddenly
crucial before undertaking attitude research. It may then
be too late. Regular attitude research enables a company
to detect potential threats before they become crises. The company can then engage in opinion-forming
communications to prevent the crisis from occurring. (i)
Possession of resources. This power arises from the
fact that the stakeholders may refrain from
supplying
the
company
with
much
needed
resources. Skilled workers who resort to strike
action are in a powerful position to assert their
demands for pay increases if the company cannot
employ replacement workers. (ii) Dictation of alternatives (substitutes). A sole
supplier, for example, only has a strong power base
as long as no substitute materials exist. Formal stakeholder analysis takes the formulation of
communications strategies out of the realms of
assumptions and guesswork and provides results which
serve as a benchmark for evaluating the effectiveness of
communications strategies. It provides management
with a more tangible form of data. This data will have to
be gathered from a wide variety of sources -
from
management,
independent
appraisers
and
the
stakeholders themselves. (iii) Authority. Authority is the right to enforce
obedience. The power bases of government and
regulatory bodies are derived from authority. (iv) Influence. An ecological body could for instance
influence politicians to use their power, rooted in
authority, to pass anti-polution legislation. •
Goals, objectives and strategies of stakeholder
groups. Some stakeholder groups are so amorphous that
they do not have cohesive group goals or strategies. Identifying strategic issues Essential stakeholders of the company, i.e. groups or
individuals who are irreplacable, should receive special
attention. These include sole suppliers of goods or
services for which there are no substitutes, key
employees and major customers. Once issues that are important to stakeholders have
been detected, they must be evaluated in terms of the
following dimensions in order to prioritize them: • Impact on the company and industry in the short term
and the long term • Impact on the company and industry in the short term
and the long term A company should also pay particular attention to
stakeholders who occupy judicial positions, for example
government departments and regulatory hodies. Failure
to do this may result in legislative action. • Probability of occurrence • Probable time of impact • Probable behaviour of stakeholders The purpose of this exercise is to narrow down the
number of issues so that the company can concentrate its
communications effort on those issues which, if handled
correctly, can
enhance
the
achievement of the
company's strategic objectives. It is also important to identify special interest groups
such as environmentalists and consumer associations
who have a high degree of exposure and are capable of
imposing legislation via government departments. This allocation of priorities will be influenced by the
kind of business a company is in. For example, a
manufacturer of stoves, refrigerators and television sets
will have consumer protection groups high on his priority
list, while environmental protection groups will be high
on the list of a manufacturer of chemicals or fertilizers. Stakeholder analysis may also reveal a communication
gap between a company and an important stakeholder
group which would indicate that this group should
receive special attention. This allocation of priorities will be influenced by the
kind of business a company is in. For example, a
manufacturer of stoves, refrigerators and television sets
will have consumer protection groups high on his priority
list, while environmental protection groups will be high
on the list of a manufacturer of chemicals or fertilizers. These so-called strategic issues are forthcoming
developments, either inside or outside the company,
which are likely to have an important impact on the
ability of the enterprise to meet its objectives. A
strategic issue may be a welcome issue, i.e. an
opportunity to be grasped in the environment or an
internal strength which can be exploited to advantage. Identifying strategic issues It
can also be an unwelcome external threat, or an internal
weakness which imperils continuing success, and even
the survival of the enterprise (Ansoff, 1980:133). Stakeholder analysis may also reveal a communication
gap between a company and an important stakeholder
group which would indicate that this group should
receive special attention. Corporate goals, objectives and strategies clearly play
a major role in the establishment of strategic issues. An
effective linkage between communications on these
issues and strategic planning is essential to both the
success
of
broader
corporate
strategies
and
communications strategies. Strategic issues should be an
integral
part
of
the
process
of
developing
communications strategies to ensure that stakeholder
issues
are
adequately
addressed
and
that
the
achievement of strategic goals is not jeapordized by any
form of social censure. Table 1 Impact of stakeholders on company success ~
c
... c
<I)
~
~
<I)
-0
<I)
... ~
E
.; ·2
0
<I)
<I)
... .;
;,,-,
E
-~
C
·;;
:I
.c
0
... ... .:,! E
<I)
C. B
0.. <I)
<I)
C
... ;,. C
j:i
~ E
~
E
~
0.. 0
<I)
C
.c
::I
::I
0
0
:::,
l.i:
0
Cl)
UJ
u
Cl)
0.. <.)
Financial returns
I
2
3
3
3
3
Truth in advertising
3
2
2
2
2
3
Environmental pollu-
tion
2
2
2
3
1
3
Product service
3
2
2
3
3
3
Remuneration
2
3
3
2
2
3
Creation of jobs
3
3
3
2
3
I = Critically important to stakeholders; 2
Important to
stakeholders; 3 = Unimportartant to stakeholders stakeholders, the more choices it has in responding to
the issue and the greater probability it has of influencing
the outcome of the issue in its favour by means of
opinion-forming communication. company's
resources
are,
however,
finite
and
management must establish priorities in terms of those
with which it will communicate. This information can be
displayed in grid form. Table 1 is an example of how this
grid may look. Stakeholder analysis Where group goals can be identified it is useful to
analyse them in terms of (I) what the stakeholder group
is trying to accomplish in the long term, (2) what the
stakeholder group is trying to accomplish as regards a
certain issue, and (3) what the linkage is between a
certain issue and the stakeholder's long-term goals. Stakeholders should
not
be
regarded as
one
homogenous mass. Stakeholder analysis will reveal that
they differ in terms of the issues which are important to
them and how they interpret what the company
communicates. In order to better understand stakeholders they should
be analysed according to the following dimensions: • Opinions and attitudes. By regularly measuring the
attitudes, perceptions and opinions of stakeholders,
issues important to them and to the company can be
identified. If the company decides to speak out on these
issues, they will form the content of the company's
communications. It
is
important
that
messages
transmitted by a company have relevance for the
audience at which they are aimed. •
Company information required by stakeholders. What do stakeholders want to know about the company? What information is relevant to their needs? What are
their horizons of interests? This information is important
for determining the content of corporate communi-
cations. • Social values. Social values influence the attitudes
and opinions of people. They direct people to selectively
attend to some goals and to subordinate others. It is
therefore worth the trouble to investigate whether the
people with whom the company deals have different
priorities. Messages transmitted by a company must be Once stakeholders have been analysed in terms of
these dimensions, they must be ranked according to their
potential impact on the company. Given unlimited
communication resources, the audiences with whom a
company could profitably communicate is extensive. A S.-Afr.Tydskr.Bedryfsl.1988,19(1) 30 Table 2 Stakeholders/issues matrix Table 2 Stakeholders/issues matrix Table 1 Impact of stakeholders on company success Table 1 Impact of stakeholders on company success
Very
Not
Vital important Important Helpful applicable
Shareholders
Employees
1,2
Customers
1,2,3
Suppliers
3
Government
3
General public
Financial community
Media
Trade unions
3
1,2
2
2
2,3
1,2
1,2
1,2,3
J = Achievement of corporate goals (objectives) in the short term
2 = Achievement of corporate goals (objectives) over the next five to
ten years
3 = The climate of opinion towards private enterprise Evaluation A company should also avoid being over-selective in
the information it divulges. The credibility of the
company will be enhanced if it has the reputation of
giving a complete account in both good times and bad,
i.e. if it has an open communications climate with
stakeholders. This is the final phase of the model. Periodic evaluation
of communications strategies is
essential
as no
communications strategy is permanent. As a company's
strategies change and as the internal and external
stakeholder
environments
change. so
may
the
communications goals, objectives and strategies. It is
possible that the communications strategies may remain
the same, but that the communication media may need
to change. Identifying issues important to stakeholders The monitoring of stakeholders described in the
previous section is likely to reveal a number of emerging
issues which could impact on the company. These issues
will relate to such aspects as profits, product safety,
service, truth in advertising and promotion. A list of key concerns or issues must be developed for
each stakeholder group. This information can be
displayed in a matrix of stakeholders versus issues. Table
2 is an example of how this matrix may look. The
sooner a company can detect an issue that is important to A scheme which can aid in the identification of 31 Table 3 Probability/Impact grid
Probability of occurrence
Impact
High
Medium
High
Issue
Issue
Issue
Issue
Issue
Issue
Issue
Issue
Issue
Medium
Issue
Issue
Issue
Issue
Issue
Issue
Issue
Issue
Low
Issue
Issue
Issue
Issue
Issue
Low
Issue
Issue Table 3 Probability/Impact grid strategy begins with identifying potential crises. These
would include existing situations or problems which have
the potential to develop into crises; previous crises that
may recur; and crises that have beset similar companies. Once potential crises have been identified, the next
step is to determine who the target audiences of crisis
communications will be. This will include employees
who are directly involved in handling the crisis,
employees who are affected by it, as well as external
stakeholders who may be directly or indirectly affected
by
the crisis. The potential
reactions of these
stakeholders should receive attention during stakeholder
analysis. strategy begins with identifying potential crises. These
would include existing situations or problems which have
the potential to develop into crises; previous crises that
may recur; and crises that have beset similar companies. Once potential crises have been identified, the next
step is to determine who the target audiences of crisis
communications will be. This will include employees
who are directly involved in handling the crisis,
employees who are affected by it, as well as external
stakeholders who may be directly or indirectly affected
by
the crisis. The potential
reactions of these
stakeholders should receive attention during stakeholder
analysis. Formulation Once management has decided on which strategic issues
it needs to communicate with stakeholders, specific
communications goals and stategies must be formulated. This
provides
the
framework
for
all
corporate
communications. Communications goals and strategies
can be formulated at three levels, namely corporate,
functional and stakeholder. Communications strategies
should be consistent with each other and with the overall
corporate strategy in order to enhance credibility. strategic issues is the probability/impact grid (Johnson,
1983:26). The grid, illustrated in Table 3, evaluates
issues which could have a significant impact on the
company according to the probability of occurrence and
level of impact. The high probability/high impact issues
are the strakgic issues which should be given top priority
in the development of communications strategies. Once strategic issues have been identified the
company must decide on which of these it needs to
communicate with stakeholders. This decision is based
on a number of important considerations: Communication~ goals must be written, realistic,
measurable and set in a time frame so that progress can
be monitored and evaluated. • What are the pros and cons of speaking out on a
certain issue? Implementation Once the communications components of strategic issues
have been formalized into communications goals and
strategies, management must decide how to put these
strategies into practice. • Do the actions and strategy of the company support
what it has to say publicly • What are the long-term implications of speaking out
publicly? An important aspect of implementing communications
strategies is deciding on what mix of communication
techniques and media to use. Factors such as the size,
diversity and nature of the target audience, the message
to be communicated and the funds available play a role
in this regard. Although the media decisions are usually
left to communications specialists, management should
be aware of the relative strengths and weaknesses of the
media available. • How will the company respond if it decides not to
speak out publicly? A company cannot afford to speak out on too many
issues. Its expertise and resources would not be
sufficient. It may be unwise for a company to take a public stand
on issues that are very controversial or volatile and pose
a no-win situation. A company, however, communicates
by default just as surely as by design, and if left to chance
the wrong message may get across to stakeholders. Identifying potential crises Crises, by definition, cannot be planned. However, a
company can plan its response to a crisis. The
consequences of not planning crisis communications can
be damaging to all aspects of a company. Many
companies have had to contend with image problems
years after a crisis, simply because of their lack of crisis
communications planning. Research should be carried out at given intervals and
measured against the benchmark research done prior to
implementing the communications strategy in order to
monitor the success of the strategy in terms of the
communications goals. At these evaluation points new
knowledge or information may shape new goals or
reconfirm the original strategy. A coherent approach to crisis communications S.-Afr.Tydskr.Bedryfsl. 1988, 19(1) 32 Conclusion Ansoff. H.J. 1980. Strategic issue management. Strat. Manage.}., vol. 1, 131-148. The need for effective communication in the complex
rapidly changing South African environment of today is
great, and will increase as stakeholder pressure
increases. Unless a company communicates effectively
with its stakeholders, its success will be seriously
jeapordized in the future. Hofer, C.W. & Schendel, D. 1978. Strategy formulation:
analytical concepts. St. Paul: West, 219p. Human Sciences Research Council. 1985. Investigation into
Intergroup Relations. Pretoria: Human Sciences Research
Council. 182p. Effective communication is, however, not easy to
achieve -
it involves many complex considerations. The
framework suggested in this article is an attempt to
integrate these considerations into a model for
developing
and
implementing
communications
strategies. Johnson, J. 1983. Issue management - what are the issues? Bus. Quart., vol. 48, no. 3, 22-31. Macmillan, J.C. 1978. Strategy formulation: political concepts. St. Paul: West, 167p. St. Paul: West, 167p. Peters, T.J. & Waterman, R.H. 1982. In search of excellence. Peters, T.J. & Waterman, R.H. 1982. In search of excellence. New York: Harper & Row. 360p. New York: Harper & Row. 360p.
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Crystal structures of a purple acid phosphatase, representing different steps of this enzyme's catalytic cycle
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BMC structural biology
| 2,008
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cc-by
| 11,662
|
BioMed Central BioMed Central p
Research article
Crystal structures of a purple acid phosphatase, representing
different steps of this enzyme's catalytic cycle
Gerhard Schenk*, Tristan W Elliott, Eleanor Leung, Lyle E Carrington,
Nataša Mitić, Lawrence R Gahan and Luke W Guddat* Address: School of Molecular and Microbial Sciences, The University of Queensland, St. Lucia, QLD 4072, Australia Email: Gerhard Schenk* - schenk@uq.edu.au; Tristan W Elliott - stranman84@hotmail.com; Eleanor Leung - e.leung@uq.edu.au;
Lyle E Carrington - l.carrington@uq.edu.au; Nataša Mitić - n.mitic@uq.edu.au; Lawrence R Gahan - gahan@uq.edu.au;
Luke W Guddat* - luke.guddat@uq.edu.au * Corresponding authors Received: 10 August 2007
Accepted: 31 January 2008 This article is available from: http://www.biomedcentral.com/1472-6807/8/6 © 2008 Schenk et al; licensee BioMed Central Ltd. © 2008 Schenk et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: Purple acid phosphatases belong to the family of binuclear metallohydrolases and
are involved in a multitude of biological functions, ranging from bacterial killing and bone
metabolism in animals to phosphate uptake in plants. Due to its role in bone resorption purple acid
phosphatase has evolved into a promising target for the development of anti-osteoporotic
chemotherapeutics. The design of specific and potent inhibitors for this enzyme is aided by detailed
knowledge of its reaction mechanism. However, despite considerable effort in the last 10 years
various aspects of the basic molecular mechanism of action are still not fully understood. Results: Red kidney bean purple acid phosphatase is a heterovalent enzyme with an Fe(III)Zn(II)
center in the active site. Two new structures with bound sulfate (2.4 Å) and fluoride (2.2 Å) provide
insight into the pre-catalytic phase of its reaction cycle and phosphorolysis. The sulfate-bound
structure illustrates the significance of an extensive hydrogen bonding network in the second
coordination sphere in initial substrate binding and orientation prior to hydrolysis. Importantly,
both metal ions are five-coordinate in this structure, with only one nucleophilic μ-hydroxide
present in the metal-bridging position. The fluoride-bound structure provides visual support for an
activation mechanism for this μ-hydroxide whereby substrate binding induces a shift of this bridging
ligand towards the divalent metal ion, thus increasing its nucleophilicity. Conclusion: In combination with kinetic, crystallographic and spectroscopic data these structures
of red kidney bean purple acid phosphatase facilitate the proposal of a comprehensive eight-step
model for the catalytic mechanism of purple acid phosphatases in general. for functionality but more complex multinuclear metal
clusters also occur. Amongst metalloenzymes binuclear
hydrolases form a diverse family with biological functions
including signal transduction and cell cycle progression,
nucleotide homeostasis and bone metabolism [2-9]. BMC Structural Biology Open Access The structure of the rkbPAP-sulfate complex: a model for
a pre-catalytic complex In this study rkbPAP was co-crystallized with sulfate, and
diffraction data were collected at a resolution (2.4 Å)
which is better than that for any previously determined
plant PAP structure [18,40,41]. The Fe(III) and Zn(II) in
this structure are separated by an average distance of 3.1 Å
(Table 1), similar to that reported for the other rkbPAP
Schematic illustration of the active site of red kidney bean
purple acid phosphatase (rkbPAP), a representative binuclear
metallohydrolase
Figure 1
Schematic illustration of the active site of red kidney bean
purple acid phosphatase (rkbPAP), a representative binuclear
metallohydrolase. In most (if not all) binuclear metallohydro-
lases the binding affinities of the two metal centers vary, with
M1 representing the tight binding site and M2 the lower affin-
ity site [8]. In rkbPAP M1 and M2 are occupied by Fe(III) and
Zn(II), respectively. Combined crystallographic and spectro-
scopic data for PAPs indicate the presence of a bridging
(hydr)oxo group and one terminal water ligand (see text). The presence of a terminal Fe(III)-bound hydroxide is cur-
rently debated with spectroscopic data suggesting its absence
[8], but the crystal structure of rat PAP supporting its pres-
ence [8].
PAPs are active in the pH range between 3.0 and 8.0 and
have been purified and characterized from a number of
mammals and plants [21-28], and PAP-like genes have
been identified in a limited number of microorganisms
[29]. The animal enzymes are 35 kDa monomers with
redox-active Fe(III)-Fe(II/III) centers where only the heter-
ovalent form is catalytically active [30,31]. Proposed bio-
logical roles include iron transport, the generation of
reactive oxygen species and bone resorption [32]. The lat-
ter has made the enzyme a target for the development of
anti-osteoporotic drugs [32,33]. Plant PAPs are 110 kDa
homodimers, containing Fe(III)-Zn(II) or Fe(III)-Mn(II)
centers [21-23,34,35], and a recombinant isoform from
sweet potato has been shown to contain a di-iron center
[36]. http://www.biomedcentral.com/1472-6807/8/6 http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 Members of this group of enzymes have evolved into tar-
gets for the development of chemotherapeutic agents. mammalian PAPs (human, pig, rat) have been deter-
mined [42-45]. Despite low overall sequence homology
between PAPs from animal and plant sources their active
sites are remarkably conserved, with seven invariant metal
ligands (Figure 1) [8,9,18,40-47]. Binuclear metallohydrolases employ variants of the same
basic mechanism to catalyze esterolysis of a large number
of substrates, in some cases under inversion of stereo-
chemistry, and in others without [2,8,10-13]. In the latter
(e.g. alkaline phosphatase [13]) a covalently modified
enzyme intermediate is formed upon nucleophilic attack
by a reactive amino acid residue. In the former a metal
ion-bound water ligand is the proposed nucleophile, but
its precise identity has been subject to debate and may
vary in different enzymes [2-9,12,14-18]. The majority of
binuclear metallohydrolases require the presence of two
metal ions for reactivity, although their precise roles in
catalysis and/or substrate or product binding have also
remained conjectural [2-9,12,14-18]. Note also that some
members of this group of enzymes can operate with a sin-
gle metal ion in the active site (e.g. the amino peptidase
from Aeromonas proteolytica [19], the methionyl ami-
nopetidase from Escherichia coli [19] or the metallo-β-
lactamase from Bacillus cereus [20]. The requirement for
particular metal ions and the coordination environments
of the metal ions may vary significantly amongst mem-
bers of this group of enzymes with di-M(II) centers (where
M = Zn, Mn, Ni, Co) being most prevalent. Heterovalent
centers of the Fe(III)-M(II) form have also been observed
in a group of enzymes termed purple acid phosphatases
(PAPs) [2,8,9]. In this study the structures of the rkbPAP-sulfate and rkb-
PAP-fluoride complexes were determined, providing
insight into what we propose are two crucial steps in its
catalytic mechanism, (i) the pre-catalytic stage, and (ii)
the chemical step. In combination with previously
reported structural, kinetic and spectroscopic data a com-
prehensive model for the reaction mechanism involving
eight steps is proposed. The structure of the rkbPAP-sulfate complex: a model for
a pre-catalytic complex Proposed biological roles for plant PAPs include
phosphate metabolism and the generation of reactive oxy-
gen species [37]. The characteristic purple color is due to
a charge transfer transition between a tyrosine side-chain
and the Fe(III) [38,39].
Background g
At least one-third of enzymes characterized require metal
ions to function. Roles include electron transfer reactions,
oxidations and a plethora of hydrolytic processes [1]. The
majority of these enzymes require one or two metal ions Page 1 of 13
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(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 structures [40,41]. Spherical electron density is observed
2.1 Å from Fe(III) and 2.3 Å from Zn(II) and therefore in
a bridging position (Figure 2a). This group is also within
3.1 Å of the carbonyl oxygen of His323, indicating the for-
mation of a hydrogen bond (Figure 3). We therefore
assign this density to that of a μ-hydroxo group, an inter-
pretation in agreement with a previous study involving
measurements of the magnetization of rkbPAP under cat-
alytically relevant conditions [48]. The Fe(III) is coordi-
nated by a nitrogen atom from the side chain of His325,
oxygen atoms from the side chains of the chromophoric
Tyr167, Asp135, Asp164 (which bridges both metal ions),
and the bridging hydroxide (Figure 2a). These five ligands
coordinate the Fe(III) in a trigonal bipyramidal geometry,
where Asp135, the bridging hydroxide and Tyr167 are
coplanar with Fe(III), and Asp164 and His325 are in axial
positions. Zn(II) is also pentacoordinate, ligated by the
side-chain oxygen atoms of Asp164 and Asn201, the side-
chain nitrogen atoms of His286 and His323 and the μ-
hydroxide. Its geometry can be described as distorted
square pyramidal (Figure 2a). Mechanistically, it is impor-
tant to stress that the μ-hydroxide group is the only water
molecule present in the active site, and given the location
of this group the fitting of a sixth ligand to either metal is
implausible (Figure 2b). The structure of the rkbPAP-fluoride complex: insight into
the chemical step of the hydrolytic reaction
Table 1: Some interatomic distances (Å). Atoms
rkbPAP-sulfate
rkbPAP-fluoride
Fe(III)
Zn(II)
3.1
3.5
Fe(III)
OH-
2.1
-
Zn(II)
OH-
2.3
-
Fe(III)
F-
-
2.5
Zn(II)
F-
-
2.1
OH-
SO42- - O1
2.7
-
OH-
SO42- - O3
2.5
-
F-
Na+
-
2.6
Na+
SO42- - O1
-
2.4
Na+
SO42- - O3
-
2.6
His323 C = O
OH
3.1
-
His323 C = O
F-
-
3.6
Asn201 Nδ2
SO42- - O3
3.2
-
His202 Nε2
SO42- - O1
3.0
2.9
His202 Nε2
SO42- - O2
3.1
-
His295 Nε2
SO42- - O4
3.3
-
His296 Nε2
SO42- - O3
2.9
- Table 1: Some interatomic distances (Å). The pre-catalytic phase of the reaction cycle p
y
p
f
y
The rate of the oxidation of reduced pig PAP by
[Fe(III)(CN)6]3- displays saturation behavior as the con-
centration of the oxidant is increased [56]. The model pro-
posed to explain the observed saturation behavior invokes
an initial rapid formation of an enzyme-[Fe(III)(CN)6]3-
complex, followed by a considerably slower catalytic step. This conclusion was further augmented by measurements
of the rate of phosphate binding to the Fe(III) of pig PAP
using stopped-flow spectroscopy, leading to the sugges-
tion that the substrate is also likely to associate initially
with the enzyme, forming a catalytically non-competent
complex (pre-catalytic complex) [16,56]. It was specu-
lated that interactions between conserved histidine resi-
dues in the active site may be responsible for the
formation of this pre-catalytic complex (His92 and
His195 in pig PAP, corresponding to His202 and His296 http://www.biomedcentral.com/1472-6807/8/6 Atoms
rkbPAP-sulfate
rkbPAP-fluoride
Fe(III)
Zn(II)
3.1
3.5
Fe(III)
OH-
2.1
-
Zn(II)
OH-
2.3
-
Fe(III)
F-
-
2.5
Zn(II)
F-
-
2.1
OH-
SO42- - O1
2.7
-
OH-
SO42- - O3
2.5
-
F-
Na+
-
2.6
Na+
SO42- - O1
-
2.4
Na+
SO42- - O3
-
2.6
His323 C = O
OH
3.1
-
His323 C = O
F-
-
3.6
Asn201 Nδ2
SO42- - O3
3.2
-
His202 Nε2
SO42- - O1
3.0
2.9
His202 Nε2
SO42- - O2
3.1
-
His295 Nε2
SO42- - O4
3.3
-
His296 Nε2
SO42- - O3
2.9
- Table 1: Some interatomic distances (Å). small sphere of electron density is observed between the
two metal ions (Figure 4), in a position similar, but not
identical, to that of the μ-hydroxo in the rkbPAP-sulfate
complex. The center of the bridging electron density in the
rkbPAP-F structure is 2.5 Å and 2.1 Å from Fe(III) and
Zn(II), respectively (Table 1). In contrast, the bridging
electron density in rkbPAP-SO4 is, respectively, 2.1 Å and
2.3 Å from Fe(III) and Zn(II). Thus, the bridging ligand is
shifted 0.2 Å closer to the Zn(II) and 0.4 Å further away
from the Fe(III); its distance to the carbonyl oxygen of
His323 is 3.6 Å, compared to 3.1 Å observed in the rkb-
PAP-SO4 structure (Figure 2). These differences indicate
that fluoride rather than μ-hydroxide acts as the bridging
ligand, as anticipated from kinetic and spectroscopic data
collected for PAPs from pig, human and red kidney bean
[15,49,50], and other binuclear metallohydrolases [51]. Additional electron densities in the second coordination
sphere, close to the fluoride, are tentatively assigned to a
sodium ion and a sulfate ion (see Methods section). The
sodium ion may offset the charge of the metal bridging
fluoride group, and possibly prevents cations (i.e. sulfate,
acetate) from binding to the second coordination sphere. structures [40,41]. Spherical electron density is observed
2.1 Å from Fe(III) and 2.3 Å from Zn(II) and therefore in
a bridging position (Figure 2a). This group is also within
3.1 Å of the carbonyl oxygen of His323, indicating the for-
mation of a hydrogen bond (Figure 3). We therefore
assign this density to that of a μ-hydroxo group, an inter-
pretation in agreement with a previous study involving
measurements of the magnetization of rkbPAP under cat-
alytically relevant conditions [48]. http://www.biomedcentral.com/1472-6807/8/6 The Fe(III) is coordi-
nated by a nitrogen atom from the side chain of His325,
oxygen atoms from the side chains of the chromophoric
Tyr167, Asp135, Asp164 (which bridges both metal ions),
and the bridging hydroxide (Figure 2a). These five ligands
coordinate the Fe(III) in a trigonal bipyramidal geometry,
where Asp135, the bridging hydroxide and Tyr167 are
coplanar with Fe(III), and Asp164 and His325 are in axial
positions. Zn(II) is also pentacoordinate, ligated by the
side-chain oxygen atoms of Asp164 and Asn201, the side-
chain nitrogen atoms of His286 and His323 and the μ-
hydroxide. Its geometry can be described as distorted
square pyramidal (Figure 2a). Mechanistically, it is impor-
tant to stress that the μ-hydroxide group is the only water
molecule present in the active site, and given the location
of this group the fitting of a sixth ligand to either metal is
implausible (Figure 2b). Discussion
h
d
f The study of the reaction mechanism of PAP-catalyzed
hydrolysis has received considerable attention over the
past decade, with much of the focus directed towards the
investigation of individual steps of the catalytic cycle. Var-
ious stages of the mechanism have been subject to debate,
none more so than the identity of the reaction-initiating
nucleophile and the mode of substrate binding
[2,3,8,12,14-18,28,35,49,50,52-55]. In this study, we pro-
vide insight into these two points of contention by com-
bining the obtained structural data with previously
reported spectroscopic, kinetic and crystallographic infor-
mation, and a comprehensive eight-step model for the
reaction cycle is proposed. Schematic
purple acid
metallohyd
Figure 1 Schematic illustration of the active site of red kidney bean
purple acid phosphatase (rkbPAP), a representative binuclear
metallohydrolase. In most (if not all) binuclear metallohydro-
lases the binding affinities of the two metal centers vary, with
M1 representing the tight binding site and M2 the lower affin-
ity site [8]. In rkbPAP M1 and M2 are occupied by Fe(III) and
Zn(II), respectively. Combined crystallographic and spectro-
scopic data for PAPs indicate the presence of a bridging
(hydr)oxo group and one terminal water ligand (see text). The presence of a terminal Fe(III)-bound hydroxide is cur-
rently debated with spectroscopic data suggesting its absence
[8], but the crystal structure of rat PAP supporting its pres-
ence [8]. The crystal structure of the free red kidney bean PAP (rkb-
PAP) and complexes with phosphate (both a reaction
product and substrate analogue) and tungstate (an inhib-
itor) are available [40,41]. In addition, structures of phos-
phate-bound sweet potato PAP [18] and several Page 2 of 13
(page number not for citation purposes) Page 2 of 13
(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 The structure of the rkbPAP-fluoride complex: insight into
the chemical step of the hydrolytic reaction rkbPAP incubated with fluoride crystallized in a different
space group and with different unit cell parameters com-
pared to the sulfate complex (Table 2). Two dimers in the
asymmetric unit are observed yielding four copies of the
active site. In these structures the metal ions are on aver-
age 3.5 Å apart, a distance significantly larger than that
observed in any of the other rkbPAP structures [40,41]. A Page 3 of 13
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(page number not for citation purposes) BMC Structural Biology 2008, 8:6 http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6
http://www.biomedcentral.com/1472-6807/
(a) Stereodiagram of the active site of the rkbPAP-sulfate complex
Figure 2
(a) Stereodiagram of the active site of the rkbPAP-sulfate complex. Fo-Fc electron density for the sulfate group is overlayed. The sulfate group is bound in the second coordination sphere via extensive hydrogen bonding interactions. General legend
Fe(III) is in tan, Zn(II) in grey, carbon in green, oxygen in red, nitrogen in blue and sulphur in orange. Hydrogen bonds and
other contacts are shown as dashed lines. (b) Stereodiagram of the superimposition of the active site of the rkbPAP-sulfate
complex (green) with the active site of the rat PAP-sulfate complex [8] (magenta). In the rkbPAP-sulfate complex the bridg
hydroxide adopts an elevated position, precluding the binding of a terminal water to Fe(III). Both metals in the rkbPAP-sulfa
complex structure are five coordinate. aValues in parentheses are for the outer resolution shells. bRsym = Σh Σi|Ih,i - <Ih>|/Σh Σi Ih,i where Ih,i is the intensity of the ith measurement of reflection h
and <Ih> is the average value over multiple measurements. cRfactor = Σ||Fobs|-|Fcalc||/Σ|Fobs|, where the R-factor is calculated based on the reflections used
in the refinement (90% of the total data) and R-free is calculated using the remaining 10% of the data. dRMSD = root mean square deviation. (a) Stereod
Figure 2 (a) Stereodiagram of the active site of the rkbPAP-sulfate complex
Figure 2
(a) Stereodiagram of the active site of the rkbPAP-sulfate complex. Fo-Fc electron density for the sulfate group is overlayed. The sulfate group is bound in the second coordination sphere via extensive hydrogen bonding interactions. General legend:
Fe(III) is in tan, Zn(II) in grey, carbon in green, oxygen in red, nitrogen in blue and sulphur in orange. Hydrogen bonds and
other contacts are shown as dashed lines. (b) Stereodiagram of the superimposition of the active site of the rkbPAP-sulfate
complex (green) with the active site of the rat PAP-sulfate complex [8] (magenta). In the rkbPAP-sulfate complex the bridging
hydroxide adopts an elevated position, precluding the binding of a terminal water to Fe(III). Both metals in the rkbPAP-sulfate
complex structure are five coordinate. Page 4 of 13
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(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 Hydrogen bond network in the active site of rkbPAP
Figure 3
Hydrogen bond network in the active site of rkbPAP. The
hydrogen bond pattern demonstrates how the initial, pre-
catalytic enzyme-substrate complex may be stabilized. The
protonation state of sulfate at the pH of crystallization (pH
4.0) is SO42-. Residue His295 (indicated by a "*") is the only
amino acid that is not invariant among PAPs from different
sources.
in rkbPAP; Figure 1), but the precise mode of binding for
this complex remained obscure [16]. X-ray crystallogra-
phy is an ideal method to visualize bonding interactions
between a protein and a ligand. However, in order to
study enzyme-substrate interactions suitable substrate
analogues need to be available. A possible candidate
mimic is phosphate. The crystal structure of rkbPAP with
bound phosphate was solved showing that the tetraoxo
anion is coordinating to both metal ions (μ-1,3 bidentate
mode) [41]. However, since hydrolysis requires the coor-
dination of the substrate to the metal center, followed by
a nucleophilic attack by a metal-bound hydroxide [2-
12,14-18,28,35,39], the phosphate-bound rkbPAP struc-
ture is likely to illustrate the product-bound state rather
than providing a mimic for the pre-catalytic substrate-
bound complex. The pH for crystallization was 4.5 [41],
hence phosphate is likely in its monoanionic form. How-
ever, substrates such as para-nitrophenolphosphate
(pNPP) may interact with the enzyme as a dianion [5]. Thus, on the basis of similar charges, sulfate is a more
appropriate mimic for the substrate (pKa2~2). In contrast
to the phosphate-bound rkbPAP structure [41], the sulfate
ion in the active site does not coordinate directly to the
metal ions. Instead it is positioned in the second coordi-
nation sphere, stabilized via an extensive hydrogen bond
network involving His202, His295, His296 and the Zn(II)
ligand Asn201 (Figures 2 and 3). Hydrogen bonds can
also be formed between the μ-hydroxide and two of the
Hydrogen
Figure 3 y
g
g
Hydrogen bond network in the active site of rkbPAP. The
hydrogen bond pattern demonstrates how the initial, pre-
catalytic enzyme-substrate complex may be stabilized. The
protonation state of sulfate at the pH of crystallization (pH
4.0) is SO42-. Residue His295 (indicated by a "*") is the only
amino acid that is not invariant among PAPs from different
sources. Table 2: Data collection and refinement statistics. Table 2: Data collection and refinement statistics. rkbPAP-sulfate
rkbPAP-fluoride
Crystal Parameters
Unit cell lengths (Å)
a = b = 148.03 c = 160.09
a = 85.72 b = 188.45 c = 192.40
Unit cell angle (°)
α = β = γ = 90.0
α = β = γ = 90.0
Space group
I41
P212121
Crystal dimensions (mm)
0.5 × 0.2 × 0.2
0.5 × 0.3 × 0.3
Diffraction Dataa
Temperature (K)
293
100
Resolution Range (Å)
50.0 – 2.40
50.0 – 2.20
Observations (I > 0σ (I))
152,476
425,475
Unique reflections (I > 0σ (I))
55,092
142,147
Completeness (%)
82.0 (52.0)
89.4 (65.1)
Rsymb
0.115 (0.302)
0.075 (0.34)
Refinement
cRfactor
0.1712
0.2237
Rfree
0.2113
0.2543
RMSDd bond lengths (Å)
0.007
0.007
RMSDd bond angles (°)
1.285
1.233
Ramachandran Plot (%)
Most favoured
83.2
83.3
Additionally allowed
15.1
15.1
Generously allowed
1.2
1.2
Disallowed
0.5
0.7
aValues in parentheses are for the outer resolution shells. bRsym = Σh Σi|Ih,i - <Ih>|/Σh Σi Ih,i where Ih,i is the intensity of the ith measurement of reflection h
and <Ih> is the average value over multiple measurements. cRfactor = Σ||Fobs|-|Fcalc||/Σ|Fobs|, where the R-factor is calculated based on the reflections used
in the refinement (90% of the total data) and R-free is calculated using the remaining 10% of the data. dRMSD = root mean square deviation. aValues in parentheses are for the outer resolution shells. bRsym = Σh Σi|Ih,i - <Ih>|/Σh Σi Ih,i where Ih,i is the intensity of the ith measurement of reflection h
and <Ih> is the average value over multiple measurements. cRfactor = Σ||Fobs|-|Fcalc||/Σ|Fobs|, where the R-factor is calculated based on the reflections used
in the refinement (90% of the total data) and R-free is calculated using the remaining 10% of the data. dRMSD = root mean square deviation. Stereodiag
Figure 4 Alter-
natively, it is possible that due to the presence of the sul-
fate group the pKa of the bridging hydroxide is sufficiently
elevated so that at pH 4.0 (crystallization condition) it is
protonated; in this case each of the protons may point
towards one sulfate oxygen atom. At present the two pos-
sibilities cannot be distinguished. The intricacies of the
extended hydrogen bond network are further illustrated
by bi- and trifurcated interactions involving three of the
four oxygen atoms of sulfate and several conserved first
and second coordination sphere residues of rkbPAP (Fig-
ure 3). At pH 4.0 (crystallization condition) sulfate is
expected to enter the active site in its dianionic (SO42-)
form. However, due to its extensive hydrogen bonding
interactions the effective charge of sulfate is lowered,
reducing its electrostatic attraction for the positively
charged metal cluster. Thus, the rkbPAP-sulfate complex
demonstrates, for the first time, how the pre-catalytic
complex predicted from stopped-flow measurements
[16,52,56] may be formed and stabilized in the second
coordination sphere of the enzyme. Note, however, that
in addition to mimicking the pre-catalytic stage the bound
sulfate may also mimic the penultimate phase of catalysis, In the absence of crystallographic data for the complex
between an actual substrate and rkbPAP, in silico docking
has been used to estimate the most likely binding mode
of the leaving group based on the conformation of the sul-
fate group in the proposed pre-catalytic state (Figure 5). Similarly, the binding mode of the leaving group in the
rkbPAP-phosphate complex (which is likely to represent
the product-bound state after hydrolysis, see above) was
also modeled (see Methods section for details), illustrat-
ing the required movement of the substrate in the active
site during catalysis. A sulfate-bound structure has also been reported for rat
PAP [43], with a first coordination sphere geometry simi-
lar to that of rkbPAP (Figure 2b). However, in contrast to
the latter in the rat enzyme SO42- is bound in a monoden-
tate manner to the metal ion at the M2 site (Figure 1) and
is stabilized by hydrogen bonding interactions with
Asn112 (Asn201) and His113 (His202; residues num-
bered in brackets indicate the corresponding residues in
rkbPAP). A similar mode of sulfate coordination has been
observed in the Ser/Thr protein phosphatase from bacteri-
ophage λ (λPP) [57]. Stereodiag
Figure 4 g
p
g
Stereodiagram of the active site of the rkbPAP-fluoride complex. Fo-Fc electron density for the bridge is overlayed. The fluoride
replaces the hydroxide in the bridging position. General legend: Fe(III) is in tan, Zn(II) in grey, sodium in purple, fluoride in cyan,
carbon in green, oxygen in red, nitrogen in blue and sulphur in orange. Hydrogen bonds and other contacts are shown as
dashed lines. where the reaction product phosphate is still bound to the
active site (see below). sulfate oxygens (note that due to its proximity to three
donor oxygens the μ-hydroxide is able to form hydrogen
bond interactions with each of these atoms (Figure 3); the
crystal structure thus displays the averaged hydrogen
bond pattern, evident as a "trifurcated" interaction). Alter-
natively, it is possible that due to the presence of the sul-
fate group the pKa of the bridging hydroxide is sufficiently
elevated so that at pH 4.0 (crystallization condition) it is
protonated; in this case each of the protons may point
towards one sulfate oxygen atom. At present the two pos-
sibilities cannot be distinguished. The intricacies of the
extended hydrogen bond network are further illustrated
by bi- and trifurcated interactions involving three of the
four oxygen atoms of sulfate and several conserved first
and second coordination sphere residues of rkbPAP (Fig-
ure 3). At pH 4.0 (crystallization condition) sulfate is
expected to enter the active site in its dianionic (SO42-)
form. However, due to its extensive hydrogen bonding
interactions the effective charge of sulfate is lowered,
reducing its electrostatic attraction for the positively
charged metal cluster. Thus, the rkbPAP-sulfate complex
demonstrates, for the first time, how the pre-catalytic
complex predicted from stopped-flow measurements
[16,52,56] may be formed and stabilized in the second
coordination sphere of the enzyme. Note, however, that
in addition to mimicking the pre-catalytic stage the bound
sulfate may also mimic the penultimate phase of catalysis, sulfate oxygens (note that due to its proximity to three
donor oxygens the μ-hydroxide is able to form hydrogen
bond interactions with each of these atoms (Figure 3); the
crystal structure thus displays the averaged hydrogen
bond pattern, evident as a "trifurcated" interaction). Hydrogen
Figure 3 Page 5 of 13
(page number not for citation purposes) BMC Structural Biology 2008, 8:6 http://www.biomedcentral.com/1472-6807/8/6 Stereodiagram of the active site of the rkbPAP-fluoride complex
Figure 4
Stereodiagram of the active site of the rkbPAP-fluoride complex. Fo-Fc electron density for the bridge is overlayed. The fluoride
replaces the hydroxide in the bridging position. General legend: Fe(III) is in tan, Zn(II) in grey, sodium in purple, fluoride in cyan,
carbon in green, oxygen in red, nitrogen in blue and sulphur in orange. Hydrogen bonds and other contacts are shown as
dashed lines. Stereodiag
Figure 4 Page 6 of 13
(page number not for citation purposes) Stereodiag
Figure 4 Since kinetic and spectroscopic
experiments with mammalian PAPs indicate that a mon-
odentate coordination of the substrate to site M2 precedes Page 6 of 13
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and on the structure of the phosphate complex (magenta carbons)
Figure 5
Model of substrate (para-nitrophenyl phosphate) binding to rkbPAP based on the sulfate complex (this study; cyan carbons)
and on the structure of the phosphate complex (magenta carbons). The ' symbol represents a residue from the neighboring
subunit. Model of substrate (para nitrophenyl phosphate) binding to rkbPAP based on the sulfate complex (this study; cyan carbons)
and on the structure of the phosphate complex (magenta carbons)
Figure 5
Model of substrate (para-nitrophenyl phosphate) binding to rkbPAP based on the sulfate complex (this study; cyan carbons)
and on the structure of the phosphate complex (magenta carbons). The ' symbol represents a residue from the neighboring
subunit. tive inhibitor with a Ki ~170 μM at pH 4.90 [50]. The
above observation that the bridging hydroxide is the only
nucleophile found in the active site of the rkbPAP-SO4
crystal structure (Figure 2a) leads to the suggestion that
fluoride is able to displace this group, thus forming a μ-
fluoro binuclear center. This interpretation is supported
by the crystal structure of the rkbPAP-fluoride complex
(Figure 4). Importantly, this structure lends credence to an
activation mechanism for the hydrolysis-initiating nucle-
ophile. Previous studies proposed a terminal M1-bound
hydroxide as the most likely candidate as the nucleophile,
and it was suggested that the nucleophilicity of a bridging
hydroxide would be too low to assure efficient reactivity
[12,14,52]. However, the rkbPAP-SO4 structure (see
above) and ENDOR measurements of pig PAP [17] indi-
cate that there is no terminal water ligand at the M1 site in
the resting and pre-catalytic state (Figures 1 and 3). The
latter study [17] suggested that the reduced nucleophilic-
ity of the bridging hydroxide is compensated by an
increased electrophilicity of the substrate when compar-
ing the possibilities of (i) a terminally coordinated nucle-
ophile and terminally coordinated substrate, with (ii) a
bridging nucleophile and bridging substrate. Stereodiag
Figure 4 Further-
more, binding of the substrate decreases the coupling
interaction between the two metal centers, indicating a
lengthening of the metal-metal distance and a concomi-
tant additional increase of the nucleophilicity of the
bridge by effectively shifting it towards the divalent cation
("quasi-monodentate" ligation) [17]. This substrate-
induced shift of the bridging ligand is also illustrated for
fluoride-bound pig PAP by a combination of inhibition
kinetics, resonance Raman, electron paramagnetic reso- hydrolysis [12,14,16,17], the rat PAP and λPP structures
are thus likely to represent the step following the forma-
tion of the pre-catalytic complex (but preceding hydroly-
sis). The different binding modes of sulfate in rat and
rkbPAP may be ascribed to: (1) His216 (His296) in the rat
enzyme being prevented from forming a hydrogen bond
with sulfate due to the presence of a Zn(II) ion (added in
the crystallization buffer); (2) His295 in rkbPAP (Figure
2a) being replaced by Glu215 in rat PAP, thus altering the
chemistry at this site; (3) the μ-hydroxide in the rat PAP
structure being deprotonated under the conditions of
crystallization (pH 7.5); and (4) the di-iron rat enzyme
was likely to be crystallized in its inactive diferric form. Thus, in the rat PAP structure the combination of reduced
hydrogen bonding interactions and increased positive
charge in the metal cluster is likely to increase the electro-
static attraction between the metal center and sulfate,
leading to direct metal ion coordination. Page 7 of 13
(page number not for citation purposes) The chemical step of the catalytic cycle p
y
y
Apart from providing insight into a possible mode of
interaction between substrate and enzyme, the rkbPAP-
sulfate structure also identifies the metal ion-bridging
hydroxide as a candidate nucleophile (Figure 2a). A simi-
lar conclusion was reached using a range of spectroscopic
techniques, including electron-nuclear double resonance
(ENDOR) [17] and X-ray absorption spectroscopy [15]. Fluoride has been shown to inhibit a number of metal-
loenzymes, and in PAPs is able to replace nucleophilic
hydroxides coordinated to the metal ions [15,49-
51,58,59]. Specifically, for rkbPAP fluoride is a competi- Page 7 of 13
(page number not for citation purposes) Page 7 of 13
(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 nance and extended X-ray absorption fine structure spec-
troscopies, which have demonstrated that in the ternary
enzyme-fluoride-substrate complex the fluoride ion is
located closer to the divalent metal ion [15]. Furthermore,
studies involving absorption spectroscopy and (magnetic)
circular dichroism have also indicated that the binding of
substrate analogues to pig PAP decreases the exchange
coupling with an accompanying red-shift of the charge
transfer transition [39]. These observations were inter-
preted in terms of a weakening of the Fe(III)-μ-OH bond. Thus, both μ-fluoride and μ-hydroxide in PAP are affected
in a similar manner when substrate binds to the enzyme. Here, the comparison between the sulfate- and fluoride-
bound rkbPAP structures corroborates this mechanism for
the activation of the bridging nucleophile. The metal-
metal distance in rkbPAP-F is elongated by ~0.4 Å and the
metal ion-bridging ligand is shifted towards M2 and away
from M1 (Table 1). In summary, the combined structural,
spectroscopic and kinetic data support the proposal that
substrate binding triggers the shift of the μ-hydroxide into
a "quasi-terminal" position, thus increasing its nucle-
ophilicity. rangements in the M1 site permit the formation of a μ-1,3
substrate complex (Figure 6c). In support of this hypoth-
esis EPR measurements have indicated that, in fluoride-
inhibited pig PAP, substrates and the reaction product
phosphate bind in a similar metal ion-bridging μ-1,3
mode to the binuclear center [15]. The resulting μ-1,3
phosphate complex, visualized in the structure of oxi-
dized (inactive) pig PAP [42], places the phosphorus atom
in an ideal position for a nucleophilic attack by the μ-
hydroxide moiety (Figure 6c). The proposed structural rearrangements in the M1 site are
likely to be mediated via the hydrogen bond network in
the second coordination sphere. A comprehensive model for the catalytic mechanism A comprehensive model for the catalytic mechanism
Based on all of the available data for PAPs the following
model of a comprehensive mechanism of catalysis
emerges (Figure 6). Monitoring the oxidation (and thus
inactivation) of Fe(III)-Fe(II) pig PAP by [Fe(CN)6]3- has
provided evidence for the formation of a pre-catalytic
complex in the initial phase of the reaction, where the
phosphate group of the substrate does not directly coordi-
nate to the metal ions [16,52,56]. The structure of rkb-
PAP-SO4 demonstrates a plausible model for the pre-
catalytic complex where the substrate mimic, sulfate, is
bound in the second coordination sphere, an arrange-
ment stabilized via an extensive hydrogen bonding net-
work (Figure 3). The bridging μ-hydroxide appears to play
an essential role in the initial binding and orientation of
the substrate (Figure 2a). In this pre-catalytic state both
metal ion sites are five-coordinate with distorted trigonal-
bipyramidal geometry. The only solvent molecule in the
active site is the μ-hydroxide. Since an ENDOR study pro-
vided evidence for the presence of an additional water lig-
and bound terminally to the metal ion in the M2 site in
resting pig PAP (Figure 1) [17], the formation of the pre-
catalytic complex may thus lead to the expulsion of this
labile terminal water ligand (Figure 6a). Nucleophilic attack by the μ-hydroxide and esterolysis of
the substrate (depending on the basicity of the leaving
group these steps may occur in a concerted or sequential
manner [18]) leaves the phosphate bound to the active
site in a tripodal geometry (Figure 6d). This mode of coor-
dination has been observed in the crystal structures of
sweet potato PAP and di-Ni(II) urease, both with bound
phosphate, and di-Mn(II) λPP, with bound sulfate
[18,57,61]. Hydrogen bond interactions with the carbo-
nyl oxygen of the metal ion ligand His323 may stabilize
this tripodal arrangement, at least at low pH [18]. In Fig-
ure 7 the movement required for the phosphate group of
the substrate from initial binding in the pre-catalytic com-
plex to the tripodal arrangement following hydrolysis is
illustrated. At this point it is important to point out that evidence has
recently emerged that suggests that the chemical step may
be affected by both the substrates used in the reaction and
the metal ion composition of the active site [53-55]. The chemical step of the catalytic cycle A related observation has
been made in the mononuclear soybean lipoxygenase-1
where the degree of coordination flexibility mediated via
a hydrogen bond network in the second coordination
sphere directly correlates with the reactivity of this
enzyme [60]. Superposition of the rkbPAP structures with
bound sulfate, fluoride and phosphate demonstrates that
the geometry of the protein ligands in the M2 site and the
position of the M2 metal ion (Zn) are, within experimen-
tal error, fixed. However, for the M1 site in the fluoride
bound structure the metal ion is shifted by up to 0.4 Å
when compared to rkbPAP-SO4 and rkbPAP-PO4 which
then results in compensatory rotations of the side chains
of Tyr167 and His325. Page 8 of 13
(page number not for citation purposes) A comprehensive model for the catalytic mechanism Spe-
cifically, it could be shown that both pig and rkbPAP
hydrolyze both ester bonds in the diester substrate
methyl-pNPP in a processive manner [53]. This observa-
tion is interpreted in terms of an initial monodentate
coordination of the substrate to the M2-site, followed by
a nucleophilic attack by a terminal Fe(III)-bound hydrox-
ide. This process is also observed in reactions catalyzed by The formation of the pre-catalytic complex with the con-
comitant expulsion of the M2 site bound terminal water
ligand generates a vacant coordination position for an
oxygen atom of the phosphate group (monodentate coor-
dination), as exemplified in sulfate-bound structures of
rat PAP and λPP (Figure 6b) [43,57]. Coordination of the
substrate to the M2 site and subsequent structural rear- Page 8 of 13
(page number not for citation purposes) Page 8 of 13
(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 Proposed mechanism of binuclear metallohydrolase-catalyzed esterolysis
Figure 6
Proposed mechanism of binuclear metallohydrolase-catalyzed esterolysis. Following the binding of the substrate in a pre-cata-
lytic complex, structural rearrangements lead to "quasi-monodentate" and bidentate coordination of the μ-hydroxide and
phosphate groups, respectively (a-c). Nucleophilic attack by the μ-hydroxide is followed by the release of the leaving group,
and the active site is returned to its resting state by the exchange of the bound phosphate group by two water molecules (d-h). A terminal M1-bound hydroxide is observed in the structure of rat PAP (b), which appears to be an artefact of crystallization
[46] and is not supported by solution studies on resting PAP [17]. Where available crystallographic pictures of relevant active
site structures are included. (a) rkbPAP-sulfate complex; (b) rat PAP-sulfate complex [43]; (c) pig PAP-phosphate complex [42];
(d) sweet potato PAP-phosphate complex [18] ; (e) rkbPAP-phosphate complex [41]; (h) rkbPAP [40] (the bridging and termi-
nal M2-bound water ligands were modelled based on ENDOR studies [17]).
! A comprehensive model for the catalytic mechanism
"
!
!
!
!
! A comprehensive model for the catalytic mechanism
"
!
!
!
! Proposed
Figure 6 Proposed mechanism of binuclear metallohydrolase catalyzed esterolysis
Figure 6
Proposed mechanism of binuclear metallohydrolase-catalyzed esterolysis. Following the binding of the substrate in a pre-cata-
lytic complex, structural rearrangements lead to "quasi-monodentate" and bidentate coordination of the μ-hydroxide and
phosphate groups, respectively (a-c). Nucleophilic attack by the μ-hydroxide is followed by the release of the leaving group,
and the active site is returned to its resting state by the exchange of the bound phosphate group by two water molecules (d-h). A terminal M1-bound hydroxide is observed in the structure of rat PAP (b), which appears to be an artefact of crystallization
[46] and is not supported by solution studies on resting PAP [17]. Where available crystallographic pictures of relevant active
site structures are included. (a) rkbPAP-sulfate complex; (b) rat PAP-sulfate complex [43]; (c) pig PAP-phosphate complex [42];
(d) sweet potato PAP-phosphate complex [18] ; (e) rkbPAP-phosphate complex [41]; (h) rkbPAP [40] (the bridging and termi-
nal M2-bound water ligands were modelled based on ENDOR studies [17]). The regeneration of the resting form of the enzyme, which
requires the removal of the phosphate from the active site,
is currently not well understood. A plausible sequence
involves the rearrangement of the bound phosphate
group from tripodal (Figure 6d) to μ-1,3 coordination
(Figure 6e) via a rotation around the axis formed by the
two oxygen atoms of phosphate that are terminally coor-
dinated to the metal ions in sites M1 and M2. Although
we are not aware of a precedent where the simultaneous
loss of two Lewis interactions is invoked as part of a cata-
lytic mechanism, the resulting μ-1,3-PO4 complex has
been observed in the structure of rkbPAP, where a μ- a Fe(III)Zn(II) biomimetic of PAPs, where only the termi-
nal hydroxide is sufficiently nucleophilic to induce
hydrolysis [62]. Subsequently, but only in the enzyme-
catalyzed reaction, the bridging hydroxide initiates the
cleavage of the second ester bond of the substrate in a
manner similar to that described in the preceding para-
graph [53]. Since no terminal Fe(III)-bound hydroxide
appears to be present in the resting state of PAPs (see
above) the interaction between the diester substrate and
the enzyme active site may lead to the introduction of an
additional water ligand. The regeneration of the resting form of the enzyme, which
requires the removal of the phosphate from the active site,
is currently not well understood. Page 9 of 13
(page number not for citation purposes) Conclusion hydroxide bridge was also modelled into the active site
although this ligand could not be identified in the 2.7 Å
electron density map [41]. It is speculated that the loss of
strain is a major contributing force to drive the conversion
from a tripodal to a μ-1,3 coordination mode. No experi-
mental data for the subsequent steps in regeneration are
yet available but a possible mechanism is depicted in Fig-
ures 6f–6h. The exchange of the M2-coordinated phos-
phate oxygen atom by water leads to a monodentate, M1-
bound phosphate. Due to geometric constraints the M2-
bound water ligand is likely to form a hydrogen bond
with the phosphate group (Figure 6f), thus facilitating its
deprotonation. The M2-hydroxide then interacts with the
metal ion in the M1 site, thus regenerating the μ-hydrox-
ide bridge, weakening the M1-phosphate bond, and pro-
viding a vacant coordination position for another water
molecule in the M2 site (Figure 6g). The subsequent
release of the phosphate group enables the M1 site to
regain resting state, trigonal-bipyramidal geometry (Fig-
ure 6h). Although the precise details of the phosphate
release mechanism remain unknown it is conceivable that
the anion is shuttled away from the active site via the sec-
ond coordination sphere, where it may interact through
hydrogen bonds with histidine residues in a manner anal-
ogous to that of the substrate in the pre-catalytic complex
(Figure 2a). It appears thus likely that the reversible inter-
actions between the phosphate group and the second
coordination sphere trigger conformational changes that
take place during a catalytic turnover in the active site of
PAPs. By a combination of crystallographic, kinetic and spectro-
scopic data an eight-step model for the reaction mecha-
nism of rkbPAP-catalyzed hydrolysis has been developed. Modifications of this basic mechanism are anticipated
depending on the substrates used. The mechanistic model
developed here may also be relevant for several other
binuclear enzymes from the binuclear metallohydrolase
family. The observed binding mode for sulfate provides a
new lead in the design of metallohydrolase-selective ther-
apeutics. Protein purification and characterization rkbPAP was purified as described previously [21] concen-
trated to 25 mg/mL and stored at 4°C in 0.5 M NaCl. Sam-
ples for crystallization were > 95% pure, as judged by SDS-
PAGE analysis. Metal analysis was carried out using induc-
tively coupled plasma mass spectrometry and indicated
the presence of 1.0 Fe, 0.9 Zn, and trace amounts of Mn
and Cu per active site. Overlay of
[42] and th
Figure 7 y
p
(
g g
yg
),
g g y
(p
)
p g
[
]
p
p
p
[
]
g
Overlay of the rkbPAP-sulfate complex (with the bridging oxygen in red), the bridging hydroxide (pink) as observed in pig PAP
[42] and the phosphate as observed in sweet potato PAP [18]. The image demonstrates a plausible trajectory for the substrate
with the bridging hydroxide as the nucleophile in catalysis. Inversion of configuration around the phosphorous atom is
observed. General legend: Fe(III) is in tan, Zn(II) in grey, carbon in green, oxygen in red, nitrogen in blue, sulphur in orange,
hydrogen in white and phosphorous in magenta. Methods
Materials All reagents were analytical grade and from Sigma. Proposed
Figure 6 A plausible sequence
involves the rearrangement of the bound phosphate
group from tripodal (Figure 6d) to μ-1,3 coordination
(Figure 6e) via a rotation around the axis formed by the
two oxygen atoms of phosphate that are terminally coor-
dinated to the metal ions in sites M1 and M2. Although
we are not aware of a precedent where the simultaneous
loss of two Lewis interactions is invoked as part of a cata-
lytic mechanism, the resulting μ-1,3-PO4 complex has
been observed in the structure of rkbPAP, where a μ- Page 9 of 13
(page number not for citation purposes) Page 9 of 13
(page number not for citation purposes) BMC Structural Biology 2008, 8:6 http://www.biomedcentral.com/1472-6807/8/6 Overlay of the rkbPAP-sulfate complex (with the bridging oxygen in red), the bridging hydroxide (pink) as observed in pig PAP
[42] and the phosphate as observed in sweet potato PAP [18]
Figure 7
Overlay of the rkbPAP-sulfate complex (with the bridging oxygen in red), the bridging hydroxide (pink) as observed in pig PAP
[42] and the phosphate as observed in sweet potato PAP [18]. The image demonstrates a plausible trajectory for the substrate
with the bridging hydroxide as the nucleophile in catalysis. Inversion of configuration around the phosphorous atom is
observed. General legend: Fe(III) is in tan, Zn(II) in grey, carbon in green, oxygen in red, nitrogen in blue, sulphur in orange,
hydrogen in white and phosphorous in magenta. Authors' contributions All authors have read and approved the final version of
the manuscript. GS was responsible for the conceptualiza-
tion of experiments, analysis and interpretation of data,
and drafting and critical review of the manuscript. TWE
carried out protein purification, acquisition and analysis
of data. EL was assisting acquisition and analysis of data. NM was involved in analysis of data and was responsible
for the revision of the manuscript. LEC was involved in
protein purification and acquisition of data. LRG was
involved in conceptualization of experiments, interpreta-
tion of data, and critical review of the manuscript. LWG
was responsible for the conceptualization of experiments,
acquisition, analysis and interpretation of data, and criti-
cal review of the manuscript. Abbreviations ENDOR – electron-nuclear double resonance; λPP – Ser/
Thr protein phosphatase from bacteriophage λ; PAP –
purple acid phosphatase; rkbPAP – red kidney bean pur-
ple acid phosphatase; pNPP – para-nitrophenolphosphate The crystal structures of rkbPAP in the presence of sulfate
or fluoride were determined by molecular replacement
and refined to 2.4 Å with an Rfreevalue of 0.2113 and to
2.2 Å with an Rfree of 0.2543, respectively (Table 2). The
sulfate complex crystallized with one dimer in the asym-
metric unit while the fluoride complex has two such dim-
ers. The overall structures of the polypeptides strongly
resemble those of the previously determined structures of
free rkbPAP and the phosphate and tungstate bound com-
plexes of this enzyme [41] with r.m.s.d. values for all Cα
atoms ranging from 0.2 to 0.3 Å. For the sulfate-bound
structure the asymmetric unit (and final model) consisted
of two polypeptide subunits of 423 residues (9–432), two
Fe(III), two Zn(II), two sulfate groups, eight N-acetyl glu-
cosamine residues and 399 water molecules. The first
eight N-terminal amino acid residues of the polypeptide
in each subunit were not visible. For the fluoride structure
the asymmetric unit (and final model) consisted of four
polypeptide subunits of 423 residues (9–432), four
Fe(III), four Zn(II), four fluoride ions, eight sodium ions,
eight sulfate groups, sixteen N-acetyl glucosamine resi-
dues and 547 water molecules. Within the crystallization
solution, the only other small molecules present at a
detectable concentration are acetate and glycerol. The fit-
ting of these molecules into the electron density occupied
by the sulfate ions was tested but they did not fit the con-
tours as precisely as sulfate. Furthermore, in Fo-Fc differ-
ence maps the electron density at the location of the
sulfate atoms was generally between 7.5–8.0 σ above the
mean, compared to 3.0–4.0 σ above the mean for other Protein crystallization Crystals were grown by vapor diffusion, with hanging
drops consisting of 5 μl of well solution and 5 μl of the
concentrated protein solution. For the sulfate complex,
the well solution for crystallization consisted of 2 M
ammonium sulfate and 0.1 M sodium acetate, pH 4.0. Page 10 of 13
(page number not for citation purposes) Page 10 of 13
(page number not for citation purposes) http://www.biomedcentral.com/1472-6807/8/6 http://www.biomedcentral.com/1472-6807/8/6 BMC Structural Biology 2008, 8:6 Crystals of the fluoride complex were obtained by co-crys-
tallization of rkbPAP in the presence of 50 mM NaF (an
excess of ~550 fold). The well solution for these crystals
consisted of 2.3 M ammonium sulfate and 0.1 M sodium
acetate pH 4.0. No suitable condition for cryoprotection
could be found for the sulfate crystals, therefore data were
obtained at room temperature. The fluoride crystal was
cryoprotected in a solution containing 30% (v/v) glycerol
and 70% (v/v) well solution. nearby atoms which we assign as either oxygen, fluoride
or sodium. The backbone dihedral angles (Ramachandran
plot values) of His 323, Ile 340 and Ala 243 are in disal-
lowed regions in all polypeptides of both complexes. Only His323 is within the active site. In all of the rkbPAP
structures previously determined this residue has similar
dihedral angle values [40,41]. Coordinates and structure
factors have been deposited into the protein databank
with accession numbers 2QFR and 2QFB for rkbPAP-sul-
fate and rkbPAP-fluoride, respectively. All figures were
generated with the progam PyMOL [67]. Diffraction data collection and structural refinement All X-ray data were collected using an Raxis IV++ imaging
plate and an FR-E rotating anode generator operated at a
current of 45 mA and a voltage of 45 kV. The program
Crystalclear 1.3.6 [63] was used for the integration and
scaling of the data. The sulfate and fluoride bound crystals
were not isomorphous with any of the previously deter-
mined structures of rkbPAP or with each other. Therefore,
these structures were solved by molecular replacement in
the program EPMR [64] using the polypeptide coordi-
nates of the rkbPAP-phosphate complex (PDB code 4KBP
[41]). Rounds of refinement and modelling were under-
taken using the programs CNS [65] and O [66], respec-
tively. For in silico docking studies a three dimensional model of
the substrate para-nitrophenyl phosphate was constructed
using Sketcher in Insight2000. The phosphorous and the
oxygen atoms of the substrate were superimposed onto
sulfate in the rkbPAP-sulfate complex or phosphate in the
rkbPAP-phosphate [41] complex. In both dockings the
aromatic ring of para-nitrophenyl phosphate was then
rotated to make optimal contacts with the nearby amino
acids of the enzyme. Acknowledgements g
This work was funded by a grant from the Australian Research Council
(DP0558652). X-ray data were measured using facilities provided by the
University of Queensland Macromolecular X-ray Crystallography Facility. References
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BioMedcentral Publish with BioMed Central and every
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tion. Acta Crystallogr D Biol Crystallogr 1999, 55:1718-1725. 64. Kissinger CR, Gehlhaar DK, Fogel DB: Rapid automated molecu-
lar replacement by evolutionary search. Acta Crystallogr D Biol
Crystallogr. 1999, 55:484-491. Page 13 of 13
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|
https://openalex.org/W2103543093
|
https://uu.diva-portal.org/smash/get/diva2:578633/FULLTEXT01
|
English
| null |
Phosphodiesterase 8B gene polymorphism in women with recurrent miscarriage: A retrospective case control study
|
BMC medical genetics
| 2,012
|
cc-by
| 5,230
|
© 2012 Granfors et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Abstract Background: Recurrent miscarriage affects approximately 1% of all couples. There is a known relation between
hypothyroidism and recurrent miscarriage. Phosphodiesterase 8B (PDE8B) is a regulator of cyclic adenosine
monophosphate (cAMP) with important influence on human thyroid metabolism. Single nucleotide polymorphism
(SNP) rs 4704397 in the PDE8B gene has been shown to be associated with variations in serum Thyroid Stimulating
Hormone (TSH) and thyroxine (T4) levels. The aim of this study was to investigate whether there is an association
between the SNP rs 4704397 in the PDE8B gene and recurrent miscarriage. Methods: The study was designed as a retrospective case control study. 188 cases with recurrent miscarriage were
included and compared with 391 controls who had delivered at least once and with no history of miscarriage or
assisted reproduction. Results: No difference between cases and controls concerning age was found. Bivariate associations between
homozygous A/A (OR 1.57, 95% CI 0.98-2.52) as well as G/G carriers (OR 1.52, 95% CI 1.02-2.25) of SNP rs 4704397 in
PDE8B and recurrent miscarriage were verified (test for trend across all 3 genotypes, p = 0.059). After adjustment for
known confounders such as age, BMI and smoking the association between homozygous A/A (AOR 1.63, 95% CI
1.01 - 2.64, p = 0.045) and G/G (AOR 1.52, 95% CI 1.02 - 2.27, p = 0.039) carriers of SNP rs 4704397 in PDE8B and
recurrent miscarriage remained. Conclusions: Our findings suggest that there is an association between homozygous A/A as well as homozygous
G/G carriers of SNP rs 4704397 in PDE8B and recurrent miscarriage. Keywords: Phosphodiesterase 8B, Recurrent miscarriage, Single nucleotide polymorphism, Thyroid more often occurs despite normal fetal cytogenetic find-
ings, and in 50% of cases the underlying cause remains
unexplained [1,3-5]. Hypothyroidism is a common dis-
ease, with an estimated incidence of 0.3% to 0.5% for
overt and 3% for subclinical hypothyroidism in pregnant
women [1,6-8]. There is a known relation between
hypothyroidism and recurrent miscarriage [1]. Granfors et al. BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Granfors et al. BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Open Access Phosphodiesterase 8B gene polymorphism in
women with recurrent miscarriage:
A retrospective case control study Michaela Granfors1*, Helena Karypidis1,2, Frida Hosseini2, Lottie Skjöldebrand-Sparre2, Anneli Stavreus-Evers1,
Katarina Bremme3, Britth-Marie Landgren4, Inger Sundström-Poromaa1, Anna-Karin Wikström1 and Helena Åkerud1 * Correspondence: michaela.granfors@kbh.uu.se
1Department of Women’s and Children’s Health, Uppsala University, Uppsala,
Sweden
Full list of author information is available at the end of the article Background Recurrent miscarriage affects approximately 1% of all
couples trying to conceive and is defined as three or
more consecutive pregnancy losses before 20 weeks of
amenorrhoea [1,2]. Predisposing factors include mater-
nal age, parental chromosomal aberrations, uterine ab-
normalities, antiphospholipid syndrome, immunological
and thrombophilic disorders, and endocrine diseases
such as hypothyroidism and diabetes mellitus [1]. Unlike
sporadic spontaneous miscarriage, recurrent miscarriage The human phosphodiesterase type 8B (PDE8B) gene
is located at human chromosome 5q14.1 in intron 1 and
encodes a high affinity cyclic adenosine monophosphate
(cAMP) specific nucleotide phosphodiesterase [9-11]. The PDE8B gene is abundantly expressed in the thyroid
but has also been detected in human placenta and ovar-
ies
[9,10,12,13]. Based
on
a
recent
genome-wide Granfors et al. BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Page 2 of 6 women. Since May 31 2007, all women aged 18 and
older attending the second trimester (16–19 weeks of
gestation) routine ultrasound scan at Uppsala University
Hospital have been approached for inclusion in this bio-
bank, and inclusion to our study was ongoing until June
30 2010. In the control group, none had a history of
miscarriage and 74.9% had at least two spontaneous
pregnancies, including the ongoing pregnancy, resulting
in a term (≥37 weeks) birth of a live infant. Beyond that,
the same inclusion and exclusion criteria were applied
for the control group as for the cases. association study, six different single nucleotide poly-
morphisms (SNP) in the PDE8B gene were associated
with increased serum concentrations of thyroid stimulat-
ing hormone (TSH) [14]. The strongest association with
increased TSH levels (although in the normal range) was
reported for one specific SNP in PDE8B, rs 4704397,
which is found in the promoter region of the gene
[14,15]. A recent meta-analysis confirmed the associ-
ation between SNP rs 4704397 in PDE8B and elevated
TSH levels, but also found an association with decreased
levels of free T4, although free T3 levels were normal
[16]. In addition, the association between SNP rs
4704397 in PDE8B and levels of TSH has been con-
firmed in pregnant women, although no association with
free T3 or T4 levels was found [17]. Both cases and controls attended a brief health exam-
ination including measurements of weight and height
and answered standardised questions on reproductive
history. Further, we reviewed the medical records to ob-
tain relevant information on pregnancy outcomes, health
problems and medication. Study population The study was designed as a case–control study. Cases
(n = 188) were recruited from the Department of Obste-
trics and Gynaecology at Uppsala University Hospital,
Karolinska University Hospital, Huddinge University
Hospital and Danderyd University Hospital, Sweden. Eli-
gible cases with a diagnosis of recurrent miscarriage,
defined as three or more verified consecutive miscar-
riages in the first or second trimester of pregnancy
(5–21 completed weeks of gestation), were identified in
the out-patient registers of the participating clinics and
invited to participate in the study. The women were
included between April 29 2009 and June 30 2010. Women with known risk factors for recurrent miscar-
riage, such as systemic lupus erythematosus, diabetes
mellitus
type
1,
severe
thrombophilia
and
major
chromosomal aberrations were not included in the
study. Furthermore, two women with hyperthyroidism
were excluded. Blood sample collection Blood samples were collected in EDTA-containing tubes
and centrifuged at 1500 g for 10 min. Plasma and buffy
coat were separated and stored at −20°C. Background In SNP rs 4704397 of PDE8B an adenine (A) nucleo-
tide is replaced by a guanine (G). The association be-
tween the polymorphism and high levels of TSH and
low free T4 levels, indicating relative hypothyroidism, is
found in homozygous carriers of A/A [16]. Based on
previous results it has been proposed that the SNP rs
4704397 in PDE8B and in particular the presence of A
alleles might induce increased phosphodiesterase activity
in PDE8B, thereby reducing the ability of the thyroid
gland to generate free T4 when stimulated by TSH [14]. Related to this, we hypothesized that homozygous car-
riers of A/A would be at increased risk of recurrent mis-
carriage. The aim of this study was to investigate
whether there is an association between the SNP rs
4704397 in the PDE8B gene and recurrent miscarriage. According to routine clinical procedures, TSH-levels
were analysed in all women when diagnosed with recur-
rent miscarriage. In the case-group, hypothyroidism was
defined as TSH above the current defined upper limit of
the reference range at the different hospitals. Pregnant
controls at high risk for thyroid disease were subjected
to selected TSH screening according to local guidelines
based on international recommendations [6]. This case-
finding procedure was applied in first or early second
trimester of pregnancy, before routine ultrasound scan
and inclusion in the study. The study was approved by the Regional Ethics Com-
mittee of the Medical Faculty of Uppsala University Hos-
pital and the Ethical Committee of the Karolinska
Institutet, Stockholm. Informed consent was obtained
from all women included in the study. SNP-analysis SNP-analysis
Genomic
DNA
was
extracted
from
blood
using
QIAampW DNA Blood Maxi kits (Qiagen, Venlo, the
Netherlands). The samples were genotyped for the SNP
rs4704397 of PDE8B, using the TaqManW SNP Genotyp-
ing Assay (Applied Biosystems, Foster City, CA, USA). Briefly, PCR reactions were performed in a 96 well plate
in a total volume of 25 μl for each reaction. Each reac-
tion consisted of 1x TaqMan Universal PCR Master Mix
(PCR buffer, ROX passive reference dye, dNTPs and
AmpliTaq Gold polymerase), 1x SNP Genotyping Assay
(sequence-specific forward and reverse primers to amp-
lify the polymorphic sequence of interest, i.e. HRG exon
5, TaqManW MGB probes labelled with VIC Wdye to de-
tect allele 1 sequence and with FAM™to detect allele 2 The control subjects (n=391) were matched for age at
first planned pregnancy and were randomly chosen from
the Uppsala University Hospital biobank of pregnant Granfors et al. BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Page 3 of 6 Table 2a Demographic data and clinical characteristics of
the study population according to the SNP rs 4704397
genotype
A/A
A/G
G/G
(n = 110)
(n = 266)
(n = 203)
Age, years
29.9 ± 5.1
30.5 ± 6.0
29.6 ± 5.8
BMI at first antenatal visit, kg/m2
23.6 ± 4.2
24.5 ± 4.4
24.1 ± 4.3
Smokers, n (%)
16 (14.5%)
31 (11.7%)
29 (14.3%)
Values are mean ± standard deviation. No significant differences between the
groups exist. Table 2a Demographic data and clinical characteristics of
the study population according to the SNP rs 4704397
genotype sequence) and 10 ng of genomic DNA. Cycling conditions
were initiated for 10 min at 95°C, followed by 40 cycles
of 15s at 92°C and 1 minute at 60°C. Real time fluores-
cence detection was performed. The Sequence Detection
System (SDS) Software (Applied Biosystems) was used to
plot fluorescence (Rn) values based on the signals from
each well. The plotted fluorescence signals indicated
which alleles were present in each sample. Results Background characteristics and genotyping of PDE8B
Demographic data and clinical characteristics for cases
and controls are shown in Table 1. There were no
differences between cases and controls concerning age
(p = 0.99). As expected, BMI was higher (p=0.033) and
smoking (18.7% vs. 10.7%, p =0.015) and hypothyroidism
(8.5% vs. 3.1%, p = 0.006) were more common in women
with recurrent miscarriage. Genotype and risk of recurrent miscarriage A bivariate analysis was performed including all known
confounders. Based on the finding (Table 2b) that homo-
zygous A/A and G/G carriers seemed to be more com-
mon in women with recurrent miscarriage, heterozygous
A/G carriers were chosen as reference group in the
logistic regression analyses. Bivariate associations be-
tween homozygous A/A as well as G/G carriers of SNP
rs 4704397 in PDE8B and recurrent miscarriage were
verified and a test for trend across all 3 genotypes was
performed (Table 4). After adjustment for known con-
founders such as age, BMI and smoking, the association
between homozygous A/A (AOR 1.63, 95% CI 1.01 -
2.64, p = 0.045) and G/G (AOR 1.52, 95% CI 1.02 - 2.27,
p = 0.039) carriers of SNP rs 4704397 in PDE8B and re-
current miscarriage remained. Statistics Demographic and clinical characteristics were compared
between cases and controls or genotype groups using
t-test and Chi-square tests. ANOVA was used for conti-
nous variables. Adjusted odds ratios (AOR) for recurrent
miscarriage were calculated in multivariate regression
analyses using the following variables: maternal age as
completed years at the first pregnancy or first miscar-
riage, body mass index (BMI, kg/m2) defined as BMI
recorded at inclusion (cases) or BMI at first antenatal
visit
(controls),
smoking
during pregnancy
(yes/no)
defined as smoker during ≥1 pregnancy ending with
miscarriage (cases) or smoker at first visit to the prenatal
centre in gestational week 10 (controls), and genotype
(A/G as reference). Only variables with possible associ-
ation with each outcome (p < 0.25) in the bivariate ana-
lyses were entered into the final model. All significance
tests were two-tailed. P-values < 0.05 were considered as
statistically significant. All statistical analyses were per-
formed using SPSS 16.0 for Windows software pack
(SPSS, Chicago, IL). Among the 579 genotyped women, 110 (19.0%) were
homozygous carriers of A/A, 266 (45.9%) were heterozy-
gous carriers (A/G) and 203 (35.1%) were homozygous
carriers of G/G (Table 2a). Homozygous A/A and G/G
carriers, compared to heterozygous carriers, were more
common among women with recurrent miscarriage
(Table 2b). Homozygous and heterozygous carriers were
in accordance with the Hardy Weinberg equilibrium. Discussion PDE8B is known to be abundantly expressed in the thy-
roid
and
is
of
importance
for
thyroid
function
[9,12,13,15]. Increased levels of TSH have previously
been shown in homozygous A/A carriers of SNP rs
4704397 in PDE8B and we hypothesized that there
might be an association between A allele carriers and
recurrent miscarriage. In our study, associations between Table 1 Demographic data and clinical characteristics of
the study population Table 1 Demographic data and clinical characteristics of
the study population
Cases (n = 188)
Controls (n = 391)
p-value
Age, years
30.1 ± 5.8
30.1 ± 5.8
0.989
BMI, kg/m2
24.7 ± 4.8
23.9 ± 4.0
0.031
Smokers, n (%)
34 (18.1%)
42 (10.7%)
0.015
Hypothyroidism, n (%)
16 (8.5%)
12 (3.1%)
0.006
Values are mean ± standard deviation; n, numbers of women; BMI, body mass
index: BMI at inclusion (cases), BMI at first antenatal visit (controls); Smokers:
smoker during ≥1 pregnancy ending with miscarriage (cases), smoker at first
visit to the prenatal center in gestational week 10 (controls); Hypothyroidism:
elevated serum TSH-levels according to local laboratory limits. Table 2b Distribution of SNP rs 4704397 genotype
among controls and cases
Controls (n=391)
Recurrent miscarriage (cases, n=188)
All
Hypothyroidism
A/A
69 (17.6%)
41 (21.8%)
3 (18.8%)
A/G
193 (49.4%)
73 (38.8%)
4 (25.0%)
G/G
129 (33.0%)
74 (39.4%)
9 (56.2%) Table 2b Distribution of SNP rs 4704397 genotype
among controls and cases Table 2b Distribution of SNP rs 4704397 genotype
among controls and cases Granfors et al. BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Page 4 of 6 Page 4 of 6 homozygous A/A as well as homozygous G/G carriers of
SNP rs 4704397 in PDE8B and recurrent miscarriage
were found. prevalence of hypothyroidism in G/G carriers did not
differ from that of A/G carriers in our study population
(Table 2a). It is very likely that another mediator is
underlying this association. It has been shown that deranged levels of TSH in
serum are related to inheritable factors in 65% of cases
[18,19]. According to a genome-wide association scan in
a Sardinian population, the specific SNP rs 4704397 in
PDE8B has a strong association with increased levels of
TSH and explains 2.3% of the variance in TSH. Each
copy of the A allele was associated with an average in-
crease of 0.13 μIU/ml in TSH serum concentrations
[14]. Moreover, it is noteworthy that G/G carriers were
more common among hypothyroid women with recur-
rent miscarriage, compared to both controls and all
cases (Table 2b). Thus, concerning recurrent miscar-
riage, it seems to be a disadvantageous combination to
be G/G carrier and to suffer from hypothyroidism. How-
ever, it is important to remember that the number of
women with hypothyroidism is quite small in this
material. Limitingly, as the study population was evaluated at
clinics with different reference ranges for TSH analyses,
and serum was not stored at time of diagnosis, TSH
levels were unavailable for further analysis. Thus, we
were not able to draw conclusions about whether the
increased risk of recurrent miscarriage in homozygous
A/A carriers in our material was mediated through rela-
tively increased TSH levels. However, the prevalence of
hypothyroidism was slightly, but not enough to be statis-
tically significant, greater in homozygous A/A than in G
allele carriers. The importance of PDE8B in the placenta and human
ovaries is unknown, but the relevance of phoshodies-
terases (PDE) in human reproduction has been discussed
[10,13]. The mechanisms that regulate oocyte maturation
in vivo and in vitro are still not well understood but the
second
messenger,
cyclic
adenosine
mono-phosphate
(cAMP), plays a critical role in maintaining the oocytes at
meiotic arrest in the diplotene stage of the first meiotic
prophase [22]. Conclusions Our findings suggest that there is an association between
homozygous A/A as well as homozygous G/G carriers of
SNP rs 4704397 in PDE8B and recurrent miscarriage. 9. Hayashi M, Matsushima K, Ohashi H, Tsunoda H, Murase S, Kawarada Y,
Tanaka T: Molecular cloning and characterization of human PDE8B, a
novel thyroid-specific isozyme of 3',5'-cyclic nucleotide
phosphodiesterase. Biochem Biophys Res Commun 1998, 250(3):751–756. 9. Hayashi M, Matsushima K, Ohashi H, Tsunoda H, Murase S, Kawarada Y,
Tanaka T: Molecular cloning and characterization of human PDE8B, a
novel thyroid-specific isozyme of 3',5'-cyclic nucleotide
phosphodiesterase. Biochem Biophys Res Commun 1998, 250(3):751–756. In our study, different alleles of SNP rs 4704397 in
PED8B were associated with the same outcome, recur-
rent miscarriage, but the explanation for this association
is a subject for speculation. Genetic variability plays a
role in many different diseases and has been proposed to
be of relevance in screening for distinct syndromes with
known genetic defects, and it might also be used for pre-
diction of success related to disease treatment [29,30]. 10. Hayashi M, Shimada Y, Nishimura Y, Hama T, Tanaka T: Genomic
organization, chromosomal localization, and alternative splicing of the
humanphosphodiesterase 8B gene. Biochem Biophys Res Commun 2002,
297(5):1253–1258. 10. Hayashi M, Shimada Y, Nishimura Y, Hama T, Tanaka T: Genomic
organization, chromosomal localization, and alternative splicing of the
humanphosphodiesterase 8B gene. Biochem Biophys Res Commun 2002,
297(5):1253–1258. 11. Soderling SH, Bayuga SJ, Beavo JA: Cloning and characterization of
acAMP- specific cyclic nucleotide phosphodiesterase. Proc Natl Acad Sci
U S A 1998, 95(15):8991–8996. 11. Soderling SH, Bayuga SJ, Beavo JA: Cloning and characterization of
acAMP- specific cyclic nucleotide phosphodiesterase. Proc Natl Acad Sci
U S A 1998, 95(15):8991–8996. 12. Gamanuma M, Yuasa K, Sasaki T, Sakurai N, Kotera J, Omori K: Comparison
of enzymatic characterization and gene organization of cyclic nucleotide
phosphodiesterase 8 family in humans. Cell Signal 2003, 15(6):565–574. 12. Gamanuma M, Yuasa K, Sasaki T, Sakurai N, Kotera J, Omori K: Comparison
of enzymatic characterization and gene organization of cyclic nucleotide
phosphodiesterase 8 family in humans. Cell Signal 2003, 15(6):565–574. 13. Horvath A, Giatzakis C, Tsang K, Greene E, Osorio P, Boikos S, Libe R,
Patronas Y, Robinson-White A, Remmers E, et al: A cAMP-specific
phosphodiesterase (PDE8B) that is mutated in adrenal hyperplasia is
expressed widely in human and mouse tissues: a novel PDE8B isoform
in human adrenal cortex. Eur J Hum Genet 2008, 16(10):1245–1253. References 1. Ford HB, Schust DJ: Recurrent pregnancy loss: etiology, diagnosis, and
therapy. Rev Obstet Gynecol 2009, 2(2):76–83. 1. Ford HB, Schust DJ: Recurrent pregnancy loss: etiology, diagnosis, and
therapy. Rev Obstet Gynecol 2009, 2(2):76–83. 2. Jauniaux E, Farquharson RG, Christiansen OB, Exalto N: Evidence-based
guidelines for the investigation and medical treatment of recurrent
miscarriage. Hum Reprod 2006, 21(9):2216–2222. 2. Jauniaux E, Farquharson RG, Christiansen OB, Exalto N: Evidence-based
guidelines for the investigation and medical treatment of recurrent
miscarriage. Hum Reprod 2006, 21(9):2216–2222. g
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3. Sullivan AE, Silver RM, LaCoursiere DY, Porter TF, Branch DW: Recurrent
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104(4):784–788. g
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3. Sullivan AE, Silver RM, LaCoursiere DY, Porter TF, Branch DW: Recurrent
fetal aneuploidy and recurrent miscarriage. Obstet Gynecol 2004,
104(4):784–788. 4. Stirrat GM: Recurrent miscarriage. Lancet 1990, 336(8716):673–675. 4. Stirrat GM: Recurrent miscarriage. Lancet 1990, 336(8716):673–675. 4. Stirrat GM: Recurrent miscarriage. Lancet 1990, 336(8716):673–675. 5. Rai R, Regan L: Recurrent miscarriage. Lancet 2006, 368(9535):601–611. 4. Stirrat GM: Recurrent miscarriage. Lancet 1990, 336(8716):673–675. 5. Rai R, Regan L: Recurrent miscarriage. Lancet 2006, 368(9535):601–611. Rai R, Regan L: Recurrent miscarriage. Lancet 2006, 368(9535):601–61 6. Abalovich M, Amino N, Barbour LA, Cobin RH, De Groot LJ, Glinoer D,
Mandel SJ, Stagnaro-Green A: Management of thyroid dysfunction during
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Guideline. J Clin Endocrinol Metab 2007, 92(8 Suppl):S1–S47. 6. Abalovich M, Amino N, Barbour LA, Cobin RH, De Groot LJ, Glinoer D,
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Guideline. J Clin Endocrinol Metab 2007, 92(8 Suppl):S1–S47. Guideline. J Clin Endocrinol Metab 2007, 92(8 Suppl):S1–S47. 7. Casey BM, Leveno KJ: Thyroid disease in pregnancy. Obstet Gynecol 2006,
108(5):1283–1292. 7. Casey BM, Leveno KJ: Thyroid disease in pregnancy. Obstet Gynecol 2006,
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Perinatal significance of isolated maternal hypothyroxinemia identified
in the first half of pregnancy. Obstet Gynecol 2007, 109(5):1129–1135. 8. Casey BM, Dashe JS, Spong CY, McIntire DD, Leveno KJ, Cunningham GF:
Perinatal significance of isolated maternal hypothyroxinemia identified
in the first half of pregnancy. Obstet Gynecol 2007, 109(5):1129–1135. Acknowledgements
h
h
ld l k The authors would like to thank all the women participating in the study
and Christine Sund- Lundström, Department of Women’s and Children’s
Health, Uppsala University for valuable technical assistance. 18. Hansen PS, Brix TH, Sorensen TI, Kyvik KO, Hegedus L: Major genetic
influence on the regulation of the pituitary-thyroid axis: a study of
healthy Danish twins. J Clin Endocrinol Metab 2004, 89(3):1181–1187. Authors’ contributions HK, FH, LSS, ASE, KB BML and ISP designed the study and were responsible
for data collection. HÅ designed the study, analyzed the data and drafted
the manuscript. MG and AKW analyzed the data and drafted the manuscript. All authors read and approved the final manuscript. 17. Shields BM, Freathy RM, Knight BA, Hill A, Weedon MN, Frayling TM,
Hattersley AT, Vaidya B: Phosphodiesterase 8B Gene Polymorphism Is
Associated with Subclinical Hypothyroidism in Pregnancy. J Clin
Endocrinol Metab 2009, 94(11):4608–4612. 17. Shields BM, Freathy RM, Knight BA, Hill A, Weedon MN, Frayling TM,
Hattersley AT, Vaidya B: Phosphodiesterase 8B Gene Polymorphism Is
Associated with Subclinical Hypothyroidism in Pregnancy. J Clin
Endocrinol Metab 2009, 94(11):4608–4612. Conclusions Hypothetically, this specific SNP may be used for indi-
vidual counselling and for optimising treatment to pre-
vent recurrent miscarriage, based on which allele the
woman is a carrier of. 14. Arnaud-Lopez L, Usala G, Ceresini G, Mitchell BD, Pilia MG, Piras MG,
Sestu N, Maschio A, Busonero F, Albai G, et al: Phosphodiesterase 8B gene
variants are associated with serum TSH levels and thyroid function. Am J Hum Genet 2008, 82(6):1270–1280. However, larger studies with independent replication
are needed to confirm our results and their clinical
importance. 15. Horvath A, Faucz F, Finkielstain GP, Nikita ME, Rothenbuhler A, Almeida M,
Mericq V, Stratakis CA: Haplotype analysis of the promoter region of
phosphodiesterase type 8B (PDE8B) in correlation with inactivating
PDE8B mutation and the serum thyroid-stimulating hormone levels. Thyroid 2010, 20(4):363–367. Received: 19 April 2012 Accepted: 10 December 2012
Published: 13 December 2012 Of course, we cannot exclude our results concerning
SNP associations to be false positive. Generally, there is
a high false positive rate in small genetic association
studies due to low prior probability [28]. However, SNP
rs 4704397 in PDE8B has been shown to be associated
with variations in serum TSH levels in several studies
[14-17], and there is a well known association between
hypothyroidism and recurrent miscarriage [1]. To our
knowledge, this is the first study examining a possible
association between SNP rs 4704397 in PDE8B and re-
current miscarriage. To confirm our findings, it would
be important to increase the sample size and replicate in
an independent cohort in a further study. Competing interests The authors declare no conflict of interest. 16. Taylor P, Panicker V, Sayers A, Shields B, Iqbal A, Bremner A, Beilby J,
Leedman P, Hattersley A, Vaidya B, et al: A meta-analysis of the
associations between common variation in the PDE8B gene and thyroid
hormone parameters; including assessment of longitudinal stability of
associations over time and effect of thyroid hormone replacement. Eur J Endocrinol 2011, 10:0938. EJE. Table 2b Distribution of SNP rs 4704397 genotype
among controls and cases The PDEs inactivate and degrade cAMP in
oocytes as a response to the ovulatory luteinizing hor-
mone pulse and have thus been proposed as factors of im-
portance
for
regulating
oocyte
maturation
[23-25]. Furthermore, it has been shown that levels of cAMP in
the oocyte at meiotic resumption correlate with oocyte
competence and embryonic development [26,27]. Based
on the knowledge that PDE activity is relevant for levels of
cAMP in oocytes, the importance of SNP rs 4704397 in
PDE8B for regulation of oocyte maturation would be one
pathway of interest for further study. Based on the fact that homozygous A/A and G/G car-
riers, compared to heterozygous, were more common
among women with recurrent miscarriage, we decided
to use heterozygous carriers as references. This concept
has been used before in other studies. When several dif-
ferent folate-metabolizing genes were analyzed, hetero-
zygous
rather
than
wild-type
homozygous
carriers,
appeared to have higher pregnancy success rate after
IVF treatment [20,21]. Not only A/A, but also homozygous carriers of the G/
G SNP rs 4704397 in PDE8B were more common
among women with recurrent miscarriage. This finding
is novel and the mediator of the association is unknown. The association is presumably not mediated by inad-
equate thyroid metabolism, since no association between
homozygous G/G carriers and thyroid disease has been
identified in previous studies. Consistent with this, the Another limitation with our study is that cases and
controls were screened for thyroid disease in different
ways. According to routine clinical procedures, TSH-
levels in all women with recurrent miscarriage were ana-
lyzed. Pregnant controls were subjected to selected TSH
screening when considered to be at high risk for thyroid
disease, in accordance with international guidelines [6]. Thus, the frequency of hypothyroidism might have been Table 3 Factors associated with recurrent miscarriage
Unadjusted OR
(95 % CI)
Adjusted OR1
(95 % CI)
p-value
(Adjusted OR)
Age
years
1.0 (0.97-1.03)
0.99 (0.96-1.02)
0.500
BMI
kg/m2
0.96 (0.92 – 1.00)
0.96 (0.92-0.96)
0.026
Smoker
No
1
1
Yes
1.84 (1.12 - 3.00)
1.86 (1.12 – 3.09)
0.017
SNP rs4704397
A/G*
1
1
A/A
1.57 (0.98 - 2.52)
1.63 (1.01 - 2.64)
0.045
G/G
1.52 (1.02 - 2.25)
1.52 (1.02 - 2.27)
0.039
1adjusted for age, smoking, BMI and genotype. *Test for trend across genotypes in relation to recurrent miscarriage was p= 0.059. Table 3 Factors associated with recurrent miscarriage Granfors et al. Table 2b Distribution of SNP rs 4704397 genotype
among controls and cases BMC Medical Genetics 2012, 13:121
http://www.biomedcentral.com/1471-2350/13/121 Page 5 of 6 Page 5 of 6 underestimated in the control group, which is of import-
ance when the results are evaluated. Received: 19 April 2012 Accepted: 10 December 2012
Published: 13 December 2012 Received: 19 April 2012 Accepted: 10 December 2012
Published: 13 December 2012 20.
Laanpere M, Altmae S, Stavreus-Evers A, Nilsson TK, Yngve A, Salumets A:
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1 1Department of Women’s and Children’s Health, Uppsala University, Uppsala,
Sweden. 2Department of Clinical Sciences, Division of Obstetrics and
Gynaecology, Karolinska Institutet and Danderyd Hospital, Stockholm,
Sweden. 3Department of Women’s and Children’s Health, Karolinska
Institutet, Stockholm, Sweden. 4Department of Clinical Sciences, Intervention
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Characterization of Novel Phosphodiesterases in the Bovine Ovarian
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Cite this article as: Granfors et al.: Phosphodiesterase 8B gene
polymorphism in women with recurrent miscarriage: A retrospective
case control study. BMC Medical Genetics 2012 13:121. Submit your next manuscript to BioMed Central
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https://openalex.org/W4282032901
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https://zenodo.org/records/6683780/files/sensors-22-04131-v2.pdf
|
English
| null |
Supporting Smart Home Scenarios Using OWL and SWRL Rules
|
Sensors
| 2,022
|
cc-by
| 12,831
|
Citation: Reda, R.; Carbonaro, A.; de
Boer, V.; Siebes, R.; van der Weerdt,
R.; Nouwt, B.; Daniele, L. Supporting
Smart Home Scenarios Using OWL
and SWRL Rules. Sensors 2022, 22,
4131. https://doi.org/10.3390/
s22114131 Keywords: IoT; home automation; smart home; SAREF; ontology; SWRL; cognitive systems sensors sensors sensors sensors 1
Department of Computer Science and Engineering, University of Bologna, 40136 Bologna, Italy;
roberto.reda@unibo.it 2
Computer Science Department, Faculty of Science, Vrije Universiteit Amsterdam,
1081 Amsterdam, The Netherlands; v.de.boer@vu.nl (V.d.B.); r.m.siebes@vu.nl (R.S.);
r.p.vander.weerdt@vu.nl (R.v.d.W.) 2
Computer Science Department, Faculty of Science, Vrije Universiteit Amsterdam,
1081 Amsterdam, The Netherlands; v.de.boer@vu.nl (V.d.B.); r.m.siebes@vu.nl (R.S.);
r.p.vander.weerdt@vu.nl (R.v.d.W.) 2
Computer Science Department, Faculty of Science, Vrije Universiteit Amsterdam,
1081 Amsterdam, The Netherlands; v.de.boer@vu.nl (V.d.B.); r.m.siebes@vu.nl (R.S.);
r.p.vander.weerdt@vu.nl (R.v.d.W.) p
(
)
3
TNO—Netherlands Organization for Applied Scientific Research, 2597 The Hague, The Netherlands;
barry.nouwt@tno.nl (B.N.); laura.daniele@tno.nl (L.D.) 3
TNO—Netherlands Organization for Applied Scientific Research, 2597 The Hague, The Netherlands;
barry.nouwt@tno.nl (B.N.); laura.daniele@tno.nl (L.D.) 3
TNO—Netherlands Organization for Applied Scientific Research, 2597 The Hague, The Netherlands;
barry.nouwt@tno.nl (B.N.); laura.daniele@tno.nl (L.D.) *
Correspondence: antonella.carbonaro@unibo.it *
Correspondence: antonella.carbonaro@unibo.it Abstract: Despite the pervasiveness of IoT domotic devices in the home automation landscape, their
potential is still quite under-exploited due to the high heterogeneity and the scarce expressivity of
the most commonly adopted scenario programming paradigms. The aim of this study is to show
that Semantic Web technologies constitute a viable solution to tackle not only the interoperability
issues, but also the overall programming complexity of modern IoT home automation scenarios. For
this purpose, we developed a knowledge-based home automation system in which scenarios are
the result of logical inferences over the IoT sensors data combined with formalised knowledge. In
particular, we describe how the SWRL language can be employed to overcome the limitations of the
well-known trigger-action paradigm. Through various experiments in three distinct scenarios, we
demonstrated the feasibility of the proposed approach and its applicability in a standardised and
validated context such as SAREF Roberto Reda 1
, Antonella Carbonaro 1,*
, Victor de Boer 2
, Ronald Siebes 2
, Roderick van der Weerdt 2
,
Barry Nouwt 3
and Laura Daniele 3 1
Department of Computer Science and Engineering, University of Bologna, 40136 Bologna, Italy;
roberto.reda@unibo.it Article Roberto Reda 1
, Antonella Carbonaro 1,*
, Victor de Boer 2
, Ronald Siebes 2
, Roderick van der Weerdt 2
,
Barry Nouwt 3
and Laura Daniele 3 1. Introduction For instance, by combining data from internal thermometers and online
weather services it can decide to just open the window and let the fresh air in instead of
simply turning on the air conditioner thus saving energy. Additionally, the same system
could automatically close the window if it starts raining outside or when the residents
leave the house thus guaranteeing safety. Achieving such complex behaviour requires the smart home system to be able to com-
bine and analyse data coming from heterogeneous sources according to some formalised
knowledge [5,6]. Consequently, automated reasoning capabilities and the adoption of a
higher abstraction programming paradigm becomes essential as well [7]. g
p
g
g p
g
Semantic web (SW) technologies consist of a set of open recommendations for associat-
ing data to their formal meaning and have been shown to constitute an appropriate means
for achieving data interoperability in IoT systems [8,9]. Additionally, SW naturally enable
inference capabilities over semantically annotated data that cannot be obtained using other
traditional programming languages. Numerous studies in the literature have shown that
SW technologies can be a suitable approach to tackle the complexity of many specific tasks
in specific areas of modern IoT home automation [10–12]. The use of SW technologies, in particular OWL ontologies, as a means to overcome
the poor interoperability in the IoT field has been recently largely investigated [5,13,14]. One notable example in the smart home field is the Smart Appliance REFerence ontology
(SAREF) [15]. SAREF is an OWL-DL ontology, created in close interaction with the industry,
that aims at formally describing the core concepts in the smart appliances domain. The
ontology defines concepts for modelling the devices, their tasks and the functions they
perform to accomplish the tasks. It also enables the description of the device energy profile
and power profile. The ontology is designed to be easily extendable and can be used as
basis for creating more specialised ontologies such as SAREF4Health, an extension for IoT-
based healthcare systems [16]. Moreover, SAREF has been standardised by the European
Telecommunications Standards Institute (ETSI) and experimentally validated [17]. y
Rule-based programming approaches such as the trigger-action paradigm are widely
employed in actual IoT home automation systems for defining domotic scenarios due to
their simplicity and intuitive use [18]. For example, IFTTT is one of the most popular tool for
programming IoT scenarios using trigger-action rules [19]. 1. Introduction Academic Editor: Mehmet Rasit
Yuce Academic Editor: Mehmet Rasit
Yuce Over the last few years, the home automation sector has seen significant adoption of
IoT devices performing the most various sensing and actuating capabilities for a plethora of
different domotic tasks. Basically, IoT domotic devices are size-contained wireless systems
which can be accessed and programmed through the internet to monitor or control home
attributes such as air conditioning and heating, lighting, surveillance and home appliances. Received: 31 March 2022
Accepted: 23 May 2022
Published: 29 May 2022 IoT home automation, besides increasing entertainment and user comfort, can provide
several potential benefits in other crucial areas such as home safety [1], energy efficiency and
preservation [2], and elderly care [3]. However, current home automation systems do not
fully exploit the intrinsic potential of IoT devices due to two critical challenges they face: the
high heterogeneity of the devices and protocols which results in limited interoperability (a
common issue that plague the IoT landscape in general); and the limited expressivity of the
paradigms adopted to program domotic scenarios [4]. In fact, the majority of commercially
available IoT programming environments are proprietary technologies based essentially on
the low level abstraction trigger-action model which is limited to processing only a small
number of different input data sources (normally, only sensor data gathered by devices
from the same vendor) and lacks reasoning features. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). g
For example, a typical current domotic scenario for room temperature regulation
consists of turning on the air conditioner set to the desired temperature and letting the
internal thermostat do the rest. However, a smart IoT system could be embedded with https://www.mdpi.com/journal/sensors Sensors 2022, 22, 4131. https://doi.org/10.3390/s22114131 Sensors 2022, 22, 4131 2 of 19 the knowledge to make it be able to autonomously find the best way to cool down the
room temperature. 1. Introduction However, even though IFTTT
partially extends the expressivity of the simple trigger-action model through the integration
of web services, it suffers from several limitations such as a low-level abstraction and low
generalisation due to the lack of actual semantics support and reasoning capabilities [4,7]. Indeed, besides providing semantics to IoT data, SW technologies also provide support for
dealing with the collected information, that is they naturally enable reasoning capabilities
over the semantically annotated data, especially by means of rule languages [20]. In [21], Corno et al. employed SW technologies to overcome the low level abstraction
of IFTTT rules in end-user development (EUD) environments. The authors created EUPont,
a high-level OWL ontology that provides abstract representations for EUD programming
environments for the IoT. The applicability of SW ontologies and rule languages in home automation has been
investigated by Bonino et al. [22]. In their work, the authors employed an OWL ontology
(i.e., DogOnt ontology [23]) to provide a common semantics and features description for the
devices involved, and two rule languages (i.e., SWRL and Jena rules) to perform reasoning. In their system, rules are defined to evaluate structural and state properties of the home
environment. Fensel et al. in [24] describe the SESAME-S project (SEmantic SmArt Metering Services
for Energy Efficient Houses) which makes use of linked data to assist home tenants in making
informed decisions and controlling home energy consumption. Owl ontologies are used
to semantically annotate data regarding automation devices, consuming measurement and
energy pricing. Rules are employed to implement policy-based decision-making mechanisms. Sensors 2022, 22, 4131 3 of 19 3 of 19 More recently, in [25] Saba et al. have proposed a system for energy management
in smart home environments. The OWL ontology on which the system builds up pro-
vides a formal representation of the energy aspects of the appliances and other domotic
environment elements such as the extent by which they positively or negatively influence
the consumption of electrical energy. SWRL rules are used as reasoning mechanism to
implement energy saving scenarios without compromising tenants’ comfort. Previous works in the domotics field that have adopted SW technologies focus only
on specific home automation tasks (e.g., energy management). Accordingly, automated
reasoning through OWL and SWRL is performed over solely ad hoc written ontologies. 1. Introduction g
g
p
y
g
Indeed, the necessity of an ontology-agnostic approach in SW solutions have been
clearly highlighted in [26] for building-level automation systems. In this work, the authors
propose BRICK (Building’s Reasoning for Intelligent Control Knowledge-based System) as
an integrated system for intelligent building energy and security management. Stemming from these results, the aim of our work is to suggest a unifying approach in
home automation systems by demonstrating how the Semantic Web Rule Language (SWRL)
can be employed as a general purpose programming paradigm to implement advanced
domotic scenarios which are not limited to work only in a specific domotic area or rely only
on ad hoc ontologies. For this purpose, we developed the Semantic Smart Home System
(SSHS), a knowledge-based system which is capable of performing home automation
facilities by executing SW rules over in situ collected IoT sensor data potentially combined
with external information sources (e.g., curated ontologies or third party web services). Our work builds upon the existing standardised ETSI Smart Applications REFerence
(SAREF) ontology (the SAREF ontology is available at https://saref.etsi.org/ (accessed on
30 March 2022)), which, as mentioned above is specifically designed to enable semantic
interoperability in IoT systems including domotics [15,17]. It is important to note that
SAREF is a general purpose ontology in the IoT domain, it has not been developed for a
single specific project, therefore it cannot be considered an ad hoc solution. g
p
p
j
The experiments that we have carried out showed the feasibility of our approach and
the efficiency of the SSHS in realistic real-life settings. The remainder of this paper is organised as follows. In Section 2, a detailed description
of the architecture and the functioning of the SSHS is provided and illustrates how the
SWRL language can be used as a home automation scenario programming paradigm. The
experiments that have been carried out using the proposed approach are described in
Section 3. Finally, in Section 4 concluding remarks and future research directions close
the paper. 2. Materials and Methods The main objective of this study is to demonstrate that SW technologies can be em-
ployed to realise home automation scenarios that can fully exploit the potential offered
by modern IoT devices. Indeed, in order to achieve an overall higher level of automation,
the heterogeneous amount of information collected by IoT devices crucially requires to
be integrated and analysed accordingly to some sort of formalised knowledge, such as
OWL ontologies. To achieve this goal we developed the SSHS which is a knowledge-based framework
that can execute complex home automation scenarios. In SSHS, automatic actions are the
result of SWRL rules executed over semantically annotated IoT data potentially combined
with external information sources such as curated ontologies or web services. In SSHS,
semantics also provides the expressiveness and abstractions which facilitates the task of
tackling the programming complexity. That is, in SSHS, rules are expressed in terms of
high level entities rather than the respective lower level of the sensor raw values or device
specific actuator commands. p
In our study, the SSHS operates within a SAREF-based environment. A SAREF en-
vironment, in this context, is essentially composed of two elements: a set of knowledge
bases and a knowledge engine. The term knowledge base refers to a general entity which Sensors 2022, 22, 4131 4 of 19 can communicate and exchange data semantically annotated according to the SAREF
ontology or one of its extensions. For instance, any IoT device, such as a door switch
or a thermometer, in a SAREF environment can be seen as a knowledge base. All the
knowledge bases are connected to the knowledge engine through a smart connector (i.e., a
generic component that is being developed by the InterConnect consortium (InterConnect
consortium: https://interconnectproject.eu/consortium/ (accessed on 30 March 2022))). Knowledge bases configure their smart connector with their specific capabilities and RDF
graph patterns. The knowledge engine uses these to function as the coordinator sys-
tem that allows the knowledge bases to exchange information to each other. The RDF
graph patterns are used by the knowledge engine to route the data. Further informa-
tion about the Knowledge Engine can be found in the InterConnect public git reposi-
tory (InterConnect public git repository: https://gitlab.inesctec.pt/interconnect-public/
knowledge-engine/ (accessed on 30 March 2022)) and deliverable 5.2 (InterConnect Deliv-
erable 5.2: https://interconnectproject.eu/wp-content/uploads/2021/02/InterConnect_
WP5_D5.2-DataFlowManagement_draftVersion.pdf (accessed on 30 March 2022)). 2. Materials and Methods g
p
The SSHS we developed can be seen as a SAREF knowledge base that once connected
to the knowledge engine periodically receives sensor data gathered from the IoT devices,
executes semantic rules over them, and sends commands back to control the actuators. Since the SAREF ontology provides a common semantics, rules can be written device
vendor independently. An example of an SAREF setup is shown in Figure 1, in which four
IoT devices collect data from the environment and exchange them with the SSHS that can
eventually send commands back to them. IoT
Device
IoT
Device
IoT
Device
IoT
Device
Semantic
Smart
Home
System
Knowledge
Engine
Figure 1. The schema depicts an example of SAREF environment setup, as intended in this study,
composed of four IoT devices that exchange data in RDF format, through the knowledge engine, with
the Semantic Smart Home System. Figure 1. The schema depicts an example of SAREF environment setup, as intended in this study,
composed of four IoT devices that exchange data in RDF format, through the knowledge engine, with
the Semantic Smart Home System. Figure 2 depicts the main architecture of the SSHS. The SSHS is made up of three
main components: the update module, the core system and the actuate module. These
components realise three phases which are executed in order and cyclically. The first phase is the update phase which is performed by the update module. During
the update phase, the system gathers all the sensor data measured at that moment by
the IoT devices installed in the house. Optionally, the incoming data can be arbitrarily
augmented through a software procedure. For example, if a physical device does not Sensors 2022, 22, 4131 5 of 19 5 of 19 provide in its output a timestamp, it can be added at this stage. Data from virtual devices
(i.e., web services or external data sources) and configuration information are collected as
well. The output of the update phase is an RDF graph which represents the current status
of the house combined with all the other information gathered. SWRL RULES
SAREF ONTOLOGY
EXTERNAL ONTOLOGIES
SENSORS DATA
DATA AUGMENTATION
VIRTUAL DEVICES
CORE
UPDATE
GRAPH PATTERNS
INSTANTIATION
ACTUATE
INTERNAL PROCEDURES
SSHS Architecture
SAREF Environment
SAREF Environment
CONFIG
Figure 2. The Semantic Smart Home System architecture. 2. Materials and Methods The system is made up of three main
components: the update component which collects data from the SAREF environment and constructs
h RDF
h
i
h
h
h
t i
h
h SWRL SWRL RULES
SAREF ONTOLOGY
EXTERNAL ONTOLOGIES
SENSORS DATA
DATA AUGMENTATION
VIRTUAL DEVICES
CORE
UPDATE
GRAPH PATTERNS
INSTANTIATION
ACTUATE
INTERNAL PROCEDURES
SSHS Architecture
SAREF Environment
SAREF Environment
CONFIG SWRL RULES
SAREF ONTOLOGY
EXTERNAL ONTOLOGIES
SENSORS DATA
DATA AUGMENTATION
VIRTUAL DEVICES
CORE
UPDATE
GRAPH PATTERNS
INSTANTIATION
ACTUATE
INTERNAL PROCEDURES
SSHS Architecture
SAREF Environment
SAREF Environment
CONFIG Figure 2. The Semantic Smart Home System architecture. The system is made up of three main
components: the update component which collects data from the SAREF environment and constructs
the RDF graph representing the current house status, the core component in that executes the SWRL
rules over the content of the main graph, and the actuate component which inspects the reasoning
result and sends commands back to the actuators. These tasks are executed sequentially in a loop. The second phase is the rules execution phase that is performed by the core system. The
core component represents the most important part of the SSHS. It executes the semantic
web rules over the RDF graph produced during the previous phase. The semantic web rules
are expressed using the SWRL language. The SAREF ontology and optionally other external
OWL ontologies, takes part in the inference process as well. In our SSHS implementation,
the OWL classification and the rule execution are performed by the reasoner Pellet which
is an open source OWL-DL reasoner that also features an embedded SWRL inference
engine [27]. The third and the last phase is the actuate phase that is performed by the actuate
module. The actuate module first analyses the result of the reasoning process and then
accordingly it generates the graph pattern instantiations (i.e., the device commands) to be
sent to the knowledge engine in order to operate the actuators such as turning on a lamp
or closing a shutter. Along with graph pattern instantiations, during the actuate phase
internal procedures are executed to modify the status of the virtual devices. 2.2. Implementation Details We implemented a prototype of the SSHS using the Python language. The Owl-
ready2 [28] framework was used to connect the update and the actuate component to
the core component which is enabled by the Pellet reasoner [27]. Pellet is an open source
OWL2-DL reasoner that natively supports SWRL rules execution. Some demo code is available at https://github.com/robertoReda/sshs (accessed on
30 March 2022). 2.1. IoT as Data Sources Reasoning over IoT sensor data combined with external information sources is the key
feature of the SSHS. Within the SSHS, every data source can be modelled as an IoT device. In
SSHS an IoT device can be of three kinds: physical device, augmented device and virtual device. Sensors 2022, 22, 4131 6 of 19 Physical devices correspond to the actual IoT devices materially installed inside the
house. For instance, a physical device could be a door switch sensor mounted on a door
frame or a thermometer which gauges the room temperature. For each physical sensor in
the house, the update module collects its status information as an RDF graph as it comes as
output from the device itself. An augmented device is basically a physical device to whose output graph one or
more pieces of extra information are added through a software procedure during the
update phase. This is necessary because unfortunately IoT devices do not always provide
by default all the essential information that might be needed to write rules, such as their
status history. For instance, most of the colour changing light bulbs available on the market
provide in their status only the current colour which is actually being displayed while
sometimes it could be necessary to keep track of the previous configurations to restore a
previous state after temporarily changing it. A virtual device is a generic IoT device whose functionalities are fully software emu-
lated. Virtual devices do not have a corresponding physical device installed in the house. For example, the information that an IoT weather station provides (e.g., temperature,
humidity, wind speed, rainfall and solar radiation) can be also obtained from an online
weather web service thus making unnecessary (at least in some cases) the presence of an
actual physical device in the house. Virtual devices can also be used to provide function-
alities that are not natively available in SWRL or OWL run-time environments, such as
functions to retrieve the current date. However, in SSHS, a clock can be easily implemented
as a virtual IoT that provides as output the actual date time. Virtual devices can either be
implemented as software procedures invoked by the update module or as separate SAREF
knowledge bases connected directly to the knowledge engine. 2.3. Rules Writing and Scenarios A home automation scenario refers to a set of actions that are performed when certain
conditions are met. Most of the current home automation tools adopt the trigger-action
model as a home automation scenario programming paradigm [4]. In trigger-action systems
the desired behaviour is specified by means of rules in the form “if-then” where the “if”
part of the rule checks whether a particular event (i.e., the trigger) has occurred and the
“then” part specifies the action that should be executed in response. For instance, a typical
scenario rule could be: “If the leak sensor detects some water, then turn off the washing
machine”. Rule-based languages provide an intuitive way to program home automation
scenarios especially when IoT devices are involved [4]. However, IoT home automation
tools that do not adopt semantics suffer from several important limitations. First, the
impossibility to define generic sets of rules for devices which have similar functionalities
instead of vendor specific rules. Second, triggers and actions can be specified only in terms
of device output values and device commands which implies a low level of abstraction. Finally, actions are determined on the sole base of data input sources due to the lack of
reasoning capabilities. The Semantic Web Rule Language (SWRL) [29,30] allows the definition of rules in
terms of OWL entities, that is, it combines the ease of rule-languages with the capability
to perform automated reasoning. SWRL is the means by which domotic scenarios are
programmed in the SSHS. In SSHS automatic actions are determined by analysing the IoT
input data according to knowledge expressed in OWL ontologies or in the rules themselves. Sensors 2022, 22, 4131 7 of 19 7 of 19 In other words, in SSHS automatic actions are the result of logical inferences drawn over
the RDF graph that represents the current status of the house. In other words, in SSHS automatic actions are the result of logical inferences drawn over
the RDF graph that represents the current status of the house. Technically, SWRL provides a high-level abstract syntax for horn-like rules fully
compliant with OWL semantics. A SWRL rule is composed of two parts, an antecedent
and a consequent where both the antecedent and the consequent consist of a positive
conjunction of atoms. Since SWRL rules are expressed in terms of OWL concepts, atoms can
be either individuals, properties or classes defined within the knowledge base. 2.3. Rules Writing and Scenarios This feature
of SWRL is particularly important in SSHS because, in rule definition, IoT sensor data and
knowledge can be composed together in a seamless way, thus allowing to achieve a higher
level of abstraction. For example, a rule to automatically turn on a lamp when the natural
light drops could be written as shown in Listing 1 regardless of how the low light condition
of the room has been actually determined. For instance, it could be either obtained by
analysing the output of a physical photocell (this would be the only possible way with a
trigger-action system) or inferred using the information contained in an ontology given
the period of the year and the current time. Alternatively, the same information could be
achieved by consulting a web service. Listing 1: A SWRL rule tha can be used to switch on a lamp in case of low light condition inside
a room. lowLightLevel (Room)
=⇒
switchOn (Lamp) lowLightLevel (Room)
=⇒
switchOn (Lamp) This approach overcomes the limitations of the simple trigger-action model; the higher
level of abstraction in rule definition helps significantly to tackle the complexity of defining
advanced home automation scenarios. Most importantly, automated reasoning capabilities
provided by OWL and SWRL dramatically increase the overall degree of automation that
can be potentially achieved by the system. In trigger-action programming, to check whether scenario conditions are met two
types of triggers can be employed: event triggers and state triggers [31]. Event triggers
refer to when an asynchronous event occurs, that is when a certain condition becomes true
at a particular instant in time. For example, when a button is pressed or when a presence
sensor detects a person entering a room. State triggers occur when a condition is true over
a period of time. For instance, the condition that it is raining outside or the temperature is
above a certain threshold. In the SSHS, the only way to determine where scenario conditions are met is to analyse
the current status of the house represented by the RDF graph that is constructed during
the update phase. Since the home status RDF graph is sampled at regular intervals, state
triggers are naturally supported, but asynchronous events can not activate any immediate
response. However, in SSHS, event triggers can be easily simulated by checking whether
the event condition has occurred in the near instant using the timestamp provided by the
IoT devices. For example, the rule in Listing 2 can be used to automatically turn on the
garden lights when a car passing through the gate is detected by a photocell. Listing 2: This SWRL rule switches on the garden lights if the photocell has detected the passage of a
car within the last ten seconds. Listing 2: This SWRL rule switches on the garden lights if the photocell has detected the passage of a
car within the last ten seconds. Listing 2: This SWRL rule switches on the garden lights if the photocell has detected the passage of a
car within the last ten seconds. hasClosedState ( photocell )
∧hasTimeStamp ( photocell ,
? ts )
∧currentTime (? ct )
∧swrlb : subtract (? ct ,
? ts ,
? delta )
∧swrlb : greaterThan (? delta ,
0)
∧swrlb : lessThan (? delta ,
10 ,000)
=⇒
switchOn ( gardenLight ) car within the last ten seconds. lowLightLevel (Room)
=⇒
switchOn (Lamp) hasClosedState ( photocell )
∧hasTimeStamp ( photocell ,
? ts )
∧currentTime (? ct )
∧swrlb : subtract (? ct ,
? ts ,
? delta )
∧swrlb : greaterThan (? delta ,
0)
∧swrlb : lessThan (? delta ,
10 ,000)
=⇒
switchOn ( gardenLight ) hasClosedState ( photocell )
∧hasTimeStamp ( photocell ,
? ts )
∧currentTime (? ct )
∧swrlb : subtract (? ct ,
? ts ,
? delta )
∧swrlb : greaterThan (? delta ,
0)
∧swrlb : lessThan (? delta ,
10 ,000)
=⇒
switchOn ( gardenLight ) Sensors 2022, 22, 4131 8 of 19 8 of 19 The above rule checks whether the difference between the current time and the instant
reported in the time stamp is below a certain threshold. The rule can be simplified by
defining another rule which generalises this concept as shown in Listing 3. Listing 3: The first rule is used to detect that a generic event has happened within the last ten seconds
while the second rule makes use of the first one to control the garden lights. saref : hasTimeStamp (? device ,
? ts )
∧currentTime (? ct )
∧swrlb : subtract (? ct ,
? ts ,
? delta )
∧swrlb : greaterThan (? delta ,
0)
∧swrlb : lessThan (? delta ,
10 ,000)
=⇒
tenSecondsEvent (? device )
tenSecondsEvent ( gardenLight )
=⇒
switchOn ( gardenLight ) saref : hasTimeStamp (? device ,
? ts )
∧currentTime (? ct )
∧swrlb : subtract (? ct ,
? ts ,
? delta )
∧swrlb : greaterThan (? delta ,
0)
∧swrlb : lessThan (? delta ,
10 ,000)
=⇒
tenSecondsEvent (? device )
tenSecondsEvent ( gardenLight )
=⇒
switchOn ( gardenLight ) Generally, time stamps enable time reasoning capabilities that are particularly useful
for dealing with ordered events. For example, an action is performed only if a person has
pressed a button after entering a room and not vice versa. It is worth to note that neither SWRL nor OWL natively provide current time function-
ality which is essential to simulate event triggers in the SSHS. However, time information
can be easily introduced into the system by using virtual IoT devices (i.e., in this case a
simulated clock device). Similarly to triggers, actions can be distinguished into instant actions, sustained
actions, and extended actions [31]. lowLightLevel (Room)
=⇒
switchOn (Lamp) Instant actions occur at a particular instant of time
such as “turn on the light”. Sustained actions are performed as long as a condition holds,
for example, “light is on as long as there is someone in the room”. Extended actions are
performed for a specific time interval, therefore time stamps are needed to accomplish this
task. For example, “change the light colour to red for 10 s”. After a sustained or extended action it is often necessary to resume the previous
state of the device. Since it is not possible to store indefinitely new knowledge within the
knowledge base (i.e., the house state graph is rebuilt at each update phase), augmented
IoT devices can be employed when the devices do not natively provide a status history or
when it is not possible to infer the previous state from the current graph. OWL and consequently SWRL knowledge bases are monotonic; new knowledge can
be added, but existing knowledge can not be retracted or modified. In the SSHS, rules can
not directly change the state of the IoT devices. For example, if a lamp has to be turned
on, rules classify the respective OWL individual into a desired state which represents the
action that should be taken. Only during the update phase actual commands are sent to
devices according to the classification results in order to reflect changes. Actual changes to
the environment are visible within the knowledge base only after the next update phase
has been completed. 3. Results An IoT home automation system is essentially composed of a variable number of
devices that include both sensors to perceive the domestic environment and actuators to
perform actions on it, connected to a programmable unit that implements the control logic
(i.e., the domotic scenarios). The majority of traditional IoT home automation systems adopt
the trigger-action model as a programming paradigm for defining scenarios, according to
which every time certain conditions are met, a specific action is executed. The SSHS that we developed extends the trigger-action model by introducing auto-
mated reasoning capabilities in the process. In our system, domotic scenarios are expressed
by means of SWRL rules that combine knowledge with trigger-action definitions. Therefore,
the automatic actions are not only determined based on sensor data, but are the result of
logical inferences enabled by the underlying semantics provided by the SAREF ontology. Sensors 2022, 22, 4131 9 of 19 9 of 19 The aim of this approach is to achieve greater expressivity and a higher level of abstraction
needed to build knowledge-enabled and reasoning-capable home automation systems, so
that the potential offered by IoT devices can be fully exploited. The aim of this approach is to achieve greater expressivity and a higher level of abstraction
needed to build knowledge-enabled and reasoning-capable home automation systems, so
that the potential offered by IoT devices can be fully exploited. p
y
y
p
In order to show the feasibility of the proposed approach, we have designed and tested
on our prototype several different knowledge-involving domotic scenarios that operate
under different conditions with different kinds of IoT devices. These use cases also are
meant to demonstrate that scenarios in SSHS can be based on web standards and public
ontologies and implement well-defined reasoning without the necessity of ad hoc control
programs or even ad hoc ontologies. Moreover, we evaluated the system performance by measuring the processing time
taken by the reasoner to evaluate rules with different numbers of devices involved in order
to demonstrate the efficiency of the SSHS in realistic settings. y
g
Experiments were conducted using a simulated house environment. IoT devices
output data were synthetically generated using a Python script. This testing method
is particularly convenient since it is economical, significantly speeds up the process of
recreating the desired experimental conditions and simplifies the analysis of the resulting
system behaviour. 3. Results Moreover, it is worth to note that since the semantics provided by the
SAREF ontology makes data device-independent, synthetic generated IoT output graphs
do not lack any relevant information that might be acquired in a real life setting. y
g
q
g
An example of a simulated domestic environment that we used as a testbed to carry
out experiments is shown in Figure 3. In this case, the environment consists of a 6 room
flat plus a terrace, equipped with 29 IoT devices including light switches, door/windows
switches, thermometers and a presence detection sensor. An excerpt of the corresponding
RDF graph model of the house is shown in Listing 4. As it can be seen, rooms are modelled
as OWL individuals that belong to specific classes according to their functions within
the house. SAREF4BLDG (SAREF4BLDG ontology: https://saref.etsi.org/saref4bldg/
(accessed on 30 March 2022)), an extension of the SAREF core ontology, has been employed
for this purpose. For example, the terrace is represented by means of an OWL individual
that belongs to the class s4bldg:BuildingSpace to indicate that it is an outdoor ambient. Static knowledge about the environment and any other relevant information that
cannot be inferred from the IoT data sources, such as the aforementioned spatial features of
the house, can be introduced into the SSHS as configuration data in RDF format. There are
no constraints on the quantity and the type of information that can vary significantly and
strictly depends on the specific scenarios that make use of it. An example of a simulated domestic environment that we used as a testbed to carry
out experiments is shown in Figure 3. In this case, the environment consists of a 6 room
flat plus a terrace, equipped with 29 IoT devices including light switches, door/windows
switches, thermometers and a presence detection sensor. An excerpt of the corresponding
RDF graph model of the house is shown in Listing 4. As it can be seen, rooms are modelled
as OWL individuals that belong to specific classes according to their functions within
the house. SAREF4BLDG (SAREF4BLDG ontology: https://saref.etsi.org/saref4bldg/
(accessed on 30 March 2022)), an extension of the SAREF core ontology, has been employed
for this purpose. For example, the terrace is represented by means of an OWL individual
that belongs to the class s4bldg:BuildingSpace to indicate that it is an outdoor ambient. 3. Results ex : Thermometer rdf : type
saref : TemperatureSensor
. ex : LivingRoom s4bldg : contains ex : PresenceDetector
. ex : PresenceDetector
rdf : type
saref : Device
. ex : PresenceDetector
rdf : type
saref : Sensor
. Listing 4: An excerpt of the RDF graph that represents the spatial features of the domestic environ-
ment shown in Figure 3. Listing 4: An excerpt of the RDF graph that represents the spatial features of the domestic environ-
ment shown in Figure 3. Listing 4: An excerpt of the RDF graph that represents the spatial features of the domestic environ-
ment shown in Figure 3. Listing 4: An excerpt of the RDF graph that represents the spatial features of the domestic environ-
ment shown in Figure 3. ex : Building
rdf : type s4bldg : Building
. ex : Building
s4bldg : hasSpace ex : House . ex : House rdf : type s4bldg : BuildingSpace
. ex : House rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : LivingRoom
. ex : LivingRoom rdf : type s4bldg : BuildingSpace
. ex : LivingRoom rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : Terrace
. ex : Terrace
rdf : type s4bldg : BuildingSpace
. ex : Terrace
rdf : type
saref : FeatureOfInterest
. ex : LivingRoom s4bldg : contains ex : Door
. ex : Door rdf : type s4bldg : BuildingObject
. ex : LivingRoom s4bldg : contains ex :Window . ex :Window rdf : type s4bldg : BuildingObject
. s4bldg : BuildingObject
rdfs : subClassOf s4bldg : PhysicalObject
. ex : LivingRoom s4bldg : contains ex : LightSwitch
. ex : LightSwitch
rdf : type
saref : Device
. saref : Device
rdfs : subClassOf s4bldg : PhysicalObject
. ex : LightSwitch
rdf : type
saref : Actuator
. ex : LivingRoom s4bldg : contains ex : Thermometer
. ex : Thermometer rdf : type
saref : Device
. ex : Thermometer rdf : type
saref : TemperatureSensor
. ex : LivingRoom s4bldg : contains ex : PresenceDetector
. ex : PresenceDetector
rdf : type
saref : Device
. ex : PresenceDetector
rdf : type
saref : Sensor
. ment shown in Figure 3. ex : Building
rdf : type s4bldg : Building
. 3. Results g
Static knowledge about the environment and any other relevant information that
cannot be inferred from the IoT data sources, such as the aforementioned spatial features of
the house, can be introduced into the SSHS as configuration data in RDF format. There are
no constraints on the quantity and the type of information that can vary significantly and
strictly depends on the specific scenarios that make use of it. Terrace
Living room
Bedroom
Kitchen
Entrance
Utility Room
W1L
W2L
W1B
D1B
D1L
W1K
D1K
D1E
DOOR/WINDOW
D1U
T1L
T1B
T1E
T1K
T1T
THERMOMETER
LIGHT SWITCH
L1B
L1L
L1T
L1K
L1E
L1U
BUTTON
B1E
PRESENCE
P1B
P1T
P1L
P1U
P1E
P1K
P2E
PRESENCE
P1B
P1T
P1L
P1U
P1E
P1K
P2E
LK1E
LOCK
Figure 3. The schema represents the floor-plan of typical domestic environment equipped with
various domotic IoT devices. Figure 3. The schema represents the floor-plan of typical domestic environment equipped with
various domotic IoT devices. Sensors 2022, 22, 4131 10 of 19 Listing 4: An excerpt of the RDF graph that represents the spatial features of the domestic environ-
ment shown in Figure 3. ex : Building
rdf : type s4bldg : Building
. ex : Building
s4bldg : hasSpace ex : House . ex : House rdf : type s4bldg : BuildingSpace
. ex : House rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : LivingRoom
. ex : LivingRoom rdf : type s4bldg : BuildingSpace
. ex : LivingRoom rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : Terrace
. ex : Terrace
rdf : type s4bldg : BuildingSpace
. ex : Terrace
rdf : type
saref : FeatureOfInterest
. ex : LivingRoom s4bldg : contains ex : Door
. ex : Door rdf : type s4bldg : BuildingObject
. ex : LivingRoom s4bldg : contains ex :Window . ex :Window rdf : type s4bldg : BuildingObject
. s4bldg : BuildingObject
rdfs : subClassOf s4bldg : PhysicalObject
. ex : LivingRoom s4bldg : contains ex : LightSwitch
. ex : LightSwitch
rdf : type
saref : Device
. saref : Device
rdfs : subClassOf s4bldg : PhysicalObject
. ex : LightSwitch
rdf : type
saref : Actuator
. ex : LivingRoom s4bldg : contains ex : Thermometer
. ex : Thermometer rdf : type
saref : Device
. 3. Results ex : Building
s4bldg : hasSpace ex : House . ex : House rdf : type s4bldg : BuildingSpace
. ex : House rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : LivingRoom
. ex : LivingRoom rdf : type s4bldg : BuildingSpace
. ex : LivingRoom rdf : type
saref : FeatureOfInterest
. ex : House s4bldg : hasSpace ex : Terrace
. ex : Terrace
rdf : type s4bldg : BuildingSpace
. ex : Terrace
rdf : type
saref : FeatureOfInterest
. g
yp
saref : Device
rdfs : subClassOf s4bldg : PhysicalObject
. ex : LivingRoom s4bldg : contains ex : Thermometer An example of an RDF graph representing an IoT data source and its associated
measurement is shown in Listing 5. The graph regards a thermometer that is physically
located on the terrace. The measurement value is reported along with the unit and the
timestamp of the gauging instant in ISO-8601 format and Unix time. Listing 5: An excerpt of RDF graph that represents the output of an IoT thermometer annotated
according to the SAREF ontology. The graph contains information about the physical collocation of
the device within the house as well as the measurement in degree Celsius and the timestamp. ex : T1T rdf : type
saref : TemperatureSensor
;
saref : makesMeasurement ex : T1T_m1 ;
s4bldg : isContainedIn ex : Terrace
. ex : T1T_m1 rdf : type
saref : Measurement
;
saref : hasValue
‘ ‘25.5 ’ ’^^ xsd : f l o a t
;
saref : isMeasuredIn om: degree_Celsius ;
saref : hasTimestamp ‘ ‘2020 −12 −02T14 :30:00 ’ ’^^ xsd : dateTime ;
smart : hasUnixTimestamp
‘ ‘1606919400 ’ ’^^ xsd : integer
. During normal operation, the SSHS cyclically aggregates the various IoT data sources
to construct an RDF graph that represents the current status of the domestic environment. Rules are then executed over this graph and the inferred knowledge is added back to
it. Lastly, the system inspects the resulting graph to send, if necessary, commands to the Sensors 2022, 22, 4131 11 of 19 11 of 19 actuator devices. For our tests, the last phase was omitted and the resulting graph was
directly analysed using the Protege tool. actuator devices. For our tests, the last phase was omitted and the resulting graph was
directly analysed using the Protege tool. 3.1. Energy Conservation Monitoring Scenario Often, homeowners are unaware of the costs of some domestic energy wasting be-
haviours they involuntarily adopt, such as forgetting the windows open or leaving them
open for too long a period of time. Therefore, monitoring in-home energy wasting in order
to provide tenants immediate feedback can be a crucial feature for actuating an efficient
energy wasting reduction in an IoT home automation system [32]. We implemented a domotic scenario that assesses the energy wasting level of a room
according to the state of the windows (i.e., either open or closed). Top-down proceeding, the
monitoring system consists of two main rules, shown in Listing 6, that classify the energy
wasting level into two states: GreenEnergyState if there is no energy wasting (i.e., windows
in the room are closed) or RedEnergyState if there is energy wasting (i.e., windows in the
room are open). Listing 6: SWRL rules for classifying the energy wasting level in a room. smarthouse : ClosedWindow (?window)
∧s4bldg : isContainedIn (?window,
?room)
=⇒
smarthouse : GreenEnergyState (?room)
smarthouse :OpenWindow(?window)
∧s4bldg : isContainedIn (?window,
?room)
=⇒
smarthouse : RedEnergyState (?room) Listing 6: SWRL rules for classifying the energy wasting level in a room. Listing 6: SWRL rules for classifying the energy wasting level in a room. Listing 6: SWRL rules for classifying the energy wasting level in a room. smarthouse : ClosedWindow (?window)
∧s4bldg : isContainedIn (?window,
?room)
=⇒
smarthouse : GreenEnergyState (?room)
smarthouse :OpenWindow(?window)
∧s4bldg : isContainedIn (?window,
?room)
=⇒
smarthouse : RedEnergyState (?room) For each window of the house, first its state is detected. Then, the location of the win-
dow
within
the
house
is
retrieved,
and
the
corresponding
room
is
finally
classified accordingly. A possible way to detect whether a window is open or closed could be achieved by
installing a door switch IoT sensor on the window frame. For example, the closed window
and the open window classification can be determined by retrieving the device state using
the rules in Listing 7. Listing 7: The SWRL rules are used to detect whether a window is open using a switch sensor state. Listing 7: The SWRL rules are used to detect whether a window is open using a switch sensor state. smart :Window(?window)
∧saref : hasState (?window,
? s t a t e )
∧saref : CloseState (? s t a t e )
=⇒
smarthouse : ClosedWindow (?window)
smart :Window(?window)
∧saref : hasState (?window,
? 3.1. Energy Conservation Monitoring Scenario s t a t e )
∧saref : OpenState (? s t a t e )
=⇒
smarthouse :OpenWindow(?window) Listing 7: The SWRL rules are used to detect whether a window is open using a switch sensor state. smart :Window(?window)
∧saref : hasState (?window,
? s t a t e )
∧saref : CloseState (? s t a t e )
=⇒
smarthouse : ClosedWindow (?window)
smart :Window(?window)
∧saref : hasState (?window,
? s t a t e )
∧saref : OpenState (? s t a t e )
=⇒
smarthouse :OpenWindow(?window) Since it cannot be inferred that a sensor is either installed on a window or a door, it
is necessary to explicitly specify it as configuration data. This can be done either through
the device settings or using rules. For example, the rule in Listing 8 states that the OWL
individual W1L is a door switch installed on a window. Sensors 2022, 22, 4131 12 of 19 12 of 19 Listing 8: The SWRL rule asserts that a DoorSwitch sensor W1L is installed on a window. Listing 8: The SWRL rule asserts that a DoorSwitch sensor W1L is installed on a window. saref : DoorSwitch (W1L)
=⇒
Window(W1L) The location of the window can be inferred through the location of the sensor (if it has
been indicated in the device settings). However, not always an open window causes heat loss, for example when the differ-
ence between the indoor and outdoor temperature is negligible. Therefore, to achieve more
precision, rules can be modify so that the temperature is taken into account as in Listing 9. Listing 9: SWRL rules for classifying the energy wasting level in a room by taking into account
several factors. smarthouse :OpenWindow(?window)
∧s4bldg : isContainedIn (?window,
?room)
∧smarthouse : hasIntExtTempDifference (?room ,
delta )
∧swrlb : greaterThan (? delta ,
0 . 5 )
=⇒
smarthouse : RedEnergyState (?room) smarthouse :OpenWindow(?window)
∧s4bldg : isContainedIn (?window,
?room)
∧smarthouse : hasIntExtTempDifference (?room ,
delta )
∧swrlb : greaterThan (? delta ,
0 . 5 )
=⇒
smarthouse : RedEnergyState (?room) The internal temperature can be acquired by installing a thermometer inside the room,
while the external temperature can be acquired by either installing a thermometer outside
(e.g., on the terrace) or using an IoT virtual device that wraps an online weather web service. 3.1. Energy Conservation Monitoring Scenario When the two measurements are available the difference can be easily obtained as shown
in Listing 10: Listing 10: SWRL rule for calculating the difference between the internal temperature and the
external temperature. smarthouse : hasIndoorTemperature (?room ,
? internalTemp )
∧smarthouse : hasOutdoorTemperature (? house ,
? externalTemp )
∧swrlb : subtract (? internalTemp ,
? externalTemp ,
? delta )
=⇒
smarthouse : hasIntExtTempDifference (?room ,
delta ) smarthouse : hasIndoorTemperature (?room ,
? internalTemp )
∧smarthouse : hasOutdoorTemperature (? house ,
? externalTemp )
∧swrlb : subtract (? internalTemp ,
? externalTemp ,
? delta )
=⇒
smarthouse : hasIntExtTempDifference (?room ,
delta ) Eventually, once an energy wasting situation has been detected, remedial actions could
be performed such as warning the tenants or automatically turning off the heating system
in the room. 3.2. Visual Cueing System Scenario saref : PresenceSensor ( P1E )
∧saref : hasState (P1E ,
OnState )
=⇒
smarthouse : VisitorAtTheDoor ( Entrance ) Listing 12: This SWRL rule is used to detect the presence of a visitor at the door using a volumet-
ric sensor. saref : PresenceSensor ( P1E )
∧saref : hasState (P1E ,
OnState )
=⇒
smarthouse : VisitorAtTheDoor ( Entrance ) Similarly, the same operation has to be performed when a doorbell button (i.e., a
smart button) is employed. However, since a button is kept pressed only for a few instants
of time, a timing mechanism is needed since the entity Entrance should persist in the
VisitorAtTheDoor state for a certain number of seconds after the button has been released. This can be achieved by checking the button timestamp, that is, the visitor presence is
detected until 10 s have passed since the button press occurred. To retrieve the current time,
a virtual IoT device MainClock is used. An example of such a rule is provided in Listing 13. Listing 13: SWRL rule to detect the pressure of the doorbell button using the device timestamp. Listing 13: SWRL rule to detect the pressure of the doorbell button using the device timestamp. smarthouse : hasUnixTimestamp ( MainClock ,
? clockTime )
∧smarthouse : SmartButton ( B1E )
∧smarthouse : hasUnixTimestamp (B1E ,
? doorbellTime )
∧swrlb : subtract (? elapsedTime ,
? clockTime ,
? doorbellTime )
∧swrlb : lessThan (? elapsedTime , 10,000)
=⇒
smarthouse : VisitorAtTheDoor ( Entrance ) g
p
g
p
smarthouse : hasUnixTimestamp ( MainClock ,
? clockTime )
∧smarthouse : SmartButton ( B1E )
∧smarthouse : hasUnixTimestamp (B1E ,
? doorbellTime )
∧swrlb : subtract (? elapsedTime ,
? clockTime ,
? doorbellTime )
∧swrlb : lessThan (? elapsedTime , 10,000)
=⇒
smarthouse : VisitorAtTheDoor ( Entrance ) The proposed scenario can be easily extended or modified. For example, tenants could
receive an alert on their mobile phones if they are not inside and the visual signalling can
be automatically disabled during sleep time. 3.2. Visual Cueing System Scenario Largely widespread in the modern domotic landscape, IoT smart light devices are
inexpensive colour-changing LED light bulbs remotely controllable. Initially intended for
ambient lighting enhancement, smart bulbs can be efficiently used as means to provide
visual cues in IoT home automation systems. For example, if tenants are watching the TV
or speaking on the phone, to signal the end of the washing machine cycle, the room light
could be slightly turned to a blue-like colour instead of relying on an annoying buzzer
sound. Most importantly, such a pervasive visual cueing system can potentially result in
an efficient low-cost assistive technology in case of hearing impaired tenants [33]. gy
g
p
We designed a domotic scenario that exploits the colour-changing features of the IoT
house lighting system to signal the presence of a visitor at the entrance door. The rule in Listing 11 turns the lights colour to red when someone has pressed the
doorbell or is standing close to the entrance door. Tenant localisation within the house is
performed in order to avoid unnecessary light switching (i.e., only lights in occupied rooms
are involved). Alternatively, if indoor tenant localisation is not possible (e.g., due to the
lack of presence sensors in every room or it cannot be inferred in another way), a restricted
set of light bulbs can be specifically designated for this purpose. Sensors 2022, 22, 4131 13 of 19 Listing 11: SWRL rule that signals the presence of a visitor by turning the colour of indoor light
to red. smarthouse : VisitorAtTheDoor ( Entrance )
∧smarthouse : Tenant (? tenant )
∧smarthouse : isLocatedIn (? tenant ,
?room)
∧saref : LightSwitch (? l i g h t )
∧smarthouse : isLocatedIn (? light ,
?room)
=⇒
smarthouse : TemporaryRedLightColourState (? l i g h t ) To detect a visitor at the entrance door, either a presence/motion sensor mounted
on the door frame or a smart button can be used. When a presence sensor is used, the
rule shown in Listing 12 classifies the entity Entrance into the state VisitorAtTheDoor
according to sensor state. Listing 12: This SWRL rule is used to detect the presence of a visitor at the door using a volumet-
ric sensor. 3.3. Weather Based Domotic Scenario IoT weather stations are devices that provide information about the local external
environment, including temperature, humidity, wind speed, and rain conditions. In home
automation, local climate data can be exploited in several ways, for example, to automati-
cally regulate the curtain position according to natural light and retract it in case of strong
wind. One disadvantage of IoT weather stations is that they are expensive equipment,
especially compared to other common IoT domotic devices. However, in the SSHS, a
physical IoT weather station can be easily replaced by a virtual IoT device that retrieves the
same information from an online weather web service. We designed a domotic scenario that, based on current weather conditions, automat-
ically disables the garden irrigation system in case of rain, thus reducing unnecessary
water consumption. Sensors 2022, 22, 4131 14 of 19 14 of 19 For this scenario, we also implemented a virtual IoT device that acts as a weather
station. All the information that the virtual device provides is retrieved from the Open-
Weather web service [34]. OpenWeather offers access to current weather data for any
location specified by geographic coordinates or city name. Data include information about
the weather conditions (e.g., rain, snow, etc.), temperature, humidity, wind speed, and in
particular the rain volume for the last 3 h. p
Basically, the virtual device consists in a Python script that queries the OpenWeather
web service and translates the JSON result into RDF. An excerpt of the output graph is
shown in Listing 14. Listing 14: An excerpt of the output RDF graph of the weather base station implemented through a
virtual IoT device. Listing 14: An excerpt of the output RDF graph of the weather base station implemented through a
virtual IoT device. Listing 14: An excerpt of the output RDF graph of the weather base station implemented through a
virtual IoT device. ex :WS1 a smart : SmartWeatherStation
;
saref : hasTimestamp
‘ ‘2020 −12 −02T14 :30:00 ’ ’^^ xsd : dateTime ;
smart : hasUnixTimestamp
‘ ‘1606919400 ’ ’^^ xsd : integer
;
smart : hasSunriseTime 1634018420
;
smart : hasSunsetTime 1634057589
;
smart : hasTemperature
9.29
;
smart : hasWeatherCondition smart : WeatherConditionRain ;
smart : hasRain3h
3. 3.3. Weather Based Domotic Scenario ex :WS1 a smart : SmartWeatherStation
;
saref : hasTimestamp
‘ ‘2020 −12 −02T14 :30:00 ’ ’^^ xsd : dateTime ;
smart : hasUnixTimestamp
‘ ‘1606919400 ’ ’^^ xsd : integer
;
smart : hasSunriseTime 1634018420
;
smart : hasSunsetTime 1634057589
;
smart : hasTemperature
9.29
;
smart : hasWeatherCondition smart : WeatherConditionRain ;
smart : hasRain3h
3. We suppose that the irrigation system is activated every day at a fixed time. The rules
in Listing 15 prevent the electromechanical valve from opening if the rainfall amount in the
last 3 h is greater than 2 mm. Listing 15: This SWRL rule prevent the irrigation system to water the garden if the amount of rain in
the last 3 h exceeds 2 mm. Listing 15: This SWRL rule prevent the irrigation system to water the garden if the amount of rain in
the last 3 h exceeds 2 mm. smart : SmartWeatherStation (WS1)
∧smart : hasRain3h : ( WS1,
? r a i n f a l l )
∧swrlb : greaterThan (? r a i n f a l l ,
2)
=⇒
smart : keepClosedState (VALVE1) smart : SmartWeatherStation (WS1)
∧smart : hasRain3h : ( WS1,
? r a i n f a l l )
∧swrlb : greaterThan (? r a i n f a l l ,
2)
=⇒
smart : keepClosedState (VALVE1) Similarly, the irrigation system should be disabled if it has started raining during its
functioning. This can be obtained by adding another rule as shown in Listing 16. Listing 16: This SWRL rule prevents the irrigation system to water the garden while it is raining. Listing 16: This SWRL rule prevents the irrigation system to water the garden while it is raining. smart : SmartWeatherStation (WS1)
∧smart : hasWeatherCondition (WS1,
WeatherConditionRain )
=⇒
smart : keepClosedState (VALVE1) It has to be noted that two separate rules are necessary since SWRL does not support
atom disjunction. 3.4. Performance Evaluation The main advantage of the SSHS over traditional systems based on the trigger-action
model is the capability of performing automated reasoning over sensor data and formalised
knowledge provided by SWRL rules and OWL ontologies. Knowledge-based systems
enabled by DL-OWL reasoners necessitate higher computational capacity compared to
systems implemented using general purpose languages such as C++ or Java. Nevertheless,
home automation systems are real-time applications that require logic instructions to be exe-
cuted in a minimal amount of time so as not to cause unwanted delays in automatic actions. Therefore, it is essential that the SSHS completes the inferential process in appropriate time
to make it suitable to operate in a real-setting environment. Sensors 2022, 22, 4131 15 of 19 15 of 19 In order to asses the time performance of the SSHS, similarly to what has been done
by Zhai et al. in [35], we executed a set of rules varying the number of devices involved in
each experiment repetition, and we measured the average processing time (i.e., the time
that the reasoner takes to draw all the inferences) for each configuration. The employed
rule-set comprehends: 2 rules that determine whether a room is occupied or unoccupied
according to a sensor state (i.e., classification task); 5 rules that classify the air quality into
five levels based on the concentration of the CO2 in the room (Wisconsin Department of
Health Services. Health effects produced by exposure to CO2. https://www.dhs.wisconsin. gov/chemical/carbondioxide.htm (accessed on 30 March 2022) (i.e., a task that require
significant numerical comparisons); 2 rules that make use of the preceding results and an
OWL ontology to automatically open the windows in the room in case of high concentration
of CO2 if people are present (i.e., a task than involve a chain of inferences and additional
OWL axioms). An excerpt of the rule-set is provided in Listing 17. Listing 17: An excerpt of the set of rules employed to measure the average processing time. smart : CO2Meter (? device )
∧smart : isLocatedIn (? device ,
?room)
∧saref : makesMeasurement (? device ,
?measurement )
∧saref : hasValue (? measurement ,
? value )
∧swrlb : greaterThan (? value ,
400)
∧swrlb : lessThanOrEqual (? value ,
1000)
=⇒
smart : CO2GreenLevel (?room)
smart : PresenceSensor (? device )
∧saref : hasState (? device ,
example : OnState )
∧smart : isLocatedIn (? 3.4. Performance Evaluation device ,
?room)
=⇒
smart : OccupiedRoom (?room)
smart : CO2UnsafeLevel (?room)
∧smart : OccupiedRoom (?room)
=⇒
smart : WindowsOpen(?room) Listing 17: An excerpt of the set of rules employed to measure the average processing time. smart : CO2Meter (? device )
∧smart : isLocatedIn (? device ,
?room)
∧saref : makesMeasurement (? device ,
?measurement )
∧saref : hasValue (? measurement ,
? value )
∧swrlb : greaterThan (? value ,
400)
∧swrlb : lessThanOrEqual (? value ,
1000)
=⇒
smart : CO2GreenLevel (?room)
smart : PresenceSensor (? device )
∧saref : hasState (? device ,
example : OnState )
∧smart : isLocatedIn (? device ,
?room)
=⇒
smart : OccupiedRoom (?room)
smart : CO2UnsafeLevel (?room)
∧smart : OccupiedRoom (?room)
=⇒
smart : WindowsOpen(?room) Listing 17: An excerpt of the set of rules employed to measure the average processing time. Listing 17: An excerpt of the set of rules employed to measure the average processing time. smart : CO2Meter (? device )
∧smart : isLocatedIn (? device ,
?room)
∧saref : makesMeasurement (? device ,
?measurement )
∧saref : hasValue (? measurement ,
? value )
∧swrlb : greaterThan (? value ,
400)
∧swrlb : lessThanOrEqual (? value ,
1000)
=⇒
smart : CO2GreenLevel (?room)
smart : PresenceSensor (? device )
∧saref : hasState (? device ,
example : OnState )
∧smart : isLocatedIn (? device ,
?room)
=⇒
smart : OccupiedRoom (?room)
smart : CO2UnsafeLevel (?room)
∧smart : OccupiedRoom (?room)
=⇒
smart : WindowsOpen(?room) The status graph, over which the inferences are drawn, contains the measurements
collected by a presence detection sensor and a CO2 meter. Both the sensors are installed
in the same room. The presence sensor indicate whether the room is occupied through
an OffState-Onstate indication, while the CO2 meter measures the CO2 concentration
in the room in ppm. Measurement values and presence states were randomly generated
using a Python script. We increased the number of the rooms to vary the number of devices
involved in each run of the experiment. Listing 18 provides an example of the status graph
generated to test the system time performance. Listing 18: An excerpt of the the status graph generated to test the system time performance. Listing 18: An excerpt of the the status graph generated to test the system time performance. Listing 18: An excerpt of the the status graph generated to test the system time performance. 3.4. Performance Evaluation ex : CO2_1 rdf : type smart :CO2 ;
saref : makesMeasurement ex : CO2_1_m1 ;
smart : isLocatedIn ex : R1 . ex : CO2_1_m1 rdf : type
saref : Measurement ;
saref : hasValue
‘ ‘2186 ’ ’^^ xsd : f l o a t
;
saref : isMeasuredIn om: partsPerMillion
;
saref : hasTimestamp
‘ ‘2020 −12 −02T14 :30:00 ’ ’^^ xsd : dateTime
. ex : PRESENCE_1 rdf : type smart : SmartPresence
;
saref : hasState ex : OnState
;
smart : isLocatedIn ex : R1 . Listing 18: An excerpt of the the status graph generated to test the system time performance. ex : CO2_1 rdf : type smart :CO2 ;
saref : makesMeasurement ex : CO2_1_m1 ;
smart : isLocatedIn ex : R1 . ex : CO2_1_m1 rdf : type
saref : Measurement ;
saref : hasValue
‘ ‘2186 ’ ’^^ xsd : f l o a t
;
saref : isMeasuredIn om: partsPerMillion
;
saref : hasTimestamp
‘ ‘2020 −12 −02T14 :30:00 ’ ’^^ xsd : dateTime
. ex : PRESENCE_1 rdf : type smart : SmartPresence
;
saref : hasState ex : OnState
;
smart : isLocatedIn ex : R1 . ex : CO2_1 rdf : type smart :CO2 ;
saref : makesMeasurement ex : CO2_1_m1 ;
smart : isLocatedIn ex : R1 . Sensors 2022, 22, 4131 16 of 19 16 of 19 For each repetition of the experiment we increased the number of devices involved. The inference process has been executed three times for each configuration and the average
time calculated. The tests were performed using Protege 5.5.0 on a MacBook Pro equipped
with an Intel Core i7 (2.2 GHz, 6-Core) processor and 16 GB (2400 MHz DDR4) of RAM. It
is worth to note that existing semantic reasoners are too resource-intensive to be directly
ported on resource-constrained devices (such as Raspberry or Arduino) without further
engineering efforts. However, promising solutions are currently under investigation [36]. g
g
p
g
y
g
Figure 4 shows the results of the experiments. The execution time is specified in
milliseconds. 3.4. Performance Evaluation As it can be seen from the graph, for a number of devices between 2 and 200
the execution time does not exceed 300 ms which can be considered optimum for real-time
operation in a domotic environment where the number of devices of a typical deployment
is expected to be in the range of 50 to 100 [37]. This result is significant when compared to
the high latency and variability of the popular IFTTT trigger-action system that has been
experimentally estimated in the order of seconds [38]. Number of Devices
Avg Processing Time (in ms)
0
200
400
600
0
250
500
750
1000
Figure 4. The graph displays the average processing time (in milliseconds) for a number of devices
that ranges from 2 to 1200. Figure 4. The graph displays the average processing time (in milliseconds) for a number of devices
that ranges from 2 to 1200. 4. Discussions The ubiquity and pervasiveness of the IoT devices in ordinary households offers
important opportunities for the home automation sector in many crucial areas such as
energy preservation, home safety and living assistance. Notwithstanding, the potential
of these devices is still largely under-exploited due to the poor data interoperability and
the limited expressivity of the most commonly adopted paradigms for programming
domotic scenarios. The aim of this study was to show that SW technologies can constitute a viable solution
not only for tackling the problem of data and device heterogeneity, but also for defining
more complex home automation scenarios that can better exploit the potential of IoT
technology. To this purpose, we developed a knowledge-based IoT home automation
system that can aggregate and combine IoT sensor data with external heterogeneous data
sources and analyse them according to formal knowledge expressed by means of OWL
ontologies and SWRL rules. In particular, we demonstrated how in such a system the SWRL
language can extend and overcome the limitations of the popular trigger-action model by
introducing inferential reasoning capabilities directly in domotic scenario definition. The
variety of the experiments that we carried out using SAREF as the main reference ontology
proved the feasibility of the proposed approach and applicability of it to a standard and
well validated context. Sensors 2022, 22, 4131 17 of 19 17 of 19 Our system opens up to a plethora of possible domotic scenarios that can be imple-
mented ranging from simple actions to more complex automation tasks that make use of
common sense knowledge. g
Other benefits of the proposed approach include the high degree of explainability of
the processes involved. This feature assumes particular importance when home automation
is employed to realise in-home healthcare facilities, for example, for elderly care or assisted
living. Moreover, due to the high degree of customisation and the overall flexibility, the
system could be easily re-adapted for use in other IoT domains where complex automation
logic is needed. g
However, it is worth to note that at present, even though reuse is partially possible,
scenarios require rules to be manually written. Manual rule-writing is not a trivial task but a
time consuming and error prone process especially when scenario complexity significantly
increases. Therefore, alternative ways to facilitate and potentially automatise the rule
creation should be explored. 4. Discussions Future research will focus on how to apply machine learning
techniques to ease the process of creating rule-based home automation scenarios. Other
interesting research directions should address the problems of diagnosis and fault tolerance. Author Contributions: Conceptualisation, R.R.; Methodology, R.R.; Software, R.R.; Validation, V.d.B.,
R.S., B.N. and L.D.; Investigation, R.R.; Resources, R.v.d.W.; Data Curation, R.v.d.W.; Writing—Original
Draft Preparation, R.R.; Writing—Review And Editing, V.d.B., R.S. and A.C.; Visualisation, R.R.; Supervi-
sion, V.d.B. and A.C.; Project Administration, V.d.B.; Funding Acquisition, V.d.B. All authors have read
and agreed to the published version of the manuscript. Funding: This work was supported in part by the European Union’s Horizon 2020 project Interconnect
under grant agreement 857237. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Abbreviations API
Application Programming Interface
DL
Description Logic
ETSI
European Telecommunications Standards Institute
EUD
End-User Development
IoT
Internet of Things
JSON
JavaScript Object Notation
KGs
Knowledge Graphs
OWL
Web Ontology Language
RDF
Resource Description Framework
SAREF
Smart Applications REFerence (Ontology)
SSHS
Semantic Smart Home System
SW
Semantic Web
SWRL
Semantic Web Rule Language API
Application Programming Interface
DL
Description Logic
ETSI
European Telecommunications Standards Institute
EUD
End-User Development
IoT
Internet of Things
JSON
JavaScript Object Notation
KGs
Knowledge Graphs
OWL
Web Ontology Language
RDF
Resource Description Framework
SAREF
Smart Applications REFerence (Ontology)
SSHS
Semantic Smart Home System
SW
Semantic Web
SWRL
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English
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Hyperhomocysteinemia in association with male gender, advanced age, uric acid and metabolic syndrome: A retrospective cross-sectional study
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This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/16 Page 1/16 Abstract Background
Elevated homocysteine level has been proposed as a risk factor for cardiovascular disease. The aim of this study is to evaluate the connection between hyperhomocysteinemia with other factors for
early detection of possible cardiovascular disease. Methods
The data in this retrospectively designed
cross-sectional study was retrieved from the health examination database in a medical center located in
southern Taiwan in 2016. The correlation of hyperhomocysteinemia with sex, age, body mass index,
waist circumference, lipid profile, blood pressure, uric acid, high sensitivity C-reactive protein and
lipoprotein were investigated. Both simple and multiple stepwise logistic regression models were used for
the assessment of their connection. Results
A total of 878 subjects with mean age of 55.4 ± 10.8 years
were included in the current study and 73 (9.1%) participants had elevated homocysteine levels. Simple
logistic regression analysis showed elevated Hcy was significantly associated with sex (OR 0.11, 95% CI
0.04-0.31, P < 0.001), age (OR 1.03, 95% CI 1.00-1.05, P < 0.035), waist circumference (OR 1.04, 95% CI
1.02-1.06, P = 0.001), HDL-C (OR 0.97, CI 0.95-0.99, P = 0.011), triglyceride (OR 1.00, CI 1.00-1.01, P =
0.002), SBP (OR 1.02, CI 1.01-1.03, P = 0.004), DBP (OR 1.04, CI 1.02-1.06, P = 0.001), sugar level (OR
1.01, CI 1.00-1.02, P = 0.021), uric acid (OR 1.39, CI 1.20-1.60, P < 0.001) and the presence of metabolic
syndrome (OR 1.81, CI 1.12-2.93, P = 0.016). Multiple stepwise logistic regression analysis was applied
and the result showed that male gender (OR 0.15, 95% CI 0.05-0.43, P < 0.001), advanced age (OR 1.03,
95% CI 1.00-1.05, P < 0.036), triglycerides (OR 1.002, 95% CI 1.001-1.004, P = 0.022), systolic blood
pressure (OR 1.02, 95% CI 1.00-1.03, P = 0.023) and uric acid (OR 1.26, 95% CI 1.07-1.47, P = 0.005) were
significantly associated with the elevation of plasma homocysteine. Conclusions
Several factors are
associated with hyperhomocysteinemia in asymptomatic subjects including sex, age, uric acid and
metabolic syndrome components. Among these factors, male, advanced age, systolic blood pressure,
plasma level of triglyceride and uric acid were independently associated with hyperhomocysteinemia. Definition of hyperhomocysteinemia and metabolic syndrome The normal concentration of Hcy in this study was defined as ≤ 15 µmol/L and hyperhomocysteinemia
was considered > 15 µmol/L [6]. The definition of metabolic syndrome (MetS) was adopted from the
National Cholesterol Education Program-Third Adult Treatment Panel (NCEP-ATP III) [7]. Subjects were
diagnosed with MetS when they met any three or more of the following five components: 1) abdominal
obesity (waist circumference > 90 cm in men or > 80 cm in women, the recommended criteria for Asian
Americans), 2) high fasting blood glucose level (≥100 mg/dL), 3) high triglyceride level (≥150 mg/dL), 4)
high SBP (≥ 130 mmHg) or DBP (≥ 85 mmHg), or 5) low HDL-C level (≤ 40 mg/dL in men or ≤ 50 mg/dL
in women). Subjects This retrospective, cross-sectional study was conducted by applying data from a health examination
database in a medical center located in southern Taiwan from January 2016 to December 2016. A total
of 4858 subjects had undergone health examinations during this period of time. Subjects who had
missing anthropometric, metabolic factors, plasma hs-CRP, plasma lipoprotein or plasma Hcy data (n =
3980) were excluded, leaving 878 patients retained for the present study. The research was approved by
the Chang Gung Medical Foundation Institutional Review Board (IRB No.201900130B0). Information from the subjects including sex, age, height (cm), weight (kg), waist circumference (cm),
systolic blood pressure (SBP) and diastolic blood pressure (DBP) were obtained by trained nurses. Body
mass index (BMI) was calculated by using the formula as weight in kilograms divided by the height in
meters squared. Blood samples were collected for measuring fasting plasma glucose, uric acid, hs-CRP,
lipoprotein, Hcy, total cholesterol, triglyceride, low-density lipoprotein cholesterol (LDL-C) and high-density
lipoprotein cholesterol (HDL-C). Information from the subjects including sex, age, height (cm), weight (kg), waist circumference (cm),
systolic blood pressure (SBP) and diastolic blood pressure (DBP) were obtained by trained nurses. Body
mass index (BMI) was calculated by using the formula as weight in kilograms divided by the height in
meters squared. Blood samples were collected for measuring fasting plasma glucose, uric acid, hs-CRP,
lipoprotein, Hcy, total cholesterol, triglyceride, low-density lipoprotein cholesterol (LDL-C) and high-density
lipoprotein cholesterol (HDL-C). Background Cardiovascular disease is one of the most common leading causes of mortality and morbidity globally. In
Taiwan, cardiac disease was the second major cause of death following by malignant neoplasm in 2016. Well-established risk factors for cardiovascular disease include hypertension, dyslipidemia, diabetes
mellitus and obesity. Homocysteine (Hcy), an amino acid produced during the metabolism of methionine,
is considered as an independent factor for cardiovascular disease [1]. Previous studies concluded that
Hcy exerts adverse effects on endothelium and smooth muscle cells [2], resulting in endothelial
dysfunction, vascular smooth muscle cells proliferation, oxidative stress, increased collagen synthesis
and arterial stiffness [2]. Besides Hcy, inflammatory markers such as high-sensitivity C-reactive protein
(hs-CRP) are proposed as novel predictors for cardiovascular disease based on the concept that
inflammation serves as a major role in the progression of atherothrombosis. The predictive role of hs-CRP
for cardiovascular disease has been established by previous research [3]. Furthermore, oxidative stress is
regarded as a contributor to cardiac and vascular abnormalities [4]. Xanthine oxidase, an enzyme
participating in the uric acid synthesis, is suggested to be one of the sources of reactive oxygen species. Page 2/16 Page 2/16 The upregulation of xanthine oxidase and consequent elevation of uric acid is considered as a potential
biomarker for cardiovascular disease [5]. We conducted a cross-sectional study to investigate the association between hyperhomocysteinemia and
other cardiovascular risk factors mentioned above. The aim of this article is to provide evidence for early
identification of asymptomatic populations at high risk of cardiovascular disease with Hcy and other
serum biomarkers. Results The baseline characteristics of the participants enrolled in this study are presented in Table 1. The
average age of 878 participants was 55.4 ± 10.8 years, and for gender, there were 535 females (60.9%)
and 343 males (39.1%), while mean plasma Hcy level was 10.4 ± 3.64 µmol/L. The average level of
metabolic factors of the 878 adults such as waist circumference (84.9 ± 10.9 cm), HDL-C (50.0 ± 13.4
mg/dL), triglyceride (136.6 ± 98.1 mg/dL), SBP (120.1 ± 20.4 mmHg), DBP (85.2 ± 11.7 mmHg) and
sugar AC (104.9 ± 25.3 mg/dL) are also listed in the table. Data analysis The data were expressed as mean ± standard deviation for continuous variables and percentages for
categorical variables. The 𝜒2-test was used for comparing categorical characteristics of subjects and the
Student`s t-test was used for the comparison of continuous variables of subjects. Univariate and Page 3/16 multivariate logistic regression were applied for analyzing the odds ratio (OR) of significant factors
associated with hyperhomocysteinemia. A P value < 0.05 was considered as statistically significant. The
SPSS software version 22.0 (IBM Corp., Armonk, NY, USA) was used for all analyses. multivariate logistic regression were applied for analyzing the odds ratio (OR) of significant factors
associated with hyperhomocysteinemia. A P value < 0.05 was considered as statistically significant. The
SPSS software version 22.0 (IBM Corp., Armonk, NY, USA) was used for all analyses. Table 1. Baseline characteristics Subjects were categorized into two groups by Hcy level (Table 2). Of the total 878, Subjects were categorized into two groups by Hcy level (Table 2). Of the total 878,
hyperhomocysteinemia was observed in 73 subjects. In participants with elevated Hcy level, the
proportion of males was significantly higher than in a normal sample of Hcy level participants (94.5%
versus 34.0%, P < 0.001). Besides, participants with high plasma Hcy had significantly higher waist
circumference, triglyceride, SBP, DBP, sugar AC and significantly lower HDL-C as compared with those
with normal plasma Hcy. The percentage of those with metabolic syndrome in the high Hcy group was
also significantly higher than in the normal Hcy group (46.0% versus 32.5%, P = 0.015). Participants with
elevated Hcy were more likely to be older and have higher uric acid level than control group subjects. BMI,
total cholesterol, LDL-C, hs-CRP, lipoprotein showed no significant difference between the two groups. Table 2. Differences between high homocysteine and normal homocysteine groups Simple logistic regression analysis in Table 3 shows elevated Hcy was significantly associated with sex
(OR 0.11, 95% CI 0.04-0.31, P < 0.001), age (OR 1.03, 95% CI 1.00-1.05, P < 0.035), waist circumference
(OR 1.04, 95% CI 1.02-1.06, P = 0.001), HDL-C (OR 0.97, CI 0.95-0.99, P = 0.011), triglyceride (OR 1.00, CI
1.00-1.01, P = 0.002), SBP (OR 1.02, CI 1.01-1.03, P = 0.004), DBP (OR 1.04, CI 1.02-1.06, P = 0.001), sugar
level (OR 1.01, CI 1.00-1.02, P = 0.021), uric acid (OR 1.39, CI 1.20-1.60, P < 0.001) and the presence of
metabolic syndrome (OR 1.81, CI 1.12-2.93, P = 0.016). The multiple stepwise logistic regression analysis
conducted with these factors showed that only sex (OR 0.15, CI 0.05-0.43, P < 0.001), age (OR 1.03, CI
1.00-1.05, P = 0.036), triglyceride (OR 1.002, CI 1.001-1.004, P = 0.022), SBP (OR 1.02, CI 1.00-1.03, P =
0.023) and uric acid (OR 1.26, CI 1.07-1.47, P = 0.005) were independently significantly associated with
hyperhomocysteinemia. Discussion Page 4/16 Page 4/16 This retrospective cross-sectional study revealed positive correlations between hyperhomocysteinemia
and advanced age, triglyceride, blood pressure and uric acid levels. The subjects included in this current
research were sampled from the Taiwanese population. Compared with a previous study based on
Taiwanese people, the levels of average Hcy level were similar [8]. The positive relation between Hcy and triglyceride has been observed in several other studies as well. In
research conducted in Japan with 40 patients diagnosed with type 2 diabetes mellitus, Hcy was
associated with triglyceride but not with total cholesterol and LDL-C [9]. Momin et al. reported similar
results based on a sample of 4660 Chinese in an urban community, with data that showed hyper-
homocysteine state was independently related to elevated triglyceride [10]. The mechanism behind the
relation between homocysteinemia and triglyceride has been proposed by several animal research
studies. Experimental studies have suggested that Hcy-related endoplasmic reticulum stress increases
the expression of sterol regulatory element-binding proteins (SREBPs), which further promote cholesterol
and triglyceride synthesis [11]. The result was reproduced in an animal experiment by using methionine
diet-fed mice, revealing elevated plasma triglyceride in increased plasma Hcy mice [12]. However, the
relation between Hcy and triglyceride is not so consistent. Yadav et al. conducted a study involving 60
ischemic heart disease patients and failed to find a significant relationship between Hcy level and lipid
profiles [13]. Another study enrolling 155 type 2 diabetes mellitus subjects also reported no significant
association regarding hyperhomocysteinemia and high plasma triglyceride level [14]. Despite the inconsistent findings on the effect of Hcy, we provide a strong relation between elevated Hcy
and triglyceride level in the current research. Some cross-sectional studies discussing the association
between Hcy and lipid profiles other than triglyceride showed a negative relationship with HDL-C [9, 10,
15-19] and apolipoprotein [15-17, 20] but positive relationship with LDL-C [18]. The mechanism of Hcy
related to decreased HDL-C and apolipoprotein has been demonstrated in animal models. Hcy down-
regulated peroxisome proliferator-activated receptor (PPAR𝛂) and apolipoprotein AI protein level [21]. The
result caused the suppression of lecithin-cholesterol acyltransferase substrate, which led to HDL
maturation inhibition [22]. Significant relationship was noted between hyperhomocysteinemia and
metabolic syndrome in our simple logistic regression analysis; however, the studies discussing the
connection between Hcy and metabolic syndrome showed conflicting results. Seven hundred and twenty-
two patients undergoing medical checkup in Korea revealed lack of association [23]. Discussion On the contrary,
Esteghamati et al. found that homocysteine was correlated with metabolic syndrome based on a
prospective study composed of 5893 subjects in Iran [24]. In our multiple stepwise logistic regression
analysis, only some of the components of metabolic syndrome such as triglycerides and systolic blood
pressure were independently significantly associated with elevated plasma homocysteine level. The
differences between our analysis and prior studies were likely because of the adjusting variables we used,
as our study also incorporated other cardiovascular disease risk factors including uric acid and CRP. Despite the inconsistent findings on the effect of Hcy, we provide a strong relation between elevated Hcy
and triglyceride level in the current research. Some cross-sectional studies discussing the association
between Hcy and lipid profiles other than triglyceride showed a negative relationship with HDL-C [9, 10,
15-19] and apolipoprotein [15-17, 20] but positive relationship with LDL-C [18]. The mechanism of Hcy
related to decreased HDL-C and apolipoprotein has been demonstrated in animal models. Hcy down-
regulated peroxisome proliferator-activated receptor (PPAR𝛂) and apolipoprotein AI protein level [21]. The
l
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i hi
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l
l
f
b
hi h l d
HDL The connection between hyperhomocysteinemia and uric acid is explained by the methionine-
homocysteine cycle [25]. In this cycle, methionine is converted to S-adenosyl-homocysteine (SAH), which
becomes Hcy and adenosine, with adenosine then being degraded to uric acid. Therefore, an increase in Page 5/16 Page 5/16 Hcy leads to an increase in uric acid level; this result is consistent with our analysis. Similar findings were
also observed in other research studies [26, 27]. On the other hand, sex difference was also found to be
an independent factor for elevated Hcy level in the current study, the mechanism of which might be
related to the sex difference in Hcy metabolism. Normally, Hcy is metabolized by 2 different pathways:
remethylation and transsulfuration [26]. A study involving 11 healthy young men and premenopausal
women without cardiac risk factors conducted by Fukagawa et al. reported a significant higher rate of
remethylation and a tendency toward higher rates of transmethylation in women than in men [28]. Therefore, it is reasonable to anticipate that Hcy level is higher in men than women. An Indian study composed of 1243 healthy subjects confirmed the sex difference by showing a
significantly higher level of Hcy over women [29]. Conclusions Elevated serum homocysteine is associated with sex, age, uric acid and metabolic syndrome
components. Among these factors, male gender, advanced age, triglyceride, systolic blood pressure and
uric acid were profoundly associated with hyperhomocysteinemia. Further prospective cohort studies are
needed for validating the influence on cardiovascular event prediction with homocysteine and its
associates. Discussion In addition, creatine is synthesized from
guanidinoacetate during the formation of SAH in the methionine-Hcy cycle. Creatine and subsequent
creatinine synthesis is related to muscle mass, which provides an explanation for higher Hcy levels in
men than women [30]. Hormonal difference has also been proposed as a reason contributing to the
different Hcy levels in males and females. A clinical study with transsexuals showed that male-to-female
subjects who were treated with ethinyl estradiol and antiandrogen had significantly decreasing levels of
Hcy. On the contrary, female-to-male transsexuals who underwent testosterone treatment had increased
plasma Hcy [31]. The age-related elevation of Hcy could be explained by the physiologically-associated
renal function decline. A previous study concluded that glomerular filtration rates served as an important
role in Hcy and creatinine clearance [32]. Possible mechanisms regarding the relationship between Hcy
and blood pressure is that Hcy induces endothelial injury and oxidative stress, which leads to impaired
nitric oxide release [33], and the consequences of these effects contribute to the raise of blood pressure. There are several limitations in the current study. Firstly, the study is retrospectively designed, so further
studies are needed to determine any causation. Secondly, the subjects were recruited from a single
medical center, which might not represent the general population in Taiwan. Thirdly, participants who
received medications for hypertension or hyperlipidemia were not excluded, so medication use might
affect the result of our analysis. Acknowledgements Not applicable. Abbreviations BMI, body mass index; DBP, diastolic blood pressure; Hcy, homocysteine; HDL-C, high-density lipoprotein
cholesterol; hs-CRP, high-sensitivity C-reactive protein; LDL-C, low-density lipoprotein cholesterol; MetS, Page 6/16 Page 6/16 metabolic syndrome; SBP, systolic blood pressure; TC, total cholesterol. metabolic syndrome; SBP, systolic blood pressure; TC, total cholesterol. Funding No financial support was received for this project. Authors’ contribution Study concept and design: PJC, YCL, PMW and SSL. Sampling and laboratory analysis: PJC, YCL and
PMW. Statistical analysis and interpretation of data: SSL. Preparing the manuscript: PJC and SSL. Critical
revision of the manuscript and corresponding author: SSL. All authors read and approved the final
version of the manuscript. Ethics approval and consent to participate The study was approved by the Chang Gung Medical Foundation Institutional Review Board. In this
retrospective study, informed consent was unnecessary because the information of all participants was
anonymized and de-identified. Consent for publication Not applicable Competing interests The authors declare that they have no competing interests. References 1. Homocysteine and risk of ischemic heart disease and stroke: a meta-analysis. Jama. 2002;288(16):2015-22. 1. Homocysteine and risk of ischemic heart disease and stroke: a meta-analysis. Jama. 2002;288(16):2015-22. 2. Ganguly P, Alam SF. Role of homocysteine in the development of cardiovascular disease. Nutrition
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hydrogen sulfide. Current medicinal chemistry. 2014;21(32):3662-72. Tables Table 1. Baseline characteristics Page 10/16 Participants (n = 878)
Sex
Female, n, %
535 (60.9%)
Male, n, %
343 (39.1%)
Age (years)
55.4±10.8
BMI (kg/m2)
25.2±3.8
Waist circumference (cm)
84.9±10.9
Total cholesterol (mg/dl)
203.0±37.0
HDL-C (mg/dl)
50.0±13.4
Triglycerides (mg/dl)
136.6±98.1
LDL-C (mg/dl)
123.3±32.6
SBP (mmHg)
129.1±20.4
DBP (mmHg)
85.2±11.7
Sugar AC (mg/dl)
104.9±25.3
TC/HDL-C (mg/dl)
4.28±1.18
LDL-C/HDL-C (mg/dl)
2.62±0.92
Uric acid (mg/dl)
6.34±1.56
Plasma hs-CRP (ug/dl)
2.33±4.09 Plasma lipoprotein (mg/dl)
16.7±19.9
Plasma homocysteine (umol/l)
10.4±3.64 Plasma lipoprotein (mg/dl)
16.7±19.9
Plasma homocysteine (umol/l)
10.4±3.64 Abbreviations: BMI, body mass index; HDL, high-density lipoprotein; LDL, low-density lipoprotein; SBP, systolic
blood pressure; DBP, diastolic blood pressure; TC, total cholesterol; hs-CRP, high-sensitivity C-reactive protein. Table 2. Differences between high homocysteine and normal homocysteine groups Page 12/16 High homocysteine (n=73)
Normal homocysteine (n= 805)
P value
Sex
<0.001*
Male, n, %
69 (94.5%)
274 (34.0%)
Female, n, %
4 (5.5%)
531 (66.0%)
Age (years)
58.2±9.9
55.2±10.9
0.034*
BMI (Kg/m2)
25.9±4.1
25.2±3.8
0.140
Waist circumference (cm)
88.9±11.7
84.6±10.7
0.001*
Total cholesterol (mg/dl)
202±42.2
203.1±36.5
0.806
HDL-C (mg/dl)
46.2±12.0
50.4±13.5
0.011*
Triglycerides (mg/dl)
176.6±76.8
133.0±86.8
<0.001*
LDL-C (mg/dl)
122.2±37.8
123.4±32.1
0.764
SBP (mmHg)
135.7±19.7
128.5±20.4
0.004*
DBP (mmHg)
89.8±12.4
84.8±11.5
<0.001*
Sugar AC (mg/dl)
111.6±30.7
104.3±24.7
0.018*
TC/HDL-C
4.63±1.46
4.25±1.15
0.009*
LDL-C/HDL-C
2.81±1.09
2.60±0.91
0.062
Uric acid (mg/dl)
7.12±1.87
6.26±1.51
<0.001*
Hs-CRP (ug/dl)
3.15±6.73
2.25±3.76
0.076
Lipoprotein (mg/dl)
13.3±17.7
17.0±20.1
0.135
MetS, n, %
0.015*
yes
34(46.6%)
262(32.5%)
no
39(53 4%)
543(67 5%) *: Indicates a significant difference, p < 0.05 *: Indicates a significant difference, p < 0.05 Abbreviations: BMI, body mass index; HDL, high-density lipoprotein; LDL, low-density lipoprotein; SBP, systolic
blood pressure; DBP, diastolic blood pressure; TC, total cholesterol; hs-CRP, high-sensitivity C-reactive protein;
MetS, metabolic syndrome. Table 3. Regression analysis for association of high homocysteine with different variables Page 14/16 Variables
Simple logistic regression OR
(95% CI)
P value
Multiple stepwise logistic regression
OR (95% CI)
P value
Sex
0.11(0.04-0.31)
<0.001*
0.15(0.05-0.43)
<0.001*
Age
1.03(1.00-1.05)
<0.035*
1.03(1.00-1.05)
0.036*
BMI
1.05(0.98-1.11)
0.149
Waist
circumference
1.04(1.02-1.06)
0.001*
Total
cholesterol
1.00(1.00-1.01)
1.000
HDL-C
0.97(0.95-0.99)
0.011*
Triglyceride
1.00(1.00-1.01)
0.002*
1.002(1.001-1.004)
0.022*
LDL-C
1.00(0.99-1.01)
0.764
SBP
1.02(1.01-1.03)
0.004*
1.02(1.00-1.03)
0.023*
DBP
1.04(1.02-1.06)
0.001*
Sugar AC
1.01(1.00-1.02)
0.021*
Uric acid
1.39(1.20-1.60)
<0.001*
1.26(1.07-1.47)
0.005*
Hs-CRP
1.04(0.99-1.08)
0.090
Lipoprotein
0.99(0.97-1.00)
0.137
MetS
1.81(1.12-2.93)
0.016*
*: Indicates a significant difference, p < 0.05
Abbreviations: BMI body mass index; HDL high-density lipoprotein; LDL low-density lipoprotein; SBP systolic *: Indicates a significant difference, p < 0.05 *: Indicates a significant difference, p < 0.05 Abbreviations: BMI, body mass index; HDL, high-density lipoprotein; LDL, low-density lipoprotein; SBP, systolic
blood pressure; DBP, diastolic blood pressure; TC, total cholesterol; hs-CRP, high-sensitivity C-reactive protein;
MetS, metabolic syndrome. Page 15/16 Page 16/16
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Inovasi Sistem Pelayanan PA Tanjung Pati Keliling (SIMPATIK) dalam Upaya Meningkatkan Kualitas Pelayanan Publik
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Zenodo (CERN European Organization for Nuclear Research)
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Inovasi Sistem Pelayanan PA Tanjung Pati Keliling
(SIMPATIK) dalam Upaya Meningkatkan Kualitas
Pelayanan Publik Pelayanan Publik Yuriane Canabisfa Yuriane Canabisfa Program Studi Ilmu Administrasi Publik, Universitas Andalas, Indonesia yurianecanabisfa123@gmail.com Abstract: Facing a sophisticated era, the government as a leader who regulates social life
must be able to adapt to these conditions. The government is expected to take advantage of
developments in technology, information and communication in terms of meeting the needs of
the community through public services. Like most other regions, Kabupaten Fifty Cities have
started implementing digital-based public services. One of the digitalization of public services
is carried out by the Tanjung Pati Religious Court Institution through an innovation called
SIMPATIK. SIMPATIK is a service innovation provided with a ball pick-up system by
Religious Court officers. With this innovation, it is expected to be able to answer the demands
of the community in receiving services effectively and efficiently. Research related to service
innovation by the Religious Courts has not been widely carried out, therefore researchers are
interested in deepening this SIMPATIK innovation. The research method chosen is a
qualitative approach with a descriptive analysis method. This study uses Rogers' theory in
Mona Melinda (2020) which measures the innovation attribute variable with 5 things, namely
relative advantage; suitability (compatibility); complexity (complexity); the possibility of
being tried (triability); and easy to observe (observability). Based on the results of the study,
it is known that the services provided by the Tanjung Pati Religious Court through SIMPATIK
Innovation are good. However, there are still obstacles, such as the use of the new website,
which is limited to registration of interested parties, and has not been added to other activities. Keywords: Innovation, Services, SIMPATIK, Tanjung Pati Abstrak: Menghadapi era yang serba canggih menjadikan pemerintah sebagai pemimpin
yang mengatur kehidupan bermasyarakat harus bisa menyesuaikan dengan keadaan tersebut. Pemerintah diharapkan dapat memanfaatkan perkembangan teknologi, informasi dan
komunikasi dalam hal memenuhi kebutuhan masyarakat melalui pelayanan publik. Seperti
kebanyakan daerah lainnya, Kabupaten lima Puluh Kota sudah mulai menerapkan pelayanan
publik berbasis digital. Digitalisasi pelayanan public tersebut salah satunya dilakukan oleh
Lembaga Pengadilan Agama Tanjung Pati melalui inovasi yang Bernama SIMPATIK. SIMPATIK merupakan inovasi layanan yang diberikan dengan system jemput bola oleh
petugas Pengadilan Agama. Dengan adanya inovasi ini diharapkan dapat menjawab tuntutan
masyarakat dalam menerima pelayanan secara efektif dan efesien. Penelitian terkait inovasi
pelayanan oleh Pengadilan Agama belum banyak dilakukan oleh karena itu peneliti tertarik
untuk memperdalam inovasi SIMPATIK ini. Metode penelitian yang dipilih adalah
pendekatan kualitatif dengan metode deskriptif analisis.. Yuriane Canabisfa Penelitian ini menggunakan teori
Rogers dalam Mona Melinda (2020) yang mengukur variabel atribut inovasi dengan 5 hal
yakni keuntungan relatif (relatif advantage); kesesuaian (compatibility); kerumitan
(complexity); kemungkinan dicoba (triability); dan kemudahan diamati (observability). Berdasarkan hasil penelitian, diketahui bahwa pelayanan yang diberikan Pengadilan Agama
Tanjung Pati melalui Inovasi SIMPATIK sudah baik. Namun masih terdapat kendala seperti
pemanfaatan website baru sebatas pendaftaran pihak yang berkepentingan, belum bertambah
pada kegiatan yang lain. Kata Kunci: Inovasi, Pelayanan, SIMPATIK, Tanjung Pati Kata Kunci: Inovasi, Pelayanan, SIMPATIK, Tanjung Pati A. PENDAHULUAN Dalam kehidupan berbangsa dan bernegara, pemerintah sebagai aparatur birokrasi
memiliki tujuan untuk selalu memenuhi kebutuhan masyarakatnya. Pemenuhan kebutuhan
tersebut dilakukan melalui pelayanan yang diberikan kepada setiap individu sesuai
keperluannya masing-masing. Semakin berkembangnya system kehidupan, kebutuhan
masyarakat yang diperlukan juga semakin banyak. Pemerintah dituntut untuk bisa memenuhi
kebutuhan masyarakat yang beragam tersebut, mulai dari Pendidikan, Kesehatan, Keamanan,
hingga kebutuhan social seperti urusan Perkawinan, Perceraian dan sebagainya. Dalam
penanganan permasalahan dan kebutuhan masyarakat tersebut, pemerintah harus dapat memberikan pelayanan yang efektif dan efisien kepada masyarakat sebagai negara yang
berdaulat (Maisy Triwahyuni dkk, 2020). Menurut Siagian dalam Hardiyansyah (2018) menyatakan teori ilmu administrasi
mengajarkan pemerintahan negara pada hakikatnya menyelenggarakan dua jenis fungsi
utama, yaitu fungsi pengaturan dan fungsi pelayanan. Fungsi pengaturan biasanya dikaitkan
dengan hakikat negara modern sebagai suatu negara hukum (legal state), sedangkan fungsi
pelayanan dikaitkan dengan hakikat negara sebagai suatu negara kesejahteraan (welfarestate). Kedua fungsi tersebut dipercayakan kepada aparatur pemerintah sesuai bidangnya masing-
masing. Pengertian pelayanan (service) menurut American Marketing Association, seperti
dikutip oleh Cowell dalam Hardiyansyah (2018) bahwa pelayanan merupakan kegiatan atau
manfaat yang ditawarkan oleh suatu pihak kepada pihak lain dan pada hakekatnya tidak
berwujud serta tidak menghasilkan kepemilikan sesuatu, proses produksinya mungkin juga
tidak dikaitkan dengan suatu produk fisik. Jadi, bisa dikatakan bahwa pelayanan merupakan
kegiatan yang dilakukan oleh pihak tertentu untuk membantu seseorang untuk mendapatkan
kebutuhannya dalam hal berupa barang atau jasa, aktivitasnya tidak bisa dilihat namun dapat
dirasakan. Menurut Undang-Undang Nomor 25 Tahun 2009 tentang Pelayanan Publik, pelayanan
publik adalah kegiatan atau kebutuhan pelayanan bagi setiap warga negara dan penduduk atas
barang, jasa, dan atau pelayanan administratif yang disediakan oleh penyelenggara pelayanan
publik. Pelayanan public merupakan sesuatu kewajiban yang harus diberikan pemerintah
kepada masyarakat sebagai pihak yang harus dilayani. Sedangkan menurut Wasistiono dalam
Hardiyansyah (2018), Pelayanan umum atau pelayanan publik adalah pemberian jasa baik
oleh pemerintah, pihak swasta atas nama pemerintah ataupun pihak swasta kepada
masyarakat, dengan atau tanpa pembayaran guna memenuhi kebutuhan dan atau kepentingan
masyarakat. Pemberian pelayanan public oleh aparatur pemerintah kepada masyarakat
sebenarnya merupakan implikasi dari fungsi aparat negara sebagai pelayan masyarakat
(Hamirul, 2018). Disimpulkan bahwa pelayanan public adalah aktivitas yang dilakukan oleh pemerintah
kepada masyarakat sesuai dengan peraturan perundang-undangan yang ada dalam rangka
memenuhi kebutuhan setiap penduduknya melalui instansi-instansi yang dikelola oleh
pemerintah sendiri dan swasta. A. PENDAHULUAN Dari pengertian pelayanan public diatas, menurut Hardiyansyah (2018) terdapat 3 unsur
penting dalam pelayanan public, yaitu unsur pertama, adalah organisasi pemberi (penyelenggara) pelayanan yaitu Pemerintah/Pemerintah Daerah, unsur kedua, adalah
penerima layanan (pelanggan) yaitu orang atau masyarakat atau organisasi yang
berkepentingan, dan unsur ketiga, adalah kepuasan yang diberikan dan/atau diterima oleh
penerima layanan (pelanggan). Pelayanan public tidak hanya menjadi urusan pemerintah pusat
saja namun mengikutsertakan pemerintah daerah. Pemerintah di daerah memiliki kewenangan
yang luas untuk mengatur daerahnya sesuai kebutuhan masyarakat tersebut dikarenakan
adanya otonomi daerah, otonomi daerah ini mencakup segala aspek kehidupan masyarakatnya
termasuk untuk urusan pelayanan public yang ada diharapkan pemerintah daerah juga dapat
menyesuaikannya. Pemerintah pusat memiliki kewenangan untuk merumuskan peraturan dan
untuk pelaksanaan diserahkan kepada masing-masing daerah. Mona Melinda dkk (2020) menyatakan Kewajiban pemda dalam mewujudkan
pelayanan yang terbaik tertuang dalam UU Nomor 23 Tahun 2014 tentang Pemerintahan
Daerah. Dalam ketentuan Bab XXI UU Nomor 23 Tahun 2014 disebutkan bahwa pemda dapat
melakukan inovasi dalam upaya peningkatan kinerja penyelenggaraan pemerintahan
daerahnya. Hal ini diperkuat dengan adanya desentralisasi kewenangan yang dimiliki pemda
sebagai konsekuensi otonomi daerah. Menurut Brinkerhoff & Wetterberg yang dikutip oleh
Mona Melinda dkk (2020) Studi desentralisasi di Indonesia menunjukkan otonomi daerah
berpengaruh signifikan bagi pemda termasuk dalam penyelenggaraan layanan publik. Dengan begitu bisa dikatakan bahwa, dengan adanya otonomi daerah telah membawa
perubahan yang besar bagi struktur pemerintahan daerah dalam melayani masyarakatnya,
mereka tidak lagi terpaku dengan keputusan pemerintah pusat namun dapat
mengembangkannya berdasarkan kebutuhan demi mewujudkan masyarakat yang sejahtera. Ketika dihadapkan pada proses penyelenggaraannya pelayanan publik dengan orientasi pada
kekuasaan yang amat kuat, selama ini telah membuat birokrasi menjadi semakin jauh dari
misinya untuk memberikan sebuah pelayanan (Roni Ekha Putera, 2009) Dilihat dari pelaksanaan kegiatan administrative oleh pemerintah, Indonesia masih jauh
berada dalam kategori baik dalam memberikan pelayanan yang layak kepada masyarakat hal
ini dikarenakan masih banyak ditemukan pelayanan yang disediakan membutuhkan biaya,
waktu yang lama serta system pengurusan berbelit-belit. Pelaksanaan pelayanan yang masih
dirasa belum optimal ini disebabkan atas dasar kinerja birokrat yang belum memenuhi
peraturan yang berlaku. Ditinjau dari sisi kelembagaan masih banyak terjadi duplikasi, dimana
bentuk organisasi masih berbentuk piramida terbalik. Ditinjau dari ketatalaksanaan dan
pelayanan publik terjadi sistem prosedur pelayanan yang belum transparan, berbelit-belit dan
terjadi praktik KKN (Korupsi, Kolusi, Napotisme) (Bobi Rizki Ananda, 2019). Menurut Bobi Rizki Ananda dkk (2019), Masyarakat cenderung diposisikan sebagai pihak yang ingin
mendapatkan pelayanan bukan sebagai pihak yang dilayani. A. PENDAHULUAN Untuk itu, masyarakat sebagai
pihak yang menginginkan keadilan dan kesejahteraan melakukan tuntutan kepada pemerintah
terkait perbaikan kinerja birokrasi public. Tuntutan-tuntutan itu menjadi masukan bagi
pemerintah atas apa yang perlu dilakukan kedepannya. Survey telah banyak dilakukan
mengenai kinerja organisasi pemerintah Indonesia dalam memberikan pelayanan public, salah
satunya seperti yang dilakukan Dwiyanto dkk yang dikutip oleh Ria Ariany (2010), dimana
Dwiyanto melakukan survey GDS 2002 di 20 Provinsi di Indonesia yang salah satu hasilnya
adalah organisasi pemerintah dalam menyelenggarakan pelayanan public, waktu yang
diperlukan untuk menyelesaikan sebuah pelayanan seringkali tidak diatur dengan jelas,
akibatnya terjadi ketidakpastian dalam hal waktu pelayanan. Tidak hanya itu, menurut Ananda
dkk yang dikutip Aranzi Eriza dkk (2021) Penyelenggaraan pelayanan publik saat ini masih
dihadapkan pada kondisi yang belum selesai dengan kebutuhan dan perubahan di berbagai
bidang kehidupan bermasyarakat, berbangsa dan bernegara. Birokrasi pemerintahan ditinjau
dari ketatalaksanaan dan pelayanan publik masih terjadi sistem pelayanan yang belum
transparan, berbelit-belit dan adanya praktik KKN. Ditambah lagi ketika dihubungkan dengan unsur yang terdapat dalam pelayanan public
dimana masih terdapat kendala antara lain seperti unsur pertama dalam pelayanan public yaitu
pemerintah sebagai pihak pembuat aturan dan pelaksana kebijakan, kadangkala ini membuat
kebingungan antara pemerintah untuk menjalankan urusan sebagai pihak yang memiliki
kepentingan pembuat keputusan atau yang menjalankannya. Yang kedua itu terkait
masyarakat, dimana masyarakat tidak dalam posisi untuk menawar sehingga tidak bisa
memiliki kekuatan untuk mendapatkan layanan yang baik. Ketiga adalah kepuasan
masyarakat menerima pelayanan yang perlu diperhatikan oleh pemerintah sebagai acuan
dalam pengambilan keputusan, dengan adanya pelayanan yang belum optimal maka
masyarakat tidak merasa puas atas apa yang diberikan pemerintah sehingga harus dilakukan
pembenahan. Dalam hal menjawab tuntutan masyarakat dibutuhkan upaya untuk memperbaiki
pelayanan yang membebani masyarakat tersebut, ini dapat dilakukan dengan reformasi
birokrasi terkait dengan pelayanan. Pelayanan yang sudah ada dilakukan pembaharuan serta
dilakukan inovasi. Berdasarkan PERMENPAN-RB NO 30 Tahun 2014, Inovasi pelayanan publik adalah
terobosan pelayanan publik yang merupakan gagasan ide kreatif original dan
adaptasi/modifikasi yang memberikan manfaat bagi masyarakat baik secara langsung maupun tidak langsung. Dengan kata lain, inovasi pelayanan publik sendiri tidak mengharuskan suatu
penemuan baru, tetapi dapat merupakan suatu pendekatan baru yang bersifat kontekstual
dalam arti inovasi tidak terbatas dari tidak ada kemudian muncul gagasan dan praktik inovasi,
tetapi dapat berupa inovasi hasil dari perluasan maupun peningkatan kualitas pada inovasi
yang ada. sedangkan menurut Evert M. A. PENDAHULUAN Roger yang dikutip Suwarno dalam Nugi Alindro dkk
(2021) menyatakan inovasi adalah ide, gagasan, praktik atau/benda yang didasari dan diterima
sebagai suatu hal yang baru oleh seseorang atau kelompok untuk diadopsi. Pemerintah dalam melakukan inovasi pelayanan public disesuaikan dengan kebutuhan
masyarakat serta melihat perkembangan zaman. Saat ini dunia sedang dihadapkan dengan
pengaruh globalisasi yang sangat kuat. Tidak ada negara yang mampu menolak arus
globalisasi ini dikarenakan globalisasi telah mencakup sendi-sendi kehidupan mulai dari
kehidupan ekonomi, politik, social budaya hingga pertahanan dan keamanan. Globalisasi
sebagai akibat dari pertukaran ilmu pengetahuan para intelligent antar negara sehingga
membawa ke arah yang serba maju dan modern. Kemajuan ini terlihat dengan berkembang
pesatnya teknologi, informasi dan komunikasi yang pada akhirnya membawa pengaruh
signifikan dalam kehidupan. Kemajuan-kemajuan ini dalam pelaksanaannya didorong dengan
kemunculan internet. Internet menjadikan segalanya berada dalam jaringan. Dengan adanya
internet, masyarakat mulai dimanjakan dengan system yang cepat dan mudah, contohnya saja
ketika berbelanja, masyarakat tidak perlu lagi datang ke pasar yang ramai dan kumuh untuk
mendapatkan keperluan sehari-hari cukup dengan menyediakan paket data maka masyarakat
sudah dapat memesan kebutuhan tersebut melalui telepon genggam dengan hanya duduk di
rumah atau di coffeshop. Begitu mudah, cepat dan murah fasilitas yang disediakan melalui
internet untuk menunjang aktivitas masyarakat. Dengan demikian, pemerintah harus menyesuaikan pelayanan yang akan diberikan
ditengah-tengah masyarakat modern. Berdasarkan data pada Asosiasi Penyelenggara Jasa
Internet Indonesia (APJII) yang terdapat dalam Hazid Jalma dkk (2019) menggambarkan
terjadinya peningkatan pengguna internet di Indonesia setiap tahunnya. Internet menjadi alat
yang menghubungkan seseorang dengan yang lainnya sehingga ini terus mengalami
peningkatan. Pemerintah mulai memanfaatkan keadaan untuk memperbaharui kualitas
pelayanan public melalui internet. Penggunaan internet dan teknologi dalam pelayanan public
merubah pelayanan konvesional menjadi serba digital. Digitalisasi pelayanan public disambut
baik oleh masyarakat maupun aparat pelaksana kebijakan, hal ini dikarenakan digitalisasi
pelayanan yang diberikan membawa banyak kemudahan, seperti antrian yang tidak lama,
pelayanan yang cepat, dan tidak perlu mengeluarkan biaya. Pelayanan public yang digital akan meningkatkan kepercayaan masyarakat terhadap pemerintah dengan adanya transparansi dan
akuntabel dari aktivitas yang dilaksanakan. Salah satu Lembaga/instansi yang melakukan digitalisasi dalam pelayanan public
adalah Pengadilan Agama Tanjung Pati. Pengadilan ini berinovasi dengan Program
SIMPATIK yang dirancang untuk memberikan pelayanan kepada masyarakat dengan system
jemput bola. Dengan adanya inovasi ini diharapkan pelayanan keadilan yang disediakan dapat
menjangkau seluruh masyarakat hingga ke daerah terpencil. A. PENDAHULUAN SIMPATIK merupakan salah satu
bentuk pelayanan prima yang diberikan oleh PA Tanjung Pati yang dilaksanakan setiap hari
Kamis pekan pertama dan ketiga setiap bulannya, berlokasi di Kantor Wali Nagari
Limbanang, Kabupaten Limapuluh Kota. Lembaga Pengadilan Agama juga berupaya untuk meningkatkan kualitas pelayanan
public melalui pengembangan inovasi pelayanan dan peningkatan kualitas SDM. Studi
relevan yang memiliki lokus Pengadilan Agama sendiri telah dilakukan oleh ahli. Studi yang
dilakukan oleh Annisa Trijultian (2022) melihat Pengaruh Kualitas Pelayanan Administrasi
Pos Bantuan Hukum Terhadap Kepuasan Masyarakat di Pengadilan Agama Kota Sukabumi,
dimana penelitian lebih ke arah melihat pelaksanaan pelayanan yang telah ada. Berbeda dari studi yang telah dilakukan sebelumnya, inovasi SIMPATIK yang
dilakukan sebagai wujud meningkatkan kualitas layanan agar masyarakat dapat menerima
keadilan dengan mudah memiliki karakteristik pelayanan yang berbeda dengan pengadilan
agama dimana layanan dilakukan secara daring dan luring. Untuk studi terkait inovasi
pelayanan oleh pengadilan agama belum ada dilakukan, Dengan demikian ada keterbaruan
dari inovasi yang dilakukan oleh Pengadilan Agama Tanjung Pati. Ini menjadi dasar peneliti
tertarik untuk melakukan penelitian ini. B. METODE PENELITIAN Artikel ini menggunakan pendekatan kualitatif dengan metode deskriptif analisis. Pendekatan kualitatif dipilih karena kemampuan peneliti untuk mendapatkan pemahaman
yang mendalam, autentik, dan mendasar mengenai fenomena yang tengah diamati. Metode
deskriptif analisis digunakan dengan alasan data dan informasi yang dihimpun
memerlukan perhatian pada fenomena atau masalah aktual melalui proses pengumpulan data,
penyusunan, pengolahan, dan penarikan kesimpulan. Hasil dari proses tersebut kemudian
digunakan untuk mendeskripsikan suatu keadaan empiris yang objektif atas fenomena atau
masalah yang sedang dikaji. Sedangkan teknik pengumpulan data yang digunakan adalah
studi kepustakaan. Hal ini dilakukan karena keterbatasan peneliti untuk melakukan wawancara secara langsung kepada narasumber-narasumber terkait pada saat tulisan ini
dibuat. Studi kepustakaan yang dimaksud dalam penelitian ini adalah upaya yang dilakukan
oleh peneliti dalam mencari, mengumpulkan dan mempelajari bahan tertulis berupa ebook,
artikel, berita online (seperti minangkabaunews.com) dan website Lembaga terkait (seperti
https://badilag.mahkamahagung.go.id/) yang menjadi sumber terhadap masalah dan fenomena
yang dikaji. Teknik Analisis Data dalam penelitian ini merujuk pada penjelasan Creswell yang
dikutip Leo Agustino (2020) yang menjabarkan tekniknya pada pengorganisasian data,
pembacaan dan memoing (pembuatan catatan), serta pendeskripsian, pengklarifikasian, serta
penafsiran data menjadi kode dan tema. C. KERANGKA TEORI Inovasi yang ada harus diuji
dan dicoba terlebih dahulu untuk dilihat keuntungan dan nilai lebih yang dimilikinya. 5. Observability atau kemudahan diamati. Observability adalah sejauh mana hasil inovasi
dapat dilihat dan diamati oleh orang lain. Beberapa inovasi dapat dengan mudah untuk
diamati, dipahami dan dikomunikasikan dengan orang lain (Rogers, 1995). Sebuah inovasi
perlu untuk dilihat dan diamati bagaimana ia bekerja untuk dapat menghasilkan sesuatu yang
lebih. 4. Triability atau kemungkinan dicoba. Triability atau kemungkinan dicoba adalah sejauh
mana inovasi dapat diujicobakan secara terbatas (Rogers, 1995). Inovasi yang ada harus diuji
dan dicoba terlebih dahulu untuk dilihat keuntungan dan nilai lebih yang dimilikinya. 5. Observability atau kemudahan diamati. Observability adalah sejauh mana hasil inovasi
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mana inovasi dapat diujicobakan secara terbatas (Rogers, 1995). Inovasi yang ada harus diuji
dan dicoba terlebih dahulu untuk dilihat keuntungan dan nilai lebih yang dimilikinya. 5. Observability atau kemudahan diamati. Observability adalah sejauh mana hasil inovasi
dapat dilihat dan diamati oleh orang lain. Beberapa inovasi dapat dengan mudah untuk
diamati, dipahami dan dikomunikasikan dengan orang lain (Rogers, 1995). Sebuah inovasi
perlu untuk dilihat dan diamati bagaimana ia bekerja untuk dapat menghasilkan sesuatu yang
lebih. Dalam artikel ini, penulis memilih menggunakan teori atribut inovasi oleh Everett M. Rogers dikarenakan ingin melihat dan mendeskripsikan bagaimana atribut inovasi pelayanan
dari SIMPATIK sehingga dapat dilihat bagaimana keuntungan, kendala, dan kerumitan yang
dialami dalam pelaksanaannya. C. KERANGKA TEORI Inovasi merupakan sarana untuk memupuk kepercayaan masyarakat kepada pemerintah
dalam hal melaksanakan aktivitas pemerintahan. Menurut Wike Yuliana (2020) menyatakan
inovasi adalah suatu kegiatan yang menciptakan sebuah ide baru yang tujuannya mengubah
sesuatu baik berupa produk atau jasa menjadi lebih baik dari sebelumnya. Mulgan & Alburry dikutip dalam Muluk yang dikutip Wati (2021) membagi inovasi
pelayanan kedalam lima tipe dengan kriteria masing-masing. Pertama Inovasi Produk atau
Layanan, yaitu inovasi yang dilakukan dengan merubah bentuk dan desain produk layanan. Kedua Inovasi Proses Pelayanan, yaitu inovasi yang dilakukan dengan merubah organisasi,
prosedur, dan kebijakan yang dibutuhkan untuk berinovasi. Ketiga Inovasi Metode Pelayanan,
yaitu inovasi yang dilakukan dengan merubah cara berinteraksi dengan masyarakat atau
memberikan pelayanan pada masyarakat. Keempat Inovasi Kebijakan yaitu inovasi yang
mengacu pada kebaharuan visi, misi, tujuan dan strategi serta alasan berdasarkan realitas yang
ada. Kelima Inovasi Sistem yaitu inovasi yang dilakukan dalam berinteraksi dengan
aktoraktor lain atau dengan kata lain adanya perubahan dalam tata kelola pemerintahan. Rogers dalam Mona Melinda (2020) menilai perlunya standar universal untuk
menggambarkan atribut yang diklaim menjadi inovasi pelayanan publik, sehingga ia
menyatakan bahwa terdapat lima atribut inovasi yang berbeda yang saling berhubungan secara
empiris namun secara konseptual berbeda, yaitu: 1. Relative advantages atau keuntungan relatif. Relative advantages atau keuntungan relatif
adalah sejauh mana inovasi yang ada dianggap lebih baik daripada ide yang digantikannya
(Rogers, 1995). Sebuah inovasi harus memiliki nilai lebih dan keunggulan dibandingkan
dengan inovasi sebelumnya. 2. Compatibility atau kesesuaian. Compatibility atau kesesuaian adalah sejauh mana inovasi
dianggap konsisten dengan nilai-nilai yang ada, pengalaman masa lalu atau ide-ide dan
keadaan sebelumnya, dan dengan kebutuhan yang ada (Rogers, 1995). Dalam hal ini inovasi
yang ada seharusnya tidak terlepas langsung dari inovasi dan keadaan yang sebelumnya agar
inovasi yang telah ada sebelumnya tidak hilang begitu saja namun juga menjadi bagian dari
perubahan dan proses inovasi. 3. Complexity atau kerumitan. Complexity atau kerumitan adalah tingkat di mana inovasi
dianggap relatif sulit untuk dapat dipahami dan digunakan (Rogers, 1995). Inovasi yang baru
memungkinkan memiliki tingkat kerumitan yang lebih tinggi dari inovasi sebelumnya. 3. Complexity atau kerumitan. Complexity atau kerumitan adalah tingkat di mana inovasi
dianggap relatif sulit untuk dapat dipahami dan digunakan (Rogers, 1995). Inovasi yang baru
memungkinkan memiliki tingkat kerumitan yang lebih tinggi dari inovasi sebelumnya. 4. Triability atau kemungkinan dicoba. Triability atau kemungkinan dicoba adalah sejauh
mana inovasi dapat diujicobakan secara terbatas (Rogers, 1995). a. Relative advantage atau keuntungan relatif Sebuah inovasi harus memiliki nilai lebih dan keuntungan dibandingkan dengan
keadaan yang ada sebelum adanya inovasi. Menurut Everett M. Rogers yang dikutip Mona
Melinda dkk (2020), sebuah inovasi dapat dilihat dari sejauh mana inovasi dianggap lebih
baik daripada ide yang digantikannya. Nilai lebih atau keunggulan dalam inovasi
memperlihatkan sejauh mana suatu inovasi yang ada dianggap lebih baik dari keadaan
sebelum adanya inovasi atau lebih baik dari inovasi yang ada sebelumnya. Inovasi SIMPATIK merupakan inovasi Pengadilan Agama Tanjung Pati yang berupa
layanan pengurusan dokumen atau produk pengadilan tanpa harus dating ke kantor yang
bertujuan untuk menghemat waktu dan tenaga masyarakat. Inovasi SIMPATIK dibuat dalam rangka memberikan pelayanan terbaik kepada masyarakat sehingga dibuat pelayanan yang
dapat dilakukan meski tidak datang ke kantor pengadilan agama. Adanya inovasi SIMPATIK dapat menciptakan pelayanan yang efektif dan efisien
karena masyarakat dapat melakukan tindakan mencari keadilan kapan saja dan dimana saja
melalui mobil keliling yang dijadikan untuk memberikan pelayanan ke daerah yang jauh dari
kantor pengadilan agama. Mobil Pelayanan Keliling tersebut beroperasi secara terjadwal
setiap hari Kamis pekan pertama dan ke tiga di Nagari Limbanang, Kecamatan Suliki. Jadwal
program Simpatik dapat di akses melalui https://pa-tanjungpati.go.id/ dan Instagram
pengadilan_agama_tanjung_pati. Dalam komponen layanan simpatik terdiri dari, layanan
informasi dan pengaduan. Layanan Pos bantuan Huhum, Layanan pendaftaran perkara secara
online melalui aplikasi E-court dan layanan pengambilan dokumen berupa akte cerai,salinan
putusan atau penetapan. Inovasi ini memudahkan masyarakat untuk mengakses hukum
khususnya pelayanan pengadilan agama Tanjung Pati. Sehingga masyarakat dapat dilayani
dengan cepat dan mudah. b. Compatibility atau Kesesuaian Menurut Rogers yang dikutip Mona Melinda dkk (2020), kesesuaian dilihat dari sejauh
mana inovasi dianggap konsisten dan sesuai dengan nilai-nilai yang ada, pengalaman masa
lalu, serta sesuai dengan kebutuhan yang ada. Nilai merupakan konsep yang dianggap
berharga yang dianggap baik, layak, pantas, benar dan penting dalam kehidupan masyarakat. Dalam suatu organisasi, nilai merupakan sesuatu yang didukung oleh organisasi. Jika
dikaitkan dengan teori Everett M. Rogers, dijelaskan bahwa suatu inovasi akan lebih mudah
diterima jika sesuai dan tidak bertentangan dengan nilai dan gagasan yang didukung dan
diterapkan. Karena, jika inovasi bertentangan dengan nilai yang ada maka inovasi akan relatif
sulit untuk dapat diterima. Berdasarkan kajian yang dilakukan peneliti belum menemukan adanya penolakan
terhadap pelaksanaan SIMPATIK ini, sejak mulai diberlakukan hingga sekarang, masyarakat
mendukung penuh pelaksanaan ini yang berarti inovasi SIMPATIK tidak melanggar nilai-
nilai yang ada dalam kehidupan bermasyarakat. Selain itu, dalam pelaksanaannya SIMPATIK
ini bekerja sama dengan kantor wali nagari Limbanang untuk menentukan jadwal pelayanan,
kerja sama yang dilakukan sejauh ini telah berjalan dengan lancar dan tidak menganggu
ketertiban. Inovasi ini mudah diterima masyarakat karena masyarakat memerlukan pelayanan
ini dalam kegiatan sehari-harinya. Hal ini berpedoman pada PERMA Nomor 01 Tahun 2014
Tentang Pedoman Pemberian Layanan Hukum Bagi Masyarakat Tidak Mampu di Pengadilan. Konsistensi Pengadilan Agama dalam melaksanakan SIMPATIK ini terlihat dengan
jadwal mingguan yang sudah diterapkan serta adanya update kegiatan yang telah dilakukan
pada website resmi pengadilan agama Tanjung Pati itu sendiri. Inovasi SIMPATIK dilaksanakan secara daring dan luring. Daring digunakan ketika
pendaftaran online sesuai kebutuhan oleh masyarakat dan menentukan jadwal pelayanan
lanjutan. Sedangkan luring dilakukan ketika jadwal telah tiba, masyarakat juga dapat
menunggu di daerah masing-masing karena petugas datang dengan mobil keliling. c. Complexity atau Kerumitan Sebuah inovasi baru cenderung dianggap memiliki kerumitan yang lebih tinggi
dibandingkan dengan inovasi sebelumnya. Menurut Rogers yang dikutip Mona Melinda dkk
(2020), kerumitan adalah tingkat di mana inovasi dianggap relatif sulit untuk dapat dipahami
dan digunakan. Dalam hal ini, dilihat juga seberapa besar kendala yang dihadapi. Dalam pelaksanaannya, inovasi SIMPATIK tidak memiliki kendala yang berarti karena
dilakukan dengan luring dan daring dengan system jemput bola dimana petugas yang datang
ke tempat masyarakat yang akan melakukan pelayanan sehingga mengurangi kendala
penerapan inovasi ini. Hal yang mungkin menghambat pelaksanaan inovasi ini adalah
kemampuan masyarakat untuk melakukan pendaftaran secara online dikarenakan masih
banyak masyarakat di daerah Tanjong Pati dan sekitarnya yang gagap teknologi dan juga
untuk daerah limbanang sendiri jaringan seluler masih susah sehingga akan mengalami
gangguan ketika masyarakat membuka websitenya. Namun, untuk meningkatkan pemahaman masyarakat, pihak pengadilan agama
Tanjung Pati masih sering mensosialisasikan inovasi SIMPATIK ini sehingga masyarakat bisa
terbiasa dan tidak canggung lagi. e. Observability atau kemudahan diamati. Menurut Rogers yang dikutip Mona Melinda dkk (2020), observability adalah sejauh
mana hasil inovasi dapat dilihat dan diamati oleh orang lain. Sebuah inovasi perlu untuk dilihat
dan diamati bagaimana ia bekerja dan dapat menghasilkan sesuatu yang lebih baik. Sebuah
inovasi yang mudah diamati akan lebih mudah untuk diterima dan berkembang di kalangan
masyarakat. Agar inovasi SIMPATIK mudah diamati, dipahami, dan dikenal oleh masyarakat
Kecamatan Harau, Pengadilan Agama Tanjung Pati melakukan berbagai upaya salah satunya
dengan melakukan sosialisasi. Salah satu bentuknya yaitu melalui mobil keliling dengan
membuka stan di lokasi yang strategis. Inovasi SIMPATIK merupakan inovasi yang dapat digunakan oleh masyarakat kapan
saja dan di mana saja. Dalam penggunaannya masyarakat dapat mengakses SIMPATIK
dengan masuk ke website https://pn-tanjungpati.go.id/. Website tersebut menyediakan
berbagai informasi dan layanan yang dibutuhkan masyarakat. Setelah layanan dipilih,
masyarakat harus mengunggah berkas dan persyaratan yang dibutuhkan, kemudian
masyarakat dapat melihat jadwal yang telah disediakan pada website tersebut untuk
pelaksanaan layanan tadi. d. Triability atau kemungkinan dicoba Sebuah inovasi harus diuji dan dicoba terlebih dahulu agar dapat diterima dan
diterapkan di masyarakat. Inovasi yang akan dilakukan harus diujicobakan agar dapat dilihat
nilai lebih dan keuntungannya dibandingkan dengan sebelumnya. Sebelum dilaunching dan
diperkenalkan kepada masyarakat, inovasi SIMPATIK tidak melalui uji coba terlebih dahulu,
namun karena inovasi SIMPATIK pada acara perdananya diadakan secara luring yang
bertempat di kantor wali nagari Limbanang, maka sudah terlihat inovasi ini diterima di
masyarakat dengan kedatangan mereka untuk melakukan pelayanan pengadilan. Selain itu,
inovasi SIMPATIK telah disosialisasikan terlebih dahulu sebelum diberikan pelayanannya
kepada masyarakat. Kelebihan dibandingkan sebelum adanya inovasi SIMPATIK ini sangat
jelas, karena masyarakat tidak perlu jauh-jauh menempuh perjalanan dating ke kantor pengadilan agama, serta adanya system yang terjadwal juga sangat membantu kejelasan waktu
yang diluangkan masyarakat untuk mendapatkan pelayanan. KESIMPULAN Berdasarkan uraian yang telah dijelaskan sebelumnya dapat diambil kesimpulan yaitu
inovasi SIMPATIK oleh Pengadilan Agama Tanjung Pati sudah terlaksana dengan baik dan
diterima oleh masyarakat setempat. Lima atribut inovasi yang dijabarkan oleh Everett M. Rogers, yaitu relative advantages, compatibility, complexity, triability, dan observability
dimana empat diantaranya sudah terdapat dalam inovasi SIMPATIK. Hal ini terlihat dari
adanya manfaat yang telah diterima masyarakat berupa efisiensi waktu, biaya dan tenaga serta
telah sesuai dengan kebutuhan masyarakat setempat. Meski tidak dilakukan uji coba terlebih
dahulu terhadap inovasi SIMPATIK, namun inovasi ini tetap berjalan baik sudah mendekati
waktu satu tahun dan tentu membawa perubahan sebelum adanya inovasi ini. Rekomendasi untuk Pengadilan Agama Tanjung Pati selaku Lembaga yang melaksanakan
inovasi SIMPATIK, yaitu: 1. Perlunya sosialisasi tata cara pendaftaran pengguna secara online agar masyarakat tidak
kebingungan dan harus bertanya kepada petugas ketika memerlukan pelayanan. 2. Pengadilan Agama Tanjung Pati sebaiknya memanfaatkan media social dan juga internet
untuk memperkenalkan SIMPATIK ini, karena sumber yang peneliti dapat sangat terbatas
untuk penulisan artikel, ini tentu berpengaruh juga kepada pengetahuan masyarakat terkait
SIMPATIK ini sendiri jika tidak disediakan pemahaman lebih lanjut mengenai inovasi ini. 2. Pengadilan Agama Tanjung Pati sebaiknya memanfaatkan media social dan juga internet
untuk memperkenalkan SIMPATIK ini, karena sumber yang peneliti dapat sangat terbatas
untuk penulisan artikel, ini tentu berpengaruh juga kepada pengetahuan masyarakat terkait
SIMPATIK ini sendiri jika tidak disediakan pemahaman lebih lanjut mengenai inovasi ini. 3. Pengadilan Agama Tanjung Pati sebaiknya melakukan survei kepuasan masyarakat terkait
inovasi SIMPATIK agar dapat dilihat dengan jelas bagaimana respons masyarakat
terhadap adanya inovasi SIMPATIK. 3. Pengadilan Agama Tanjung Pati sebaiknya melakukan survei kepuasan masyarakat terkait
inovasi SIMPATIK agar dapat dilihat dengan jelas bagaimana respons masyarakat
terhadap adanya inovasi SIMPATIK. 4. Pengadilan Agama Tanjung Pati sebaiknya melakukan pemanfaatan pelayanan online
tidak hanya pada sesi pendaftaran aja melainkan sesi lain seperti diskusi melalui wa dan
sebagainya. DAFTAR PUSTAKA Hardiyansyah. 2018. Kualitas Pelayanan Publik. Yogyakarta: Gava Media. Melinda, M., Syamsurizaldi, & Kabullah, M. I. 2020. Inovasi Pelayanan Administrasi
Kependudukan Online (PADUKO) oleh Dinas Kependudukan dan Pencatatan Sipil Kota
Padang Panjang. Nakhoda: Jurnal Ilmu Pemerintahan. Vol. 19, No. 2: 202-216. Ariany, R., & Putera, R. E. 2013. Analisis Kinerja Organisasi Pemerintah dalam Memberikan
Pelayanan Publik di Kota Pariaman. MIMBAR. Vol. 29, No. 1: 33-40. Eriza, A,. Yoserizal, & Putera, R. E. 2021. Inovasi Pelayanan Publik Berbasis Android ‘Paga
Nagari’ Di Polres Solok Kota. JMPKP: Jurnal Manajemen Publik & Kebijakan Publik. Vol. 3, No. 2: 12-22. Jalma, H., Putera, R. E., & Kusdarini. 2019. E-Government dengan Pemanfaatan Web
OpenSID dalam Pelayanan Publik di Nagari Tanjung Haro Sikabu-kabu Padang Panjang. Jurnal Ilmu Administrasi. Vol. 8, No. 1: 24-37. Ananda, B. R., Putera, R. E., & Ariany, R. 2019. Reformasi Birokrasi Pelayanan Publik di
Polres Solok Kota. Transparansi : Jurnal Ilmiah Ilmu Administrasi. Vol. 2, No. 2: 217-
223. Alindro, N., Kusdarini, & Putera, R. E. 2021. Inovasi Pelayanan Administrasi Nikah
Terintegrasi di Kantor Urusan Agama Kecamatan Enam Lingkung Kabupaten Padang
Pariaman. Jurnal Ilmu Administrsi Negara (AsIAN). Vol. 9 No. 1: 218-227. Triwahyuni, M., Putera, R. E., & Rahayu, W. K. 2020. Inovasi Pelayanan Kesehatan Kelas
Imud di Puskesmas Padang Pasir, Kecamatan Padang Barat, Kota Padang, Sumatera
Barat. Jurnal Public Policy. Vol. 6, No. 1. Ananda, B. R., Putera, R. E., & Ariany, R. 2019. Inovasi Pelayanan Kesehatan Di Rumah
Sakit Umum Daerah Kota Pariaman. Jurnal Ilmu Administrasi. Vol. 8, No. 2: 167-179. Putera, R. E. 2009. E-Government dan Reformasi Birokrasi dalam Rangka Peningkatan
Pelayanan Publik di Daerah. DEMOKRASI. Vol. VIII, No. 1. Yuliana, W., Putera, R. E., Yoserizal. 2020. Inovasi Pelayanan Kesehatan Public Safety
Center 119 (PSC 119) Smash Care’s di Kota Solok. JIAP: Jurnal Ilmu Administrasi
Publik. Vol. 8, No. 1: 265-271. Permana, L., & Izzati, U. 2020. Inovasi Pelayanan Kesehatan Publik Berbasis E-government
(Studi Kasus: Inovasi Ayo Ceting di Puskesmas Andalas). JESS (Journal of Education
on Social Science). Vol. 4, No. 1: 25-37. Hamirul. 2018. Patologi Pelayanan Publik Di Era Revolusi Industri 4.0. Jurnal Tata Sejuta. Vol. 4, No. 2: 82-96. Wati, N. K. Tipologi Inovasi Pelayanan Publik Dinas Kependudukan Dan Pencatatan Sipil
(Disdukcapil) Kota Tangerang Selatan Di Masa Pandemi. JURNAL OF GOVERNMENT
- JOG (Kajian Manajemen Pemerintahan & Otonomi Daerah). Vol. 6, No. 2: 89-110. Trijultian, A., Basori, Y. F., & Amirulloh, M. R. 2022. DAFTAR PUSTAKA Pengaruh Kualitas Pelayanan
Administrasi Pos Bantuan Hukum Terhadap Kepuasan Masyarakat Di Pengadilan
Agama Kota Sukabumi. JIP: Jurnal Inovasi Penelitian. Vol. 2, No. 10: 3399-3406. AM, Fordilag. 2021. PA Tanjung Pati Layani Masyarakat dengan Inovasi SIMPATIK. AM, Fordilag. 2021. PA Tanjung Pati Layani Masyarakat dengan Inovasi SIMPATIK. Tersedia https://badilag.mahkamahagung.go.id/ diakses 3 April 2022. Pengadilan Agama Tanjung Pati. 2022. Sosialisasi "Inovasi" Simpatik (Sistem Pelayanan Pa
Tanjung Pati Keliling) Pa Tanjung Pati. Tersedia https://www.pa-tanjungpati.go.id/
diakses 3 April 2022. MinangkabauNews. 2021. Inovasi Produk layanan PA Tanjung Pati, Bupati: Manfaatkan
dan Lihat Jadwalnya. Tersedia https://minangkabaunews.com/ diakses 3 April 2022. MinangkabauNews. 2021. Inovasi Produk layanan PA Tanjung Pati, Bupati: Manfaatkan
dan Lihat Jadwalnya. Tersedia https://minangkabaunews.com/ diakses 3 April 2022.
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Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics
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Kriminologijos studijos
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Kriminologijos studijos
ISSN 2351-6097 eISSN 2538-8754
2021, vol. 9, pp. 100–128
DOI: https://doi.org/10.15388/CrimLithuan.2021.9.4
Contents lists available at Vilnius University Press Kriminologijos studijos
ISSN 2351-6097 eISSN 2538-8754
2021, vol. 9, pp. 100–128
DOI: https://doi.org/10.15388/CrimLithuan.2021.9.4
Contents lists available at Vilnius University Press ISSN 2351-6097 eISSN 2538-8754
DOI: https://doi.org/10.15388/CrimLithuan.2021.9.4 Kriminologijos studijos
2021, vol. 9, pp. 100–128 Received: 29/04/2022. Accepted: 03/08/2022
Copyright © 2021 Sigita Černevičiūtė. Published by Vilnius University Press. This is an Open Access article distributed un-
der the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction
in any medium, provided the original author and source are credited. Homicide Trends and Types
in 1920s-1930s Lithuania:
Limitations of Official Statistics Sigita Černevičiūtė Sigita Černevičiūtė Sigita Černevičiūtė
Vilniaus universitetas, Filosofijos fakultetas
Sociologijos ir socialinio darbo institutas
Kriminologijos katedra
Vilnius University, Faculty of Philosophy
Institute of Sociology and Social Work
Department of Criminology
Universiteto g. 9, LT-01513 Vilnius
tel. (8 5) 266 7600
sigita.cerneviciute@fsf.vu.lt
ORCID iD https://orcid.org/0000-0003-4409-4961 Abstract. This article calls into question the reliability of the official historical
statistical sources of homicides in 1920s-1930s Lithuania and aims to evaluate the
limitations of the mentioned sources. With this in mind, we will attempt to make some
assumptions about homicide types and trends in interwar Lithuania. The Central
Statistical Bureau had been publishing statistical data relevant to the investigation of
homicides in Statistical Bulletins and the Statistical Yearbooks of Lithuania since 1924. These statistical sources in the homicide study were problematic due to an unclear data
collection methodology, the use of different homicide terms, unrealistic definitions of urban
and rural areas and changes in Lithuania’s territory and population. We cannot determine
the exact rates of the 1930s homicides due to the change in the homicide terminology and
its content. Between 1924-1931 the term violent deaths, except suicides, was used, and
homicides were not singled out. The analysis also shows that until 1931 violent deaths
included homicides and accidental deaths too. From 1932 to 1939 violent deaths were
divided into 4 groups: suicide, homicide, accidents and other violence. The more detailed
data of the 1930s have revealed that the most frequent victims of homicide were in the 100 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics 15-29 and 29-44 age groups for men, while the 15-29 age group stands out for females. The most common method of killing was shooting. The police-published homicide
statistics also reveal a problem of terminology. According to the Penal Statute of
Lithuania, deprivation of life was distinguished into the crimes of homicide; infanticide;
abortion; preparation to murder; attempted murder and persuasion and help to commit
suicide. However, this terminology was only partially reflected in the police statistics,
as between 1927-1930 the police used the term homicides and classified them into the
ones committed: for-profit; during brawls; for other purposes. Infanticide was separated
from homicides. Leaving out others, infanticide was the most common murder type
in interwar Lithuania. Sigita Černevičiūtė Since 1931 the statistics of the police had been using the term
of deprivation of life and distinguished it into the 7 types according to the motive:
for-profit; during brawls; defending one’s own life or the lives of others; involuntary;
infanticide; abortion and for other purposes. It did not include dead bodies found,
suicides and accidental deaths. After analysing the 1931-1938 data on deprivation of life,
excluding abortions, homicides would vary from 200 to 300 per year. When comparing
all the deprivations of life with homicides by the cause of death, it can be concluded
that these figures included preparation for murder and attempted murder as well as
persuasion and help to commit suicide. Thus, due to the change in the terminology and
the inclusion of attempted murders, the police statistics can be considered unreliable. Homicides are the most precisely quantitatively defined by the rates of causes of death,
which in 1932-1938 Lithuania were relatively stable with an amplitude of 93-139
murders per year. On a basis of the analysis of the police statistical data, it is possible
to identify at least 4 main types of homicides in interwar Lithuania: reproductive –
infanticide and abortions, aggressive – killings during brawls, economic - for profit as
well as unintentional homicides that happened during accidents. K
d
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i t Keywords: historical statistics, homicides, homicide types, violent deaths, interwar
Lithuania. Nužudymų tendencijos ir tipai XX a. 3–4 dešimtmečio
Lietuvoje: oficialios statistikos trūkumai Nužudymų tendencijos ir tipai XX a. 3–4 dešimtmečio
Lietuvoje: oficialios statistikos trūkumai Santrauka. Šiame straipsnyje kritiškai analizuojama oficialių statistinių XX a. 3–4 de-
šimtmečio nužudymų šaltinių patikimumas ir siekiama įvertinti jų trūkumus. Atsižvel-
giant į gautus rezultatus, bus mėginama padaryti galimas prielaidas apie nužudymų
tipus ir tendencijas tarpukario Lietuvoje. Straipsnyje susitelkiama į medicinos įstaigų
duomenų su mirties priežastimis ir policijos skelbtų nužudymų statistikos analizę, atsi-
ribojant nuo teismų pateikiamos nužudymų bylų kiekybinės informacijos. Nužudymų
statistiniai duomenys nuo 1924 m. buvo skelbiami Statistikos biuleteniuose ir Lietuvos
statistikos metraščiuose. Šie statistikos šaltiniai nužudymų tyrime kelia klausimų dėl
savo patikimumo, dėl neaprašytos duomenų rinkimo metodologijos, skirtingos nužu-
dymų terminijos vartojimo, dirbtinio miesto ir kaimo vietovių apibrėžimo, Lietuvos
teritorijos ir gyventojų skaičiaus kitimo. XX a. 3 deš. nužudymų skaičiaus negalime 101 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 nustatyti dėl nužudymų terminijos kaitos ir jos turinio. 1924–1931 m. vartotas ter-
minas prievartos mirtys, išskyrus savižudybes, o nužudymai nebuvo išskirti atskirai. 1932–1939 m. prievartos nusikaltimai skirstyti į keturias grupes: nusižudymus, nu-
žudymus, nelaimingus atsitikimus ir kitokią prievartą. XX a. 4 deš. išsamesni duome-
nys atskleidė, kad vyrai buvo nužudomi 3–4 kartus dažniau nei moterys ir priklau-
sė 15–29 ir 29–44 metų amžiaus grupėms, o moterys – 15–29 metų amžiaus grupei. Labiausiai paplitęs nužudymo būdas – nušovimas. Policijos publikuotuose nužudymų
statistiniuose duomenyse taip pat išryškėja sąvokų problema. Remiantis Lietuvos bau-
džiamuoju statutu, kaip gyvybės atėmimas buvo apibrėžti nužudymai, pavainikių kūdi-
kių nužudymai, abortai, rengimasis ir pasikėsinimas nužudyti, suteikimas priemonių ir
kalbinimas nusižudyti. Tačiau policijos statistikoje ši terminija atsispindėjo tik iš dalies,
1927–1930 m. policija vartojo žmogžudysčių terminą ir jas skirstė į padarytas: pasi-
pelnymo tikslu, per muštynes ir kitokias. Nesantuokinių vaikų žudymas buvo išskirtas
atskirai. Jei neskaičiuotume kitokių nužudymų, infanticidas buvo dažniausias nužudy-
mo tipas tarpukario Lietuvoje. Nuo 1931 m. policijos duomenyse gyvybės atėmimas
buvo skirstytas į septynis tipus pagal įvykio motyvą: pasipelnymo tikslu, per muštynes,
ginant savo ar kitų gyvybę, per neatsargumą, pavainikių kūdikių žudymas, gemalo sunai-
kinimas ir kitais tikslais. Nusižudymai, nelaimingi atsitikimai ir rasti mirusiųjų kūnai į
šias kategorijas neįėjo. Išanalizavus 1931–1938 m. gyvybės atėmimo duomenis, neska-
ičiuojant abortų, nužudymai varijavo tarp 200–300 atvejų per metus, tačiau palyginus
visus gyvybės atėmimus su nužudymais pagal mirties priežastį darytina išvada, kad
šie skaičiai pateikti su rengimusi ir pasikėsinimu nužudyti bei suteikimu priemonių ir
kalbinimu nusižudyti. Taigi, dėl sąvokų kaitos ir pasikėsinimų priskaičiavimo prie nu-
žudymų policijos statistinius duomenis galima laikyti nepatikimais. Nužudymų tendencijos ir tipai XX a. 3–4 dešimtmečio
Lietuvoje: oficialios statistikos trūkumai Tiksliausiai kieky-
biškai nužudymus apibrėžia mirties priežasčių rodikliai, kurie 1932–1938 m. Lietuvo-
je fiksavo gana stabilią 93–139 nužudymų per metus amplitudę. Remiantis policijos
statistinių duomenų analize galima identifikuoti bent keturis pagrindinius nužudymų
tipus tarpukario Lietuvoje: reprodukcinį – nesantuokinių kūdikių žudymą ir abortus,
agresyvųjį – nužudymai muštynių metu, ekonominį – siekiant pasipelnyti, netyčinius
nužudymus per nelaimingus atsitikimus. y
p
g
Pagrindiniai žodžiai: istorinė statistika, nužudymai, nužudymų tipai, prievartos mir-
tys, tarpukario Lietuva. 1
The Historical Homicide Monitor (HHM) has been developed in the framework of the
project Nordic Homicide from Past to Present led by prof. Janne Kivivuori (University
of Helsinki), which has brought together the Nordic criminologists and historians
researching lethal violence. More about the project and the HHM: https://blogs.helsinki.
fi/historicalhomicidemonitor/project-2/. Introduction Historical violence is one of the most favourite topics of nowadays crime
historians, where homicide rates are generally considered as an indication of
the level of serious violence (Spierenburg, 2001). However, when studying his-
torical violence, researchers tend to rely on official statistics collected by state
institutions; of course, it helps to provide a broader view of the phenomenon
and helps with comparisons for different periods or levels of violence. Com- 102 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics parisons of crime levels and trends between different countries have been an
object of statistical research since the 1820s. It is reported in the literature that homicides are the most accurately re-
corded violent crimes, explaining the considerable body of literature on his-
torical long–term trends of homicides that has researched murder since the
Middle Ages to nowadays in the United States of America (Lane, 1979, Monk-
konen, 2006) and western European countries (Aebi & Linde, 2016; Eisner,
2003; Spierenburg, 2008, 2012). Historical homicides are researched extensive-
ly in the Nordic countries (Ylikangas, Karonen, Lehti, 2001; von Hofer, 1990,
Vuorela, 2018). Here, a new quantitative research tool of historical homicide
monitor1 has been developed and used to transform qualitative data to quan-
titative, enabling comparisons cross-nationally and over time. The result of
this tremendous work is a comparison of homicides in Denmark, Sweden and
Finland from the early modern times to the present (Kivivuori, et al., 2022). However, only some of the research has used and critically evaluated of-
ficial historical statistical data on violent crimes (Gurr, 1981; Monkkonen,
2001), others have used their own created database or focused on the inter-
war period (Lehti, 2001b). The research on historical statistics of homicide in
Eastern Europe remains limited; in particular, from the Baltic countries, only
the interwar Estonian homicide trends have been analysed in comparison to
Finland, concluding that the rise of criminal violence in 1930s Estonia was
related to the modernisation of agriculture and pressures of uncertain future
on youth, competitive values and normalised violence inherited from Czarist
Russia (Lehti, 2001a). In the Lithuanian historiography, research of long-term historical homi-
cide trends is still waiting for its turn, and only a few historical criminology
studies have shown interest in the interwar period crime trends in Lithuania. 2
Original in Lithuanian: “Statistika – tai faktai, pakeisti skaičiais; tie skaičiai parodo
mums kokiu keliu mes ėjom, kur mus tas kelias veda ir, jeigu reikalinga, kaip geriau tą
kelią pakeisti kitu, nauju keliu”. Alfa. Kriminalinė statistika. Policija, 1931, No 11, p. 215. 3
Volumes of Statistical Yearbooks of Lithuania have been published on the site of the
Official Statistics Portal: https://osp.stat.gov.lt/.
4
Statistical Bulletin. https://www.epaveldas.lt/preview?id=C1C1B0000078024.
5
Police. https://www.epaveldas.lt/preview?id=C1B0003778541.
6
Reference Book of Criminalistics. https://www.epaveldas.lt/preview?id=C10000221382.
7
The author is thankful for valuable comments and suggestions on the historical homicide
statistics research for Prof. Aleksandras Dobryninas, Prof. Zenonas Norkus, Prof. Paul
Knepper and Prof. Janne Kivivuori. Introduction The historical statistics of homicides registered by the police in 1931-1939
without critical assessment have been presented in an overview of the develop-
ment of crime in Lithuania between 1918-1993 (Smaliukas & Urbelienė, 1994). 103 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 Babachinaitė and Paulikas (2002) have analysed the police-registered crime
statistics without critically examining them. Even after noticing that only be-
tween 1937-1938 attempted murders were included in the deprivations of life
statistical data, the researchers have concluded that the rates of criminal depri-
vation of life were not low in interwar Lithuania. In the history of the interwar
criminalistics, the motives of murders have first been presented in the Lithu-
anian historiography by Palskys (1995), the content of homicides punished by
the death penalty has been investigated by Černevičiūtė and Kaubrys (2014),
and the statistics of femicide have been briefly analysed by Černevičiūtė and
Kareniauskaitė (2021). A key problem with much of the literature regarding
statistical research of the interwar Lithuania’s homicides is that it makes only
superficial overviews of the homicide trends without critically evaluating the
methodology of data collection and misuses the statistics to make conclusions
without credibility. Under the pseudonym Alfa, an author of an article on the crime statistics
in 1930s Lithuania wrote: “Statistics are facts replaced by numbers; those num-
bers show us what path we have been on, where that path is leading us and, if
necessary, how to better replace that path with another – new – path.”2 How-
ever, statistics should not be accepted without any doubts. Historical homicide
research confronts many methodological challenges, which scholars do not
always address. This article, for the first time in the Lithuanian historiography,
calls into question the reliability of the official historical statistical sources of
homicides in 1920s-1930s Lithuania and aims to evaluate the limitations of the
mentioned sources. With this in mind, we will attempt to make some assump-
tions about homicide types and trends in interwar Lithuania. When carrying out statistical research on the homicide phenomenon,
there is no universal method for how to count murders. However, it could be
studied from three different perspectives – a victim’s, a crime’s and from the
perspective of a perpetrator’s punishment. The first one could be called counting the bodies – calculating murder vic-
tims and checking body inspection reports. According to the crime historian 104 Sigita Černevičiūtė. Introduction Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics Pieter Spierenburg (2001), homicide rates should always be calculated accord-
ing to the reports about bodies found. Medical statistics about the causes of
death are available in most European countries from the end of the nineteenth
century or the beginning of the twentieth, and it is difficult to hide a body. The second stage after the body is found is defining it as a crime and inves-
tigating the circumstances to find the perpetrator. For our research it means
studying the police-recorded homicides. And the third one, we can research
homicides via court statistical data and calculate convicted or acquitted crim-
inals. All of these three angles have their own advantages and disadvantages. They can provide a different overview of the trends and types of homicides
in Lithuania in the 1920s and 1930s. In this article, we will analyse the medi-
cal and police statistical records as one of the most reliable sources about the
homicides’ phenomenon. The mentioned methodological problems have inspired the author of this
article to start rather scrupulous work of critically analysing and comparing
the data of homicides in the Official Statistical Yearbooks of Lithuania, official
police periodicals, archival statistics and official governmental law editions
related to the organisation of collection of statistics. It should be mentioned
that at the beginning of the research on homicide statistics in interwar Lithu-
ania, the primary sources were the Statistical Yearbooks of Lithuania (Lit. Lie
tuvos Statistikos Metraščiai, Vol. 1-12)3, Bulletin of Statistics (Lit. Statistikos
Biuletenis, 1923-1940)4, while the journals Police (Lit. Policija, 1924-1940)5
and Reference Book of Criminalistics (Lit. Kriminalistikos Žinynas, 1935-1940)6
had only been scanned and published on the internet in Portable Document
Format or as images without a possibility to copy the data en masse. Because
of that, all the sources had to be reviewed thoroughly and numbers had to be
collected manually and recalculated by the author of this article7. 105 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 We have not used the data published by the authors of the first historical sta-
tistics project in Lithuania8 in the present article, but it is important to acknowl-
edge that at least 200 new datasets of the historical statistics about the Baltic
States have been published, including the dataset Causes of Death of the Popula-
tion in Lithuania, 1919-19399, where violent deaths have been mentioned. 8
The project Historical Sociology of Modern Restorations: A Cross-Time Comparative
Study of Post-Communist Transformations in the Baltic States (2018-2022) led by the
sociologist Zenonas Norkus. More about the project: https://lida.dataverse.lt/dataverse/
HistatData_Baltic. 9
Norkus, Z., Ambrulevičiūtė, A., Markevičiūtė, J., Morkevičius, V., Žvaliauskas, G. (2021)
Causes of Death of the Population in Lithuania, 1919-1939. Lithuanian Data Archive for
the HSS (LiDA), V1, https://hdl.handle.net/21.12137/K4ZXOA. Introduction The
compilers of the table have grouped the data of 1925-1939 according to the In-
ternational Statistical Classification of Diseases and Related Health Problems,
Tenth Revision (ICD-10 chapter, version 2019). However, the researchers should
have kept the methodological limitations of the causes of death statistics in in-
terwar Lithuania in mind and separate the violent deaths until 1932 from the
homicides since then (more about it in this article p. 112). 10
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 9. 8
The project Historical Sociology of Modern Restorations: A Cross-Time Comparative
Study of Post-Communist Transformations in the Baltic States (2018-2022) led by the
sociologist Zenonas Norkus. More about the project: https://lida.dataverse.lt/dataverse/
HistatData_Baltic.
9
Norkus, Z., Ambrulevičiūtė, A., Markevičiūtė, J., Morkevičius, V., Žvaliauskas, G. (2021)
Causes of Death of the Population in Lithuania, 1919-1939. Lithuanian Data Archive for
the HSS (LiDA), V1, https://hdl.handle.net/21.12137/K4ZXOA.
10
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 9. Institutionalisation of Interwar Lithuanian Statistics Lithuania declared its Independence from the Russian Empire on February
16th, 1918. During the establishment of the First Republic of Lithuania, fol-
lowing an example of Tsarist Russia, the collection of statistics was decentral-
ised, and each ministry had its own, usually weak statistical units (Martišius. 2009). However, as early as 1919, the General Statistics Department was es-
tablished on 6 September by the order No 370 of the Minister of Trade and
Industry Jonas Šimkus. Soon it was reorganised into a new statistics depart-
ment with 6 staff members at the Credit Office10. Thus, the collection of statis-
tical data started with only a few individuals. In addition to this, all ministries
maintained their own statistical divisions. Because of that, it was decided to
centralise the process. The government’s resolutions establishing the Central Statistical Bureau
and the Standing Statistics Committee entered into force on May 20th, 1921. 106 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics The committee became Lithuania’s chief statistical body, and the Central Sta-
tistical Bureau was its executive body, functioning as a separate department
under the Ministry of Finance. The objectives of the Central Statistical Bureau
were: The committee became Lithuania’s chief statistical body, and the Central Sta-
tistical Bureau was its executive body, functioning as a separate department
under the Ministry of Finance. The objectives of the Central Statistical Bureau
were: “a) to draw up plans for the work in the field of statistics and to submit them to the
Standing Statistics Commission for review and final editing; b) to follow the work and research on statistics in foreign literature and to apply
the most suitable methods of statistics to the State of Lithuania; c) to collect, verify and manage statistical material, publish individual press rele-
ases and publish periodic statistical collections; d) to inform the State institutions about the statistical data; e) to perform other tasks at the request of the Minister”11. One of the first tasks of the Central Statistical Bureau was to organise the
General Population Census of Lithuania, which was conducted in 1923. The
first results were published in the monthly Bulletin of Statistics12 and later
in a separate book about the data on the Census13. In Lithuania at that time
(53,242 km²), excluding the Klaipėda Region, 2,028,971 inhabitants were
registered, 47.7 % of which were men and 52.3 % were women. 12
Pirmieji surašymo daviniai. Statistikos biuletenis, 1923, No 1, p. 3-4. 13
Lietuvos gyventojai. Pirmojo 1923 m. rugsėjo 17 d. visuotino surašymo duomenys. Kaunas:
Finansų ministerija. Centralinis statistikos biuras, 1926. 11
Centralinis statistikos biuras. Vyriausybės žinios, 1921 05 20, No 60-587. Lietuvos gyventojai. Pirmojo 1923 m. rugsėjo 17 d. visuotino surašymo duomenys. Kaunas Institutionalisation of Interwar Lithuanian Statistics When the
Klaipėda Region was incorporated into Lithuania in 1923, it was also included
in the activities of the Central Statistical Bureau since 1925. The work of the statistical bureau improved over the years, and its partici-
pation in the international statistical organisations began. Lithuania joined the
International Trade Statistics Bureau in Brussels in 1928. Although it should
be borne in mind that Lithuania did not join many such international organi-
sations simply because of finances – Lithuania was not a wealthy country and
could not afford to pay a membership fee. Lithuania wanted to sign the Inter-
national Convention on Statistics in 1929, but this decision was postponed
for unknown reasons. It can be assumed that it was not signed because of a
requirement to meet international standards that Lithuania was not eager to
follow. 107 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 At the beginning of the 1920s, the Central Statistical Bureau had 16 people
on staff and just 3 departments, but at the end of the decade it already had 6
departments: the office and the departments of demography, agriculture, in-
dustry and labour, foreign trade, and economic market14. As a result, the staff
increased twice – to 34 people, which allowed the bureau to improve the qual-
ity of Lithuanian statistics. The end of the development of the statistical data collection system can be
considered in 1930 when the Law on State Statistics was adopted. It aimed to
solve the problems that had arisen so far: to clarify the centralisation of the col-
lection of statistics and define the right to request statistics from institutions
and individuals. Since 1930 the Central Bureau of Statistics was appointed as
the highest executive body of statistics; the Statistical Committee replaced the
Standing Statistical Committee under the Central Statistical Bureau. The law
provided that the Central Statistical Bureau: “1) collects, verifies and processes statistical data required by law or the government; 2) conducts general population, agricultural and other censuses required by law 3) publishes state statistical data and issues periodical statistical bulletins and ye-
arbooks and other statistical publications; 4) unifies the statistical data on the work of public law institutions of the entire
state; 5) co-operates with international and foreign statistical institutions.”15 The law also stipulated that all institutions and persons had to provide
statistical data to the statistical bureau upon request. 14
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 15.
15
Valstybės statistikos įstatymas. Vyriausybės žinios, 1930 07 14, No 332-2272. Lietuvos statistika 1920 1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 15.
15
Valstybės statistikos įstatymas. Vyriausybės žinios, 1930 07 14, No 332-2272. 14
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 1 15
Valstybės statistikos įstatymas. Vyriausybės žinios, 1930 07 14, No 332-2272. 16
32 Nr. Mirimai mirties priežastimi. Didž. Lietuvos naturalinio gyventojų judėjimo
1924 m. daviniai. Statistikos biuletenis, 1925, No 5, p. 48-49. Institutionalisation of Interwar Lithuanian Statistics Persons who refused to
provide such information or submitted false information without a legitimate
reason had to be fined 250 litas. However, the new law on statistics was not
perfect. The relations of the statistical bureau with other state institutions were
not specified. It was not explained who could impose the fine for false infor-
mation – administrative bodies or a court (Martišius, 2009). The bureau of statistics itself, until 1940, was poorly funded and, there-
fore, poorly equipped. At that time, the calculations in Lithuania were per-
formed using electric and manual arithmometers and perforating machines
(Martišius, 2009). Although the statistical collection system had been im- 108 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics proved at the beginning of the 1930s and a breakthrough in the official statis-
tics had taken place, the detailed and sufficiently precise statistics began to be
published only in 1935. However, there were many problems in conducting a
quantitative study of homicides, even with the 1930s data. Collection of Homicide Statistics
of Lithuania in 1920s-1930s Collection of Homicide Statistics
of Lithuania in 1920s-1930s According to the sociologist Zenonas Norkus, the beginning of statehood
of the First Republic of Lithuania was “statistical darkness.” Most of the statisti-
cal data about the period of 1918-1920 when Lithuania was battling against the
Bolshevik forces, Bermontians and Poland have been collected retrospectively
(Norkus, 2014). The Central Statistical Bureau started to continuously publish
official statistics with the causes of death based on some kind of methodol-
ogy only starting from 192416 up to 1939 in the Bulletin of Statistics and the
Statistical Yearbooks of Lithuania. The police-recorded homicides were started
to be published in the Statistical Yearbooks only since 1931 (with the data from
1929-1930). These two primary sources for the statistical research of homi-
cides have a few different problems. First of all, the methodology of how the data had been collected was ex-
plained only vaguely in the Bulletin of Statistics, where the violent deaths of
1924 were mentioned for the first time. The methodologies used in the Statisti-
cal Yearbooks of Lithuania were not explained at all. Secondly, various terms to describe the homicide phenomenon without
exact definitions were used in different parts of the yearbook and for different
years: violent death, homicide, and deprivation of life. As a result of the chang-
ing and vague methodologies, it is not clear what was included into the records
and what was not. It should be mentioned that in the historical research of
homicides, infanticide and abortions are usually not included because of their
fundamental difference from other types of homicides (Lehti, 2001a). In this
article, we attempt to understand the definition of homicide in the interwar
Lithuanian statistics and include the mentioned types in the research. The ar-
chival sources of the Central Statistical Bureau (which led the publishing of the 109 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 yearbooks) do not help as well – only a few documents with original statistical
data of homicides by the cause of death from the years 1933-1934, 194017-1941
have survived until nowadays, but there is nothing to explain its methodolo-
gies18. Consequently, only comparisons and a careful analysis of the periodi-
cals that published only partial statistics could help.h Thirdly, there were no realistic concepts of urban and rural areas. Collection of Homicide Statistics
of Lithuania in 1920s-1930s Accord-
ing to the Bulletin of Statistics of 1924, cities and towns with more than 2,000
inhabitants were considered urban areas, and this decision was based on in-
ternational practice19. However, in the Statistical Yearbooks of Lithuania, the
statistics of homicides by the causes of death were only divided into urban and
rural areas since 193220. It should be noted that the statistical data were also affected by Lithuanian
territorial changes. Lithuania lost Vilnius in 1920 and regained it at the end of
1939, annexed the Klaipėda Region in 1923 and lost it in 1939 (Laurinavičius,
2009). Because of these territorial changes, we have the statistics in different
years and different data sets; for example, homicide statistics by the cause of
death were published with the Klaipėda Region for 1925, but without it be-
tween 1926-1927, and then again with the Klaipėda Region between 1928-
1938, and without it in 1939. As a result, it is rather hard to have a complete set
of homicide rates for the entire interwar period of Lithuania. Changes in population growth also impact the rates of crime statistics. As
mentioned, the general census of the Lithuanian population was conducted in
1923, recording 2 million people in the territory without the Klaipėda Region. In the Statistical Yearbook of Lithuania, the changes in the population were cal-
culated on the basis of natural increase only, and migration was not taken into
account, although many people were going abroad every year (Gaučas, 1978). 17
In 1940 (full year from January through December), there were 31 homicides registered
in the urban areas, 89 in the rural, in total – 120. Mirusieji miestuose ir kaimuose mirties
priežastimi. Lietuvos centrinis valstybės archyvas [Lithuanian Central State Archives –
later on LCVA], fund 418, inventory 1, file 4, page 6. 17
In 1940 (full year from January through December), there were 31 homicides registered
in the urban areas, 89 in the rural, in total – 120. Mirusieji miestuose ir kaimuose mirties
priežastimi. Lietuvos centrinis valstybės archyvas [Lithuanian Central State Archives –
later on LCVA], fund 418, inventory 1, file 4, page 6. i
18
It should be mentioned that only 20 files of the Central Statistical Bureau have survived
until nowadays in the fund of No 418, that is preserved in LCVA. None of these files
explain methodologies of the statistical data collection. 20
Lietuvos statistikos metraštis 1932, T. 5, Kaunas: Spindulio b-vės sp., 1933, p. 32-33 Collection of Homicide Statistics
of Lithuania in 1920s-1930s 18
It should be mentioned that only 20 files of the Central Statistical Bureau have survived
until nowadays in the fund of No 418, that is preserved in LCVA. None of these files
explain methodologies of the statistical data collection. 19
23 Nr. Miestų ir miestelių su gyventojų skaičiumi virš 2000 žm.*) sąrašas. Statistikos
biuletenis, 1924, No 6, p. 25. 19
23 Nr. Miestų ir miestelių su gyventojų skaičiumi virš 2000 žm.*) sąrašas. Statistikos
biuletenis, 1924, No 6, p. 25. 20
Lietuvos statistikos metraštis 1932, T. 5, Kaunas: Spindulio b-vės sp., 1933, p. 32-33. 110 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics A new census was planned to be completed in the 1930s. However, because of
the global Great Depression of 1929-1933, the money was used for essentials
with the thought that it would be possible to return to it later, but in 1940 the
occupation of Lithuania by the Soviet Union changed these plans. Because of
all these problems in this article, we have decided not to count homicide rates
per 100,000 population and use only “bald” homicide numbers at the time. Counting the Bodies: Trends of Violent Deaths
in Lithuania between 1924-1939 As mentioned before, the official statistics of Lithuania were compiled by
the Central Statistical Bureau. Medical records on homicides were collected
and processed in the Department of Demography, which collected the sta-
tistics on the natural movement of the population – the information about
the married, born and the deceased. Separate forms were to be sent to the
Central Statistical Bureau by the registration points of the respective religions. For example, in 1930, there were 669 points in the main Lithuania (without
the Klaipėda Region), 500 of whom were Catholic, 42 for Israelites, 53 for
Old Believers, 27 for Orthodox, 26 for Evangelical Lutherans; 7 for Evangeli-
cal Reformed, 5 for Methodists, 4 for Baptists; 3 for Mahomethones, one for
Adventists and one for Karaits21. The statistical bureau received about 2,500 to
3,000 death certificates per month, divided into counties, towns and villages by
gender, major age groups, causes of death and religions22. 21
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 28-29.
22
Lietuvos statistika 1920-1930 metais. Kaunas: Centralinis statistikos biuras, 1931, p. 29.
23
Knibbs, G. H. The International Classification of Disease and Causes of Death and its
Revision. The Medical Journal of Australia. 1929 01 05, Vol. 1, p. 8-9. Collection of Homicide Statistics
of Lithuania in 1920s-1930s Although official Lithuanian statistics were published with French terms,
international classifications were not followed, for example, in 1920, an in-
ternational list of causes of death, entitled Chapter XIV, External causes, was
divided into extremely specific categories, ranging from suicide, accidental
deaths like drowning, accidental falling, right through to homicide by fire-
arms, homicide with cutting or stabbing instruments, homicide by other
means as well as infanticide. Also, violent deaths of unknown causation23 were
also mentioned. 111 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 In Lithuania, this procedure was not followed. As mentioned before, there
have been problems detected with the terminology of homicides in the official
statistics. The first official statistical data with homicides as violent deaths in
1924 were published in the monthly Bulletin of Statistics in 1925, in a table
of the deceased in 1924 sorted by months and causes of death. As the source
states, only the minority of the deaths were stated by medical doctors; the ma-
jority were based on the testimonies of relatives. It was also explained that all
the death certificates that did not clearly state the cause of death or were un-
readable were considered to be other illnesses or unknown causes, which could
have meant that some of the homicide cases were included in these numbers
as well24. The same decision was made in the third chapter of the Statistical
Yearbook of Lithuania, Natural Movement of the Population in Lithuania, were
the deceased by cause of death were also recorded. The term violent death was used in Lithuania between 1924-1931 in the
Bulletin of Statistics and the Statistical Yearbook of Lithuania to describe homi-
cides as violent deaths, except suicides with the French equivalent Morts vio-
lentes (suicide excepté), amounting to 723 violent deaths in 1931(Figure 1a). Suicides, other illnesses and the unknown or unexplored causes were men-
tioned separately. In these sources, homicides were not distinguished into a
separate group. This complicates the study of the homicide statistics in inter-
war Lithuania and the comparison of the data with foreign countries. Since 1932 violence was distinguished into 4 main groups of suicide, homi-
cide, accidents and other violence25. Seeing homicides singled out from acci-
dents in 1932, it can be assumed that until then violent deaths had included
both homicides and accidental deaths. 24
32 Nr. Mirimai mirties priežastimi. Didž. Lietuvos naturalinio gyventojų judėjimo
1924 m. daviniai. Statistikos biuletenis, No 5, p. 48.
25
It is interesting to note that the execution of death sentences was mentioned among the
other forms of violence, but no statistics were provided, although previous research on
the death penalty proves that executions took place in Lithuania at least a few per year
(Černevičiūtė, S., Kaubrys S. 2014). Ironically, the statistical yearbook explains, “Deaths
from this violent death are included in other tables under the category of accidents.“ So,
state violence was also recorded and executions were called accidental deaths. 24
32 Nr. Mirimai mirties priežastimi. Didž. Lietuvos naturalinio gyventojų judėjimo
1924 m. daviniai. Statistikos biuletenis, No 5, p. 48. Collection of Homicide Statistics
of Lithuania in 1920s-1930s It should be mentioned that the term
accidental death could be understood as involuntary manslaughter in the in-
terwar Lithuanian context. As a result, in the first period of 1924-1931, before 112 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics Figure 1a. Violent deaths (without suicides) in Lithuania between 1924-1931
Source: Statistical Bulletin No 5; Statistical Yearbook of Lithuania, Vol. 1-4. 151
169
527
473
513
493
522
37
39
179
166
204
184
201
358
188
208
706
639
717
677
723
0
200
400
600
800
1000
1924
1925
1926
1927
1928
1929
1930
1931
Male
Female
Total
Linear (Total) Figure 1a. Violent deaths (without suicides) in Lithuania between 1924-1931
Source: Statistical Bulletin No 5; Statistical Yearbook of Lithuania, Vol. 1-4. Figure 1b. Homicides in Lithuania between 1932-1939 (with the Klaipėda Region,
except 1939)
Source: Statistical Yearbook of Lithuania Vol 5 12
87
88
103
72
90
95
104
102
35
20
26
21
30
37
35
28
122
108
129
93
120
132
139
130
0
50
100
150
1932
1933
1934
1935
1936
1937
1938
1939
Male
Female
Total
Linear (Total) Figure 1b. Homicides in Lithuania between 1932-1939 (with the Klaipėda Region,
except 1939) Figure 1b. Homicides in Lithuania between 1932-1939 (with the Klaipėda Region,
except 1939)
Source: Statistical Yearbook of Lithuania, Vol. 5-12. Source: Statistical Yearbook of Lithuania, Vol. 5-12. Source: Statistical Yearbook of Lithuania, Vol. 5-12. homicide was separated from other violent deaths, we cannot determine the
exact rate of homicide victims (Figure 1a and 1b). h homicide was separated from other violent deaths, we cannot determine the
exact rate of homicide victims (Figure 1a and 1b). The period of 1932-1939 clearly shows that men were killed 3-4 times more
often than women. When comparing the murder victims by gender and age,
the most frequent victims of homicide were in the 15-29 and 29-44 age groups
for men, while the 15-29 age group stands out for females (Table 1). The Finn-
ish criminologist Veli Verkko has researched homicides in 1920s-1950s Fin-
land and has been one of the first to discuss the need to analyse homicides
by gender. In the so called Verkko’s laws, it was stated: “in countries with high 113 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 Table 1. Collection of Homicide Statistics
of Lithuania in 1920s-1930s Homicides by the cause of death in Lithuania between 1932-1939 (with the
Klaipėda Region, except 1939) by age group and gender
Age group
1932
1933
1934
1935
1936
1937
1938
1939
M* F**
M
F
M
F
M
F
M
F
M
F
M
F
M
F
0
2
2
3
0
3
5
0
1
1
2
1
0
2
0
0
0
1-4
1
2
0
0
3
0
0
1
0
1
2
0
0
0
1
1
5-14
5
1
1
0
0
1
2
3
2
2
4
2
7
2
2
0
15-29
29
12
36
13
28
13
30
7
34
11
39
10
39
15
35
16
30-44
26
5
22
2
32
1
30
4
34
2
27
12
34
9
40
5
45-59
10
8
13
3
14
3
6
1
13
4
12
7
10
3
13
3
60-69
10
2
7
2
13
1
3
0
4
2
1
2
3
3
2
0
70-79
3
1
5
0
7
2
1
2
1
5
7
4
4
1
7
1
80 and more
0
2
0
0
2
0
0
0
1
1
2
0
0
0
0
0
Unknown
1
0
1
0
1
0
0
2
0
0
0
0
1
1
2
2
Total:
87
35
88
20 103
26
72
21
90
30
95
37 100
34 102
28
Source: Statistical Yearbooks of Lithuania, Vol. 5-12. M* – Male, F** – Female. homicide rates, the percentage of female offenders and victims is small, and
vice versa, in countries with low overall homicide rates, the percentage of fe-
male offenders and victims is high.” (Kivivuori, 2017, p. 148). The high in-
terwar Lithuanian rates of homicides are an echo of the Verkko’s laws with a
small percentage of female homicide victims and perpetrators. The murders of
men can be explained by comparing the statistics with the police data, which
shows a high number of deaths in brawls (Figure 3). The female murder vic-
tims’ age group could be explained by the fact that at the peak of their repro-
ductive age many women became victims of domestic violence (Černevičiūtė
& Kareniauskaitė, 2021). Since 1932 homicides were divided on a basis of the method used to com-
mit it: shooting, beating, murder by other means and unknown methods. 26
The arrest was a dangerous situation also for others involved or around: 10 policemen and
3 civilians were killed, 12 policemen and 11 civilians got injured. Lietuvos policija 1918-
1928. Ed. I. Tamašauskas, Kaunas: V. R. M. Piliečių apsaugos departamentas, 1930, p. 179 Collection of Homicide Statistics
of Lithuania in 1920s-1930s Shooting was the most popular method of murder in 1930s Lithuania, and
only the second one was beating (Figure 2). It can thus be reasonably assumed
that the fact that shooting dominated reflected one of the technical factors of 114 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics Figure 2. Homicide victims by the method used to commit the homicide in Lithu-
ania in 1932-1939 (with the Klaipėda Region, except 1938-1939)
Source: Statistical Yearbooks of Lithuania, Vol. 5-12. 253
235
110
139
80
37
39
75
333
272
149
214
0
200
400
Shooting
Beating
Other methods
Unknown methods
Male
Female
Total Figure 2. Homicide victims by the method used to commit the homicide in Lithu-
ania in 1932-1939 (with the Klaipėda Region, except 1938-1939)
Source: Statistical Yearbooks of Lithuania, Vol. 5-12. Source: Statistical Yearbooks of Lithuania, Vol. 5-12. the homicides in interwar Lithuania since the First World War and the Lithu-
anian Wars of Independence, as guns may have been widely accessible in the
Lithuanian society. It is worthwhile noting that homicide here was probably
understood only as an intentional murder except for infanticide and abortion. the homicides in interwar Lithuania since the First World War and the Lithu-
anian Wars of Independence, as guns may have been widely accessible in the
Lithuanian society. It is worthwhile noting that homicide here was probably
understood only as an intentional murder except for infanticide and abortion. As mentioned earlier, infanticide in interwar Lithuania was one of the most
common murder types, so strangulation and suffocation would probably be
added to the picture. Police Records of Deprivation of Life: Types
and Content of Homicides in 1930s Lithuania First, the crime-related statistics, including homicides, were published
from the year of 1920. Based on the police records, 12,605 criminals were ar-
rested that year, primarily murderers, robbers, thieves, deserters, illegal vodka
producers and anti-state criminals. 258 of the cases were recorded as armed
attacks, 77 % of these were carried out with the purpose of robbery and the
rest – with a revenge motive. 183 men and 42 women were killed in these
crimes among the total of 225 murder victims. There were 182 murderers ar-
rested, and 5 of them were killed during the arrest26. 30
It should be mentioned that in Czarist Russia only the sections on political and religious
crimes came into effect, as the rest of the code was considered too liberal for Russia. In
Lithuania, the German military administration introduced the 1903 Russian Criminal
Code in full in 1917 (Maksimaitis, 2001, p. 55-56). 29
For example, the police-provided data in the journal Police show that the total number
of deprivation of life cases was 389 in 1931 and 400 in 1932, but the Statistical Yearbook
of Lithuania recorded 386 in 1931 and 399 in 1932, so the discrepencies are by only a
few numbers. Kriminalistikos žinynas, 1939, No. 27, p. 132; Lietuvos statistikos metraštis
1931, Vol. 4, Kaunas: Spindulio b-vės sp., 1932, p. 341; Lietuvos statistikos metraštis 1932,
Vol. 5, Kaunas: Spindulio b-vės sp., 1933, p. 268-269. 28
Visiems apskričių viršininkams ir kriminalinės policijos viršininkui. 14417 nr. Krimina-
linės Žinios Policijai. 1926, No 1, p. 8. 27
Ibid., p. 180. 28
Visiems apskričių viršininkams ir kriminalinės policijos viršininkui. 14417 nr. Krimina-
linės Žinios Policijai. 1926, No 1, p. 8.
29
For example, the police-provided data in the journal Police show that the total number
of deprivation of life cases was 389 in 1931 and 400 in 1932, but the Statistical Yearbook
of Lithuania recorded 386 in 1931 and 399 in 1932, so the discrepencies are by only a
few numbers. Kriminalistikos žinynas, 1939, No. 27, p. 132; Lietuvos statistikos metraštis
1931, Vol. 4, Kaunas: Spindulio b-vės sp., 1932, p. 341; Lietuvos statistikos metraštis 1932,
Vol. 5, Kaunas: Spindulio b-vės sp., 1933, p. 268-269.
30
It should be mentioned that in Czarist Russia only the sections on political and religious
crimes came into effect, as the rest of the code was considered too liberal for Russia. In
Lithuania, the German military administration introduced the 1903 Russian Criminal
Code in full in 1917 (Maksimaitis, 2001, p. 55-56). 27
Ibid., p. 180.
28 Collection of Homicide Statistics
of Lithuania in 1920s-1930s The source states that 115 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 the data for 1920 were not complete and were sorted out only at the end of
the year, and uncritically presumes that it could be higher by 50 %27. To sum
up, the mentioned criminal statistics are very problematic and need a careful
evaluation: there are no other sources to compare and verify the data. It is also
sporadic, therefore, what is left is only a partial view of the homicides’ phe-
nomenon of that period. The interwar Lithuanian police was subordinated to the Department of
Civil Protection (the Police Department since 1934) and worked under the
Ministry of Internal Affairs. The statistics used to be sent to the Department of
Civil Protection28 every month. Even though there were some published crime
statistics of the year 1920, complete and continuous official data sets were pub-
lished of the years 1927-1930 in the journal Police, but the Statistical Yearbooks
of Lithuania began to publish the statistical data collected by the police only
from 1929. It should be mentioned that there were some discrepancies29 be-
tween the data published in the journal Police and in the Statistical Yearbooks
of Lithuania, probably because of the rates stemming from the Klaipėda Region. Taking this into account, we have decided to analyse both sources separately. Police, as a law enforcement agent, used crime classifications according to
the Penal Statute of Lithuania. It should be explained that in 1918 the Lithu-
anian government decided to adopt the 1903 Criminal Code of the Russian
Empire in as much as it did not contradict the temporary Constitution enact-
ed on the 2nd of November, 1918 (Maksimaitis, 2001). The imperial Russian
Criminal Code of 1903 came into force in Lithuania in 191930. Homicides were
included in the XXII chapter of Deprivation of Life (Rus. O лишеніи жизни) 116 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics and distinguished crimes into homicide; infanticide; abortion; preparation to
murder; attempted murder; persuasion and help to commit suicide (defined
in the articles 453-466). 31
“Kas nusikalto ką nužudęs, tas baudžiamas kalėti sunkiųjų darbų kalėjime ne trumpiau
kaip aštuoneris metus.” Baudžiamasis statutas su papildomaisiais baudžiamaisiais įstaty-
mais ir komentarais, sudarytais iš Rusijos Senato ir Lietuvos Vyriausiojo Tribunolo spren-
dimų bei kitų aiškinimų. Red. Martynas Kavolis, Simanas Bieliackinas. Kaunas: D. Gut-
mano knygynas, 1934, p. 371. 33
Statistikos žinios apie įvairius kriminalinius atsitikimus. Ibid. 32
Visiems apskričių viršininkams ir kriminalinės policijos viršininkui. 14417 nr. Krimina-
linės Žinios Policijai. 1926, No 1, p. 8. kaip aštuoneris metus.” Baudžiamasis statutas su papildomaisiais baudžiamaisiais įstaty-
mais ir komentarais, sudarytais iš Rusijos Senato ir Lietuvos Vyriausiojo Tribunolo spren-
dimų bei kitų aiškinimų. Red. Martynas Kavolis, Simanas Bieliackinas. Kaunas: D. Gut-
mano knygynas, 1934, p. 371.
32
Visiems apskričių viršininkams ir kriminalinės policijos viršininkui. 14417 nr. Krimina-
linės Žinios Policijai. 1926, No 1, p. 8.
33
Statistikos žinios apie įvairius kriminalinius atsitikimus Ibid 34
Rimka, A. Policijos statistikos žinios. Policija, 1927, No 9, p. 8.
35
Povilaitis, A. Nusikaltimai, išeikvojimai ir jų baimė. Kova su piktu radijo bangomis, Kau-
nas: Kriminalistikos žinynas, 1938, p. 247.
36 „Kai kurios policijos įstaigos, paduodančios žinias apie žmogžudystes, pritaikydavo prie
žmogžudysčių ir savižudybes; vagystes su išlaužimu - prie plėšimų ir t.t. T. y. buvo išai-
kinta, kad daugelis policijos valdininkų silpnai moka kvalifi kuoti nusikaltimus.” Budre-
vičius, K. Policijos statistikos žinios. Policija, 1928, No 1, p. 27. Collection of Homicide Statistics
of Lithuania in 1920s-1930s Homicide was defined in the article 453: “Whoever
committed a crime by killing someone shall be punished by imprisonment
with hard labour for no less than eight years.”31 It should be mentioned that
although a definition of voluntary manslaughter was neither used in interwar
Lithuania nor separated from other homicides in the statistics, the crime was
defined in the article 458, describing it as a murder committed in a state of
serious tension. The legal term of deprivation of life and the types of homicides did not
properly unify the data of the police records. In different sources and years,
there were different terms used as well. Research shows that until the begin-
ning of 1927 the police used to gather statistical data about the crimes from
the police districts every month. However, it did not show a complete picture
of the criminogenic situation in the country. The police was already struggling
with mistakes in the data when same crimes were counted as different types of
offences. For example, in older statistical data suicides were counted as homi-
cides as well as accidental deaths32. However, starting with 1927 new rules for
statistical data of crimes were applied, the term homicide was used and distin-
guished into three types of homicides committed: for-profit; during brawls; for
other purposes. Infanticide was separated from homicides33. It should be noted
that in the police sources, the exact term of infanticide was used as a murder of
a bastard infant, already exposing a moral concept of the murder of the chil-
dren born out of wedlock. The statistics of the crimes between 1927-1930 were already criticised by the
well-known economist at the time Albinas Rimka. He noticed that homicides
defined as others are committed more often than for-profit and during brawls. He suggested that homicides should be distinguished into 5 groups: (1) deliber- 117 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 ate murder for profi t; (2) deliberate murder out of personal revenge or jealousy
without a motive for profi t; (3) unintentional murders during brawls; (4) ran-
dom homicides when a victim and a perpetrator are the victims of an accident
(for example: getting shot when playing with a gun or a driver kills someone in
a street); (5) other homicides (low numbers for sadistic murders, etc.). In his
opinion, the sum of all homicides was useful, along with infanticide rates34. Collection of Homicide Statistics
of Lithuania in 1920s-1930s From this standpoint, while leaving out others, which probably included a
variety of murders, including those committed for political reasons, infanticide
was the most common murder type in interwar Lithuania. Th e majority of them
were committed by single mothers, poor and unable to support a child fi nancial-
ly and afraid of the consequences of having a bastard child in a conservative, re-
ligious society of interwar Lithuania. Th e second most common homicide used
to happen in brawls, where the perpetrator and the victim were usually both
males. In this type of murder, the social problem of alcohol was evident. Alcohol
abuse was one of the main technical factors of homicide, potentially provoking
and accelerating the numbers of violence in drunken confl icts at home, parties,
weddings, etc. (Figure 3). A low number of murders for-profi t may be explained
by the fact that this type of homicide was punishable by death (Černevičiūtė &
Kaubrys, 2014). Th e police rates provided evidence of the rise of homicides in
1931 (Figures 3, 5), when the world economic crisis of 1929 started to impact
the Lithuanian economy35. Nevertheless, we should keep in mind that the police
rates of homicides also included records of attempted murder. Th e problems of the statistics mentioned by Rimka were later addressed by
the chief of criminal police Kazys Budrevičius. He explained that even though
the procedure of collecting the statistics was not perfect, it was better than it
had been until 1927 when it had been realised that the registration of diff erent
crimes, including homicides, was really problematic: “Some police agencies, re-
porting murders, classifi ed suicides as homicides and burglaries as robberies etc. Th at is to say, many police offi cers have a poor ability to classify crimes.”36 As a 118 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Offi cial Statistics FIGURE 3. Police-registered homicides by type between 1927-1930
Source: Police, 1937, No 2. 15
16
24
13
45
42
37
37
83
76
66
59
187
156
115
100
0
50
100
150
200
1927
1928
1929
1930
For profit
During brawls
Others
Infanticide FIGURE 3. Police-registered homicides by type between 1927-1930
Source: Police, 1937, No 2. result, a table for the statistical data of crimes was created as simple as possible. 37 1930 m. lapkričio 21 d. visiems apskričių ir kriminalinės policijos rajonų viršininkams.
Policija, 1930, No 23, p. 459; 1930 m. lapkričio 21 d. Piliečių apsaugos departamento ap-
linkraštis No 37. 200a. Piliečių Apsaugos Departamento Aplinkraščių Rinkinys. 1918 m.
vasario 16–1931 m. gegužės 31 d. Kaunas: Piliečių Apsaugos Departamento leidinys,
1931, p. 216. 38 Statistinės žinios apie nusikalstamuosius darbus. Policijos departamento aplinkraščių są-
vadas. 1937 m. birželio mėn. 1 d. Kaunas: “Policijos” laikraščio leidinys, 1937, p. 54. Kai kurie stambesni, policijos užregistruoti, nusikalstamieji darbai 1931-1938 metais
Kriminalistikos žinynas, 1939, No. 27, p. 132-133. 38 Statistinės žinios apie nusikalstamuosius darbus. Policijos departamento aplinkraščių są-
vadas. 1937 m. birželio mėn. 1 d. Kaunas: “Policijos” laikraščio leidinys, 1937, p. 54.
39 Kai kurie stambesni, policijos užregistruoti, nusikalstamieji darbai 1931-1938 metais. 37 1930 m. lapkričio 21 d. visiems apskričių ir kriminalinės policijos rajonų viršininkams.
Policija, 1930, No 23, p. 459; 1930 m. lapkričio 21 d. Piliečių apsaugos departamento ap-
linkraštis No 37. 200a. Piliečių Apsaugos Departamento Aplinkraščių Rinkinys. 1918 m.
vasario 16–1931 m. gegužės 31 d. Kaunas: Piliečių Apsaugos Departamento leidinys,
1931, p. 216.
38 Statistinės žinios apie nusikalstamuosius darbus. Policijos departamento aplinkraščių są-
vadas. 1937 m. birželio mėn. 1 d. Kaunas: “Policijos” laikraščio leidinys, 1937, p. 54.
39 Kai kurie stambesni, policijos užregistruoti, nusikalstamieji darbai 1931-1938 metais.
Kriminalistikos žinynas, 1939, No. 27, p. 132-133. 40 Policijos užregistruotų nusikalstamų darbų statistika 1939 metų. Lentelių paaiškinimas.
Kriminalistikos žinynas, 1940, No 33, p. 138.
41 Ibid. Collection of Homicide Statistics
of Lithuania in 1920s-1930s However, Budrevičius expected that the collection of the crime statistics would
be taken over by the statistics professionals in the Central Statistical Bureau. Public criticism may explain why new instructions for the statistical data
collection were created just aft er a few years and came into force on January
1st, 1931. Th e statistics of the police already used the term of deprivation of
life and distinguished it into 7 types: for-profi t; during brawls; defending one’s
own life or the lives of others; involuntary; infanticide; abortion and for other
purposes37. It was clarifi ed that these classifi cations had been made according
to the causes of deprivation of life, and it did not include dead bodies found,
suicides and accidental deaths38. Note that abortions at the time were consid-
ered deprivation of life. It may be assumed that as a result of the new rules of the police statistics’
collection the most informative records of the police on homicides were cre-
ated between 1931-1938, where the mentioned 7 types of deprivation of life
(Figure 4)39 give us a general view of the homicides in Lithuania. If we ex- 119 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 FIGURE 4. Deprivation of life according to the causes recorded by the police in Lithu-
ania between 1931-1938
Source: Police, 1939, No 27. 9
14
20
22
8
15
17
13
45
27
31
30
43
44
41
38
107
114
161
142
147
174
109
88
108
94
88
72
67
80
50
66
6
4
5
5
8
2
2
6
44
38
66
57
43
81
60
58
70
109
127
144
126
153
158
149
0
50
100
150
200
1931
1932
1933
1934
1935
1936
1937
1938
For profit
During brawls
For other purposes
Infanticide
Defending their own and other lives
Involuntary
Abortion FIGURE 4. Deprivation of life according to the causes recorded by the police in Lithu-
ania between 1931-1938
Source: Police, 1939, No 27. 41 Ibid. Collection of Homicide Statistics
of Lithuania in 1920s-1930s 9
14
20
22
8
15
17
13
45
27
31
30
43
44
41
38
107
114
161
142
147
174
109
88
108
94
88
72
67
80
50
66
6
4
5
5
8
2
2
6
44
38
66
57
43
81
60
58
70
109
127
144
126
153
158
149
0
50
100
150
200
1931
1932
1933
1934
1935
1936
1937
1938
For profit
During brawls
For other purposes
Infanticide
Defending their own and other lives
Involuntary
Abortion FIGURE 4. Deprivation of life according to the causes recorded by the police in Lithu-
ania between 1931-1938
Source: Police, 1939, No 27. cluded abortion (which is usually not considered as a homicide, but we should
take into account the concept of interwar Lithuania), it would vary from 200 to
300 murders per year. However, in the data provided by the source, there were
some discrepancies in the sums of the diff erent kinds of homicides, making
the source only partially reliable. Also, when comparing the police records of deprivation of life with the
homicides by the causes of death (from medical records), it must be pointed
out that there are very signifi cant diff erences between the actual victims and
the police-reported homicides (Figure 5). 3-4 times bigger numbers of homi-
cides reported by the police, apparently, show that the police records included
not only homicide, infanticide and abortion but also preparation for murder
and attempted murder as well as persuasion and help to commit suicide40. For example, in 1939, the police reported 136 homicides, 66 infanticide cases,
154 abortions, 87 cases of preparation to murder and attempted murder and
3 cases of persuasion and help to commit suicide41. It means that at least 20 %
of the police-recorded cases of deprivation of life were attempted murders. Th e 120 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics Figure 5. Homicide victims versus deprivation of life in Lithuania between 1932-1938
Source: Statistical Yearbooks of Lithuania, Vol. 5-11; Police, 1939, No 27. 122
108
129
93
120
132
139
400
498
472
442
549
437
418
0
500
1000
1932
1933
1934
1935
1936
1937
1938
Homicides (by number of deaths)
Deprivation of life (police records) Figure 5. Homicide victims versus deprivation of life in Lithuania between 1932-1938
Source: Statistical Yearbooks of Lithuania, Vol. 5-11; Police, 1939, No 27. Collection of Homicide Statistics
of Lithuania in 1920s-1930s 122
108
129
93
120
132
139
400
498
472
442
549
437
418
0
500
1000
1932
1933
1934
1935
1936
1937
1938
Homicides (by number of deaths)
Deprivation of life (police records) gure 5. Homicide victims versus deprivation of life in Lithuania between 1932-1938 Source: Statistical Yearbooks of Lithuania, Vol. 5-11; Police, 1939, No 27. Source: Statistical Yearbooks of Lithuania, Vol. 5-11; Police, 1939, No 27. Figure 6. Police-registered cases of deprivation of life by type between 1931-1934
(without the Klaipėda Region)
Source: Statistical Yearbooks of Lithuania, Vol. 4-7. 9
14
20
22
42
27
31
30
108
95
85
73
70
108
128
143
157
155
218
205
0
200
400
1931
1932
1933
1934
For profit
During brawls
Infanticide
Abortion
Others Figure 6. Police-registered cases of deprivation of life by type between 1931-1934
(without the Klaipėda Region)
Source: Statistical Yearbooks of Lithuania, Vol. 4-7. Figure 6. Police-registered cases of deprivation of life by type between 1931-1934
(without the Klaipėda Region) Source: Statistical Yearbooks of Lithuania, Vol. 4-7. aforementioned attempted murders and homicides related to suicides were
not collected until 1937, making medical records the only reliable source for
statistical homicide research. It is important to highlight the fact that medi-
cal records do not reflect infanticide rates, simply meaning “pure” numbers of
homicides in the 1930s Lithuania. Our data show that “pure” homicide rates
were relatively stable at the time, varying from 122 in 1932, going down to
93 homicides in 1935 and rising to 139 in 1938 (Figure 5). The most popular source in the Lithuanian historiography for crime statis-
tics is the Statistical Yearbooks of Lithuania. Yet, the usage of the terms to de-
fine homicide, counting attempted murders and taking the territorial change
(with the Klaipėda Region or without) into account, shows its disadvantages
in comparison to the more accurate police data. In the police crime data of
1931-1934, the term deprivation of life was used and distinguished into 5 types: 121 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 Figure 7. Police-registered deprivations of life by type between 1935-1939 (with the
Klaipėda Region between 1933-1935, without – between 1936-1939)
Source: Statistical Yearbooks of Lithuania, Vol. 6-12. 42 „Tiesa, Lietuvoje kerštauti yra labai įprasta. Kai kada dėl menkiausių priežasčių, sakysime,
dėl paliudijimo teisme jo nenaudai, dėl įžeidimo arba šiaip dėl kokių nesvarbių dalykų
atsiteisiama gyvybe.” Valaitis, J. Žmogžudysčių priežastys Lietuvoje. Kriminalistikos
žinynas. 1937, No 14, p. 84. Collection of Homicide Statistics
of Lithuania in 1920s-1930s 401
364
344
413
377
268
226
244
253
255
260
256
215
220
645
617
599
673
633
483
446
0
500
1000
1933
1934
1935
1936
1937
1938
1939
Deprivation of life
Abortion and infanticide
Total Figure 7. Police-registered deprivations of life by type between 1935-1939 (with the
Klaipėda Region between 1933-1935, without – between 1936-1939)
Source: Statistical Yearbooks of Lithuania, Vol. 6-12. Source: Statistical Yearbooks of Lithuania, Vol. 6-12. for profit, during brawls, infanticide, abortion and others (Figure 6). Between
1935-1939 the homicide-related police statistical data were distinguished only
into two groups: deprivation of life and abortion and infanticide, making it even
more complicated to use the data for actual research of homicides at the time
(Figure 7). Without critical evaluation, this data was used by Smaliukas and Urbelienė
(1994). They have not explained their work methodology, only stating that
they have analysed the Statistical Yearbooks of Lithuania, but the statistics that
they have published only partially match the yearbooks. The scholars have
used the term deprivation of life without any explanation, which is quite clear
for the years 1935-1939 but is not in the period of 1931-1934, making the
analysis of Smaliukas and Urbelienė untrustworthy. However, even the unreliable police records reflect some tendencies of
homicides as a social phenomenon. For example, statistics for the 1935-1936
murder motives in Lithuania show that revenge was the most common mo-
tive for murder. According to the source “It is true, it is very common to take
revenge in Lithuania, sometimes for the smallest reasons, let’s say, for testifying
against him in court, for an insult or when for some otherwise unimportant
things one pays off his life.”42 It should be mentioned that the violence in the 122 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics Table 2. 44 Povilaitis, A. Nusikaltimai, išeikvojimai ir jų baimė. Kova su piktu radijo bangomis, Kau-
nas: Kriminalistikos žinynas, 1938, p. 247-248. 43 Budrevičius K. Ar nusikaltimų skaičius Lietuvoje didėja ar mažėja. Policija, 1931, No 2,
p. 36. Collection of Homicide Statistics
of Lithuania in 1920s-1930s The police-registered homicides and attempted homicides by motives in
Lithuania between 1935-1936
Motive
1935
1936
Revenge
38
24
Family conflict
16
24
Unrequited love
10
20
Quarrels
14
17
In brawl fights
16
9
In order to get an inheritance
12
7
During a robbery
5
8
Due to negligence
4
2
For-profit
5
2
Murders committed by the mentally ill
2
4
Out of hate
-
5
To avoid paying a debt to a debtor
-
1
To avoid paying alimony and out of shame
8
1
In an attempt to rape
1
2
Self-defence
-
1
Obsession to kill
1
-
Source: Reference Book of Criminalistics, 1937, No 14. Source: Reference Book of Criminalistics, 1937, No 14. society was explained as a legacy of the First World War, believing that it de-
moralised the society, people lost the sense of responsibility for their actions
and started to live in the present day without thinking about the future43. Fam-
ily conflicts, unrequited love, quarrels and murders out of hate were typical
homicides at that time, which signals domestic violence problems in Interwar
Lithuania (Černevičiūtė & Kareniauskaitė, 2021). Most of the homicides were
committed in the rural areas (except for infanticide) (Table 2), for example,
in 1931, 1932, 1933, 1934 only 2, 3, 1 and 4 homicides were committed in the
capital Kaunas, respectively. In other cities, there were one or two homicides
registered per year44. These tendencies could be explained by the agricultural 123 ISSN 2351-6097 eISSN 2538-8754 KRIMINOLOGIJOS STUDIJOS 2021/9 society of Interwar Lithuania, where most of the population was living in the
villages but not in the cities. The critical analysis of the official statistical data of medical and police re-
cords provides only a partial view of the homicides’ phenomenon in inter-
war Lithuania. Further analysis is welcome, the police-provided data of the
1930s could be recalculated taking only homicides committed for profit, dur-
ing brawls and others in consideration and comparing them to the data of
homicides by a cause of death. Additionally, the homicide rates per population
with estimated errors would provide an opportunity for cross-national com-
parisons. Also, a study of the court statistical data records on homicides would
reveal the characteristics of perpetrators and provide observations about the
interwar Lithuania’s penal policy. Conclusion The Central Statistical Bureau had been publishing statistical data relevant
to the investigation of homicides in Statistical Bulletins and the Statistical Year-
books of Lithuania since 1924. In the homicide studies, these statistical sources
are problematic due to an unclear data collection methodology, the use of dif-
ferent homicide terms, unrealistic definitions of urban and rural areas and the
changes in Lithuania’s territory and population. We cannot determine the exact rates of the 1930s homicides due to the change
in the homicide terminology and its content. Between 1924-1931 the term vio-
lent deaths, except suicides, was used, and homicides were not singled out. The
analysis also shows that until 1931 violent deaths also included homicides and
accidental deaths. From 1932 to 1939 violent deaths were divided into 4 groups:
suicide, homicide, accidents and other violence. The more detailed data of the
1930s have revealed that most frequent victims of homicide were in the 15-29
and 29-44 age groups for men, while the 15-29 age group stands out for fe-
males. The most common method of killing was shooting. The police-published homicide statistics also reveal a problem of termi-
nology. According to the Penal Statute of Lithuania, deprivation of life dis-
tinguished crimes into homicide; infanticide; abortion; preparation to mur-
der; attempted murder; persuasion and help to commit suicide. However, this
terminology was only partially reflected in the police statistics, as between 124 Sigita Černevičiūtė. Homicide Trends and Types in 1920s-1930s Lithuania: Limitations of Official Statistics 1927-1930 the police used the term homicides and classified them into the ones
committed: for-profit; during brawls and for other purposes. Infanticide was
separated from homicides. If not counting others, infanticide was the most
common murder type in interwar Lithuania. Since 1931, the statistics of the police used the term of deprivation of life
and distinguished it into 7 types according to the motive: for-profit; during
brawls; defending one’s own life or the lives of others; involuntary; infanticide;
abortion and for other purposes. It did not include dead bodies found, suicides
and accidental deaths. After analysing the 1931-1938 data on deprivation of life, excluding abor-
tions, homicides would vary from 200 to 300 per year. When comparing all
deprivations of life with homicides by the cause of death, it can be concluded
that these figures included preparation for murder and attempted murder as
well as persuasion and help to commit suicide. Aebi M. F., Linde, A. (2016) Long-Term Trends in Crime: Continuity and Change,
P. Knepper, A. Johansen (Eds.), The Oxford handbook of the history of crime and
criminal justice, Oxford: Oxford University Press, pp. 57-87; Conclusion Thus, due to the change in the
terminology and the inclusion of attempted murders, the police statistics can
be considered unreliable. Homicides are the most precisely quantitatively defined by the rates of
causes of death, which in 1932-1938 Lithuania were relatively stable with an
amplitude of 93-139 murders per year. On a basis of the analysis of the police
statistical data, it is possible to identify at least 4 main types of homicides in
interwar Lithuania: reproductive – infanticide and abortions, aggressive – kill-
ings during brawls, economic – for profit as well as unintentional homicides
that happened during accidents. Funding. This article is a part of the postdoctoral fellowship project
Homicides and Punishments in Lithuania in 1918-1940. This project has
received funding from the European Social Fund (project No 09.3.3-LMT-
K-712-19-0144) under a grant agreement with the Research Council of Lithu-
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The Role of Lipoprotein-Associated Phospholipase A₂ in a Murine Model of Experimental Autoimmune Uveoretinitis
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RESEARCH ARTICLE G. L. Crawford1, J. Boldison2, D. A. Copland1, P. Adamson3, D. Gale4, M. Brandt5, L.
B. Nicholson1,2, A. D. Dick1,2* 1 Academic unit of Ophthalmology, School of Clinical Sciences, University of Bristol, Bristol, United
Kingdom, 2 School of Cellular and Molecular Medicine, University of Bristol, Bristol, United Kingdom,
3 Ophthiris Discovery Performance Unit, GlaxoSmithKline, Stevenage, United Kingdom, 4 Ophthiris
Discovery Performance Unit, GlaxoSmithKline, King of Prussia, Pennsylvania, United States of America
5 Platform Technology Sciences, King of Prussia, Pennsylvania, United States of America * a.dick@bristol.ac.uk OPEN ACCESS Macrophage activation is, in part, regulated via hydrolysis of oxidised low density lipopro-
teins by Lipoprotein-Associated phospholipase A2 (Lp-PLA2), resulting in increased macro-
phage migration, pro-inflammatory cytokine release and chemokine expression. In uveitis,
tissue damage is mediated as a result of macrophage activation; hence inhibition of Lp-
PLA2 may limit macrophage activation and protect the tissue. Utilising Lp-PLA2 gene-defi-
cient (KO) mice and a pharmacological inhibitor of Lp-PLA2 (SB-435495) we aimed to deter-
mine the effect of Lp-PLA2 suppression in mediating retinal protection in a model of
autoimmune retinal inflammation, experimental autoimmune uveoretinitis (EAU). Following
immunisation with RBP-3 (IRBP) 1–20 or 161–180 peptides, clinical disease was monitored
and severity assessed, infiltrating leukocytes were enumerated by flow cytometry and tis-
sue destruction quantified by histology. Despite ablation of Lp-PLA2 enzyme activity in Lp-
PLA2 KO mice or wild-type mice treated with SB-435495, the number of infiltrating CD45+
cells in the retina was equivalent to control EAU animals, and there was no reduction in dis-
ease severity. Thus, despite the reported beneficial effects of therapeutic Lp-PLA2 depletion
in a variety of vascular inflammatory conditions, we were unable to attenuate disease, show
delayed disease onset or prevent progression of EAU in Lp-PLA2 KO mice. Although EAU
exhibits inflammatory vasculopathy there is no overt defect in lipid metabolism and given
the lack of effect following Lp-PLA2 suppression, these data support the hypothesis that
sub-acute autoimmune inflammatory disease progresses independently of Lp-PLA2
activity. Citation: Crawford GL, Boldison J, Copland DA,
Adamson P, Gale D, Brandt M, et al. (2015) The Role
of Lipoprotein-Associated Phospholipase A₂ in a
Murine Model of Experimental Autoimmune
Uveoretinitis. PLoS ONE 10(4): e0122093. doi:10.1371/journal.pone.0122093 Academic Editor: Andrew W Taylor, Boston
University School of Medicine, UNITED STATES
Received: January 1, 2015
Accepted: February 21, 2015
Published: April 15, 2015
Copyright: © 2015 Crawford 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. Academic Editor: Andrew W Taylor, Boston
University School of Medicine, UNITED STATES
Received: January 1, 2015
Accepted: February 21, 2015
Published: April 15, 2015 Academic Editor: Andrew W Taylor, Boston
University School of Medicine, UNITED STATES
Received: January 1, 2015
Accepted: February 21, 2015
Published: April 15, 2015
Copyright: © 2015 Crawford et al. * a.dick@bristol.ac.uk The Role of Lipoprotein-Associated
Phospholipase A₂ in a Murine Model of
Experimental Autoimmune Uveoretinitis G. L. Crawford1, J. Boldison2, D. A. Copland1, P. Adamson3, D. Gale4, M. Brandt5, L. B. Nicholson1,2, A. D. Dick1,2* G. L. Crawford1, J. Boldison2, D. A. Copland1, P. Adamson3, D. Gale4, M. Brandt5, L. B. Nicholson1,2, A. D. Dick1,2* Introduction The specific roles of these authors are articulated in
the 'author contributions' section. Non-anterior uveitis (posterior, pan and intermediate uveitis) is a collective term used to de-
scribe a range of intraocular inflammatory disorders affecting the uvea and retina, and whilst
more rare than anterior uveitis, is significantly more sight threatening [1]. Uveitis accounts for
10% of the 285 million visually impaired patients worldwide [2] with considerable financial
and social implications, as it predominantly effects the working age population [3]. Uveitis is
presumed autoimmune or immune mediated when infectious aetiology has been excluded [1,
4–6]. In mice, experimental autoimmune uveoretinitis (EAU) is an antigen-specific Th1/Th17
CD4+ T cell-directed murine model, employed to mimic human non-infectious, non-anterior
uveitis, which has been utilised extensively to develop a detailed understanding of the
immuno-pathogenesis of vascular inflammation, retinal leukocyte infiltration and mechanisms
of tissue damage [6–8]. In this model, tissue destruction is dependent upon activation and infil-
tration of mononuclear cell infiltration [6, 9–12]. Competing Interests: PA, DG and MB are
employees of GlaxoSmithKline, whose company
partly funded this study. There are no patents,
products in development or marketed products to
declare. This does not alter the authors' adherence to
all the PLOS ONE policies on sharing data
and materials. Tissue inflammation is held in check and homeostasis maintained, in part through micro-
glia (resident retinal myeloid cell population) but following breakdown of blood ocular barrier
[13] circulating macrophages infiltrate the retina early in the course of EAU [7, 14]. The migra-
tion of CD4+ T cells to the retina causes activation and further accumulation of CD11b+ mac-
rophages. Macrophages display broad heterogeneity and their phenotype and behaviour is
regulated by a plethora of stimuli found in the local microenvironment. For example, macro-
phages can inhibit T-cell proliferation in the eye but also produce tissue-damaging superoxides
[7, 15, 16]. Notwithstanding, regulating macrophage activation will reduce inflammation [17,
18] and as such, an ability to manipulate macrophage phenotype and/or migration has the po-
tential to abrogate EAU onset. One means of repressing macrophage activation is through prevention of hydrolysis of oxi-
dised low density lipoproteins (oxLDL), catalysed by the enzyme Lipoprotein Associated Phos-
pholipase A2 (Lp-PLA2). This reaction produces lysophosphatidylcholine (LPC) and oxidised
non-esterified fatty acids (ox-NEFA) two potent pro-inflammatory mediators, which up-regu-
late expression of chemokines and adhesion molecules, induce macrophage migration and pro-
mote pro-inflammatory cytokine release [19, 20]. The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis OPEN ACCESS This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Copyright: © 2015 Crawford et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: http://www.bbsrc.ac.uk/home/home.aspx,
Biotechnology and biological sciences research
council: BB/J500197/1, received by GLC (nee
Gemma Beers) and http://www.gsk.com/
GlaxoSmithKline: STU100020289, received by GLC
(nee Gemma Beers). The funder GlaxoSmithKline
provided support in the form of salaries for authors
PA, DG & MB, but did not have any additional role in
the study design, data collection and analysis,
decision to publish, or preparation of the manuscript. 1 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Competing Interests: PA, DG and MB are
employees of GlaxoSmithKline, whose company
partly funded this study. There are no patents,
products in development or marketed products to
declare. This does not alter the authors' adherence to
all the PLOS ONE policies on sharing data
and materials. PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Introduction The phospholipase A2 (PLA2) family are a
group of enzymes involved in catalysing the hydrolysis of fatty acyl moieties from the sn-2 po-
sition of oxidized phospholipid molecules [19]. Lp-PLA2 is a 45kDa secreted enzyme, express-
ed by monocytes, macrophages, T cells and mast cells. This enzyme contains a catalytic serine
residue [21] and is active in basal physiological conditions. Unlike other PLA2 family members,
Lp-PLA2 functions independently of calcium and is highly specific for substrates with a short
chain fatty acyl residue at the sn-2 position, meaning it does not hydrolyse membrane phos-
pholipids [22]. Lp-PLA2 suppression has been used to modulate disease in both atherosclerosis and diabetic
macular oedema models [23], which in common with uveitis, present with macrophage medi-
ated tissue damage and underlying vascular pathology. It was first noted that Lp-PLA2 expres-
sion was high in atherosclerotic plaques, particularly those which were necrotic and prone to
rupture and a meta-analysis of nearly 80,000 people demonstrated a continuous association be-
tween the mass and activity of Lp-PLA2 and risk of coronary heart disease [24]. A diabetic and
hypercholesterolemic swine model was used to test the efficacy of Lp-PLA2 depletion in athero-
sclerosis. In short, treatment of atherosclerotic pigs with Darapladib, a selective, reversible in-
hibitor of Lp-PLA2 [25] induced a significant reduction in lesion development and necrotic
core area [26]. Similar results were also noted in the human Integrated Biomarker and Imaging
Study 2 (IBIS-2) [27] whereby ultrasound analysis confirmed that Darapladib treated patients
had smaller coronary artery lesions than those receiving a placebo control. Furthermore, PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 2 / 20 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Darapladib has been shown to attenuate expression of monocyte chemoattractant protein 1
(MCP-1), VCAM-1 and TNF-α gene expression, [28] and demonstrate reduced cerebral vascu-
lar permeability in the diabetic/hypercholesterolemic swine model [23]. These data further im-
plicate Lp-PLA2 inhibition as a promising therapeutic target for prevention or resolution of
inflammation and vascular permeability. Darapladib has been shown to attenuate expression of monocyte chemoattractant protein 1
(MCP-1), VCAM-1 and TNF-α gene expression, [28] and demonstrate reduced cerebral vascu-
lar permeability in the diabetic/hypercholesterolemic swine model [23]. These data further im-
plicate Lp-PLA2 inhibition as a promising therapeutic target for prevention or resolution of
inflammation and vascular permeability. Methods
Mice C57BL/6 Lp-PLA2 knockout mice (-/-, KO), and heterozygous (-/+, HET) and WT littermate
controls were obtained from GlaxoSmithKline (Philadelphia, USA and Stevenage, UK). The
Lp-PLA2 KO animals were generated by GlaxoSmithKline using 129/BL6 ES cells. Single nucle-
otide polymorphism (SNP) analysis was used throughout breeding to generate animals that
were >98% C57BL/6. The colony was then established in the UK and SNP analysis was re-run
to confirm the genetic background of the mice (>99% C57BL/6) [29]. The animals have no
physical or immunological phenotype. B10 RIII mice are inbred colonies at University of Bris-
tol Animal Services Unit. All mice were housed in specific pathogen free conditions with con-
tinual access to food and water. Female mice aged 6–8 weeks were immunised for EAU, and
housed according to Home Office regulations in the University of Bristol animal house facility. Treatment of animals was carried out in accordance with the European Directive 86/609/EEC,
the GlaxoSmithKline Policy on the Care, Welfare and Treatment of Animals and conformed to
the Association for Research in Vision and Ophthalmology animal policy (ARVO statement
for the use of Animals in Ophthalmic and Vision Research). Mice were sacrificed by recognised
schedule one methods and all animal work was approved by the University of Bristol ethical
approval group. Introduction In light of success in other models of macrophage mediated vascular inflammatory patholo-
gies, albeit not in autoimmune disease, and given that tissue damage in uveitis is dependent
upon macrophage infiltration and activation, we utilised Lp-PLA2 knockout (KO) mice and a
specific Lp-PLA2 pharmacological inhibitor SB-435495 (referred to herein as Lp-PLA2 deletion
or inhibition respectively) to determine the role of Lp-PLA2 in autoimmune retinal inflamma-
tion. The prediction being that enzyme depletion would suppress macrophage activation in the
face of a T cell driven disease. However, despite the reported beneficial effects of therapeutic
Lp-PLA2 depletion in a variety of vascular inflammatory conditions, in the murine EAU
model, suppression of Lp-PLA2 activity was unable to attenuate disease or show delayed dis-
ease onset. Human RBP-3161–180 (SGIPYIISYLHPGNTILHVD) and RBP-31–20 peptide
(GPTHLFQPSLVLDMAKVLLD) were synthesised by Sigma-Aldrich (Poole, U.K) and Severn
Biotech (Worcester, U.K) respectively. High performance liquid chromatography was used to
confirm peptide purity of >95%, and aliquots of peptide preparations were stored at -80°C.
SB-435495 and vehicle solution were provided by GlaxoSmithKline (Stevenage, UK). Complete
media comprising Dulbecco’s modified Eagle medium (DMEM) supplemented with 10% heat
inactivated foetal calf serum (FCS), 100U/ml penicillin-streptomycin, 2mmol/L L-Glutamine
and Sodium pyruvate (Invitrogen, Paisley, U.K). EAU clinical assessment Digital images of the retina were obtained by topical endoscopic fundus imaging (TEFI) using
a protocol described previously by Paques et al [30] and subsequently validated for EAU [8]. In
short, a Nikon D80 digital camera, with a 10-million pixel charge-coupled device image sensor
and Nikkor AF 85 /F1.8 D objective and additional +4.00 dioptre magnifying lens, (Nikon,
Tokyo, Japan), 5cm long, 3mm diameter teleotoscope (1218AA: Karl Storz, Tuttlington, Ger-
many), and xenon lamp were used to capture colour images of the retinal fundus. Topical ap-
plication of phenylephrine 2.5% and tropicamide 1% (Minims; Chauvin Pharmaceuticals,
Romford,UK), was used to dilate the pupil, while corneal anaesthesia was achieved by topical
application of oxybuprocaine 0.4% (Minims). Viscous eye gel (Novartis Pharmaceuticals, Cam-
berley, UK) allowed digital images to be obtained by direct corneal contact with the endoscope. All images were cropped using Photoshop CS software (Adobe, Mountain view, California,
USA). Using an adapted clinical grading system, fundal images were scored according to in-
flammatory changes to the optic disc and retinal vessels in addition to retinal lesions and struc-
tural damage [31]. Reagents Human RBP-3161–180 (SGIPYIISYLHPGNTILHVD) and RBP-31–20 peptide
(GPTHLFQPSLVLDMAKVLLD) were synthesised by Sigma-Aldrich (Poole, U.K) and Severn
Biotech (Worcester, U.K) respectively. High performance liquid chromatography was used to
confirm peptide purity of >95%, and aliquots of peptide preparations were stored at -80°C. SB-435495 and vehicle solution were provided by GlaxoSmithKline (Stevenage, UK). Complete
media comprising Dulbecco’s modified Eagle medium (DMEM) supplemented with 10% heat
inactivated foetal calf serum (FCS), 100U/ml penicillin-streptomycin, 2mmol/L L-Glutamine
and Sodium pyruvate (Invitrogen, Paisley, U.K). 3 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Sample collection and cell preparation Blood samples were obtained via cardiac puncture, collected in neonatal KE/1.3 1.3ml EDTA
tubes and centrifuged for 8 minutes at 1800rpm and 4°C. The plasma fraction was removed
and stored at -80°C for plasma Lp-PLA2 enzyme activity and plasma SB-435495 analysis (Glax-
oSmithKline). The enucleated right eye was placed in sterile DMEM for retinal dissection and
flow cytometric analysis, the left eye was orientated in optimal cutting temperature (OCT)
compound and snap frozen in liquid nitrogen for histology. Spleens were also removed for
flow cytometry and histology. Spleen and thymus were mashed and filtered through a 40μm cell strainer to remove cellular
debris. Splenocytes were re-suspended in 1ml ACK salt solution (Ammonium-chloride-potas-
sium lysing buffer, 8,024mg/L NH4CL, 1,001mg/L KHCO3, 3.722mg/L EDTA.Na2.2H20) to
eliminate erythrocytes, then all samples were washed, re-suspended in 10 ml sterile DMEM
and filtered again to remove aggregated cells. Eyes were enucleated, washed and all extraneous vascular and connective tissue was re-
moved. The retina was then dissected microscopically in HBSS and retinas were physically dis-
aggregated through a 40μM cell strainer and re-suspended in 200μl FACS buffer. EAU induction and treatment C57BL/6 and B10RIII mice were immunised subcutaneously (s.c) in one flank with 50μg RBP-
3 1–20 or 50μg RBP-3 161–180 respectively. Peptides were prepared in water (2% DMSO), emulsi-
fied in CFA (1mg/ml 1:1 v/v) and supplemented with 1.5mg.ml Mycobacterium tuberculosis
complete H37 Ra (BD Biosciences, Oxford, U.K.). A simultaneous I.P injection of 1.5μg Bor-
della pertussis toxin (Tocris, Bristol, UK) was also administered. Doses of SB-435495, phos-
phate buffered saline (PBS) or vehicle solution were administered by I.P injection once or twice
daily (9am or 9am/pm respectively) as described (S4 Fig). Flow cytometric analysis Cells were incubated with 24G2 cell supernatant for 20 minutes at 4°C before incubation with
fluorochrome-conjugated monoclonal antibodies (BD Pharmingen, Oxford, UK) against cell
surface markers including, CD4 (553051, 1/100), CD8 (553029, 1/100), CD11b (557657, 1/
400), Ly6G (551461, 1/100), Ly6C (553104, 1/100) and CD45 (552848, 1/1000) at 4°C for 20 4 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis minutes. A streptavidin secondary antibody was added to all samples, (48-4317-82,
eBioscience, San Diego, USA, 1/1000) then cell suspensions were acquired using a 3-laser BD
LSR-II flow cytometer (BD Cytometry Systems, Oxford, UK). Analysis was performed using
FlowJo software (Treestar, San Carlos, California, USA). Cell numbers were calculated by refer-
ence to a known cell–standard, as previously reported [14]. In brief, splenocytes at a series of
known cell concentrations were acquired using a fixed and stable flow rate for 45 seconds. Based on total cell number acquired during this time, a standard curve was generated and used
to interpolate cell concentrations of ocular infiltrating cells acquired at the same flow rate and
time. Immunofluorescent staining Staining for oxLDL was performed using a polyclonal rabbit anti-mouse antibody
(ABIN1385598, Antibodies-online, Georgia USA, 1/100). 12-μm sections (as described above)
were fixed using 4% PFA, then permeabilised and blocked using PBS supplemented with 0.25%
Triton X-100, 1% BSA and 5% normal goat serum (Vector Laboratories, Burlingame, Califor-
nia, USA). Slides were washed in staining buffer (0.1% Triton X-100, 1% BSA in PBS) and incu-
bated overnight at 4°C with 50μl staining buffer containing the oxLDL antibody plus a rat anti-
mouse CD31 antibody directly conjugated with FITC (553372, BD Pharmingen, Oxford, UK,
1/100). Negative controls were treated with the latter only. The following day, slides were washed and incubated for one hour with 50μl staining buffer
containing goat anti-rabbit Alexa Fluor 568 (A-11011, Invitrogen, Paisley, UK, 1/200). Sections
then received a final wash and were mounted using VECTASHIELD HardSet mounting media
with DAPI (Vector Laboratories, Burlingame, California, USA). Immunofluorescence staining
was examined using a confocal scanning laser imaging system fitted with krypton-argon lasers
(TCS-SP2-AOBS; Leica microsystems, Wetzlar, Germany). Immunohistochemical analysis 12μm sections were cut from eyes snap frozen in OCT medium at -20°C, and mounted onto
poly-L-lysine (Sigma, Poole, UK) coated glass slides. Sections were fixed in acetone for 10 min-
utes and endogenous peroxidases were blocked with 0.3% hydrogen peroxide and methanol for
30 minutes then washed in PBS. Blocking was achieved using normal rabbit serum (Vector
Laboratories, Burlingame, California, USA) diluted in 2% bovine serum albumin (BSA) diluted
in PBS (PBSA) for 30 minutes, followed by the addition of a rat anti-mouse primary antibody
(MCA1388, AbDSerotec, Oxford, UK, 1/250), in 2% PBSA and left to incubate overnight at
4°C. A biotinylated rabbit anti-rat IgG secondary antibody (BA-4001, Vector, UK, 1/200), di-
luted in 0.1% PBSA was added to all sections for 30 minutes at room temperature then slides
were coated with Avidin/Biotinylated enzyme complex (ABC kit, Vector Laboratories, Burlin-
game, California, USA) for 30 minutes. Sections were washed, coated with DAB reagent
(DAKO, Denmark) for 2 minutes, and then immersed in haematoxylin stain. Slides were im-
mediately washed and dehydrated by passage through 75% and 100% ethanol and Histoclear
(National Diagnostics, Georgia, USA). Histomount (National Diagnostics, Georgia, USA)
mounting media was used to affix coverslips and sections were examined under a light micro-
scope. Clinical scoring was performed blind by an independent assessor based on cellular infil-
trate and structural damage to the retina. Nitrite Assay 50μl Griess reagent (Sigma-Aldrich, St Louis, USA) was added to BMDM supernatants (tripli-
cate) and standards (9 point curve with 10,000nm top standard). Plates were read after five
minutes, using a Spectramax-190 plate reader (Molecular Devices, California, USA) and Soft-
max-pro software, with absorbance wavelengths of 630nm and 540nm and a linear standard
curve. Lp-PLA2 assay Quantification of Lp-PLA2 enzyme activity in murine plasma was performed at GlaxoSmithK-
line via isolation of enzyme catalyzed release of [3H-] acetate from the substrate 1-O-Hexade-
cyl-2-O-[3H-] acetyl-sn-glycer-3-phophorylcholine ([3H-]PAF obtained from Perkin Elmer,
Waltham, MA. Product number: NET910250UC). Twenty microliters (20μL) of plasma was
used for a single activity measurement using a 1 minute reaction time at 37°C. The Lp-PLA2
enzyme reaction was quenched through chloroform:methanol (2:1 ratio) extraction of each in-
dividual reaction. Isolated activity (disintegrations per unit time (DPMs)) were extracted into
the aqueous layer and converted to nanomoles of product through normalization to a [3H-]
PAF standard. Radioactivity (DPMs) was counted using a liquid scintillation counter (Beck-
man, Brea, CA). Inhibition of activity was gauged according to the activity level in the presence
of inhibitor (“inhibited”), relative to blank or control plasma. SB-435495 plasma analysis All plasma analysis was performed at GlaxoSmithKline. Briefly, SB-435495 was extracted from
plasma (25 μL aliquot) using a protein precipitation method. Following vortexing and 5 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis centrifugation, an aliquot of the supernatant (100μL) was removed and diluted with 50μL of
acetonitrile/10mM Ammonium Formate, pH3 (50/50, v/v) and mixed. Samples were quantitat-
ed for SB-435495 using a liquid chromatography mass spectrometry (UPLC-MS/MS) method. The LC-MS/MS system consisted of a Waters Acquity UPLC (Milford, MA) and an AB Sciex
API 4000 triple quadrupole mass spectrometer (Framingham, MA) operating under Analyst
1.4.2 software (AB Sciex, Framingham, MA). The lower limit of quantification of SB-435495
was 1ng/ml and the upper limit of quantification was 1000ng/ml in the assay. Culture of bone marrow derived macrophages (BMDM) Mice were sacrificed by cervical dislocation; the hind legs excised using aseptic technique, were
placed in sterile DMEM and kept on ice. Following removal of the bone heads with a scalpel,
bone marrow was flushed with un-supplemented DMEM. The marrow was then filtered
through a 70μm cell strainer to remove debris. Cells were cultured in Teflon culture bags (pro-
vided by Dr. M. Munder, University of Heidelberg, Heidelberg, Germany) for eight days at 5–-
10x106 cells per bag in 50ml of complete culture media supplemented with 50ng/ml
macrophage colony stimulating factor and 5% Horse serum (Invitrogen). Stimulation of bone marrow derived macrophages Macrophages were seeded at a concentration of 1 x106 cells/500μl per well in a 24 well plate. Cells were treated with either media alone, IL-4 (20ng/ml Peprotech, New Jersey, USA), prosta-
glandin-E2 (PGE2) (0.5 μg/ml Sigma-Aldrich, St Louis, USA), LPS (1–100ng/ml Sigma-Aldrich,
St Louis, USA) or IFN-γ (0.5–50ng/ml Peprotech, New Jersey, USA) for 2, 4 or 24 hours as
specified. Supernatants were removed and stored at -20°C for further assays. Results To determine basal enzyme activity status of the Lp-PLA2 KO, HET and WT mice, cardiac
blood samples were processed for plasma analysis, which confirmed that Lp-PLA2 activity was
highest in WT animals, reduced in HETs and absent in Lp-PLA2 KO mice (Fig 1A). Bone mar-
row derived macrophages (BMDM), stimulated with LPS (1ng/ml) or media alone for 2 or 4
hours, were used for RT-qPCR quantification of Pla2g7 gene expression. The results confirmed
Pla2g7 gene expression was absent in Lp-PLA2 KO mice, with the highest expression observed
in Lp-PLA2 WT mice (Fig 1B). To further determine expression and functionality of the secret-
ed enzyme, an in vitro extracellular Lp-PLA2 activity assay was performed (Cayman chemicals,
Michigan, USA). Supernatants from media alone and LPS (1ng/ml) stimulated BMDM secret-
ed detectable quantities of functional Lp-PLA2, as indicated by the enzyme induced hydrolysis
of a 2-Thio-PAF substrate and subsequent colorimetric change to the supernatant. Further-
more, when BMDM were pre-treated with the SB-435495 inhibitor at a range of doses before
stimulation, the enzymatic reaction was absent or reduced (S1 Fig) indicating efficacy of the
SB-435495 in vitro. Prior to assessing the in vivo therapeutic efficacy of either Lp-PLA2 deletion or inhibition,
we wished to ascertain whether Lp-PLA2 enzyme inhibition altered classical macrophage acti-
vation. ELISA estimation of IL-6 and MCP-1 was determined following LPS-stimulation of
BMDM treated with a dose range of SB-435495. A trend towards a reduction in IL-6 protein
expression was identified in macrophages treated with 10μM SB-435495, when compared to
the untreated controls; however the inhibitor failed to significantly alter IL-6 and MCP-1 pro-
tein expression, (S2 Fig). To mimic physiological conditions the assay was further developed
by spiking with endogenous oxLDL, as Lp-PLA2 is transported in vivo on oxPL molecules with-
in oxLDL. However the simultaneous addition of SB-435495 and exogenous oxLDL did not
significantly alter IL-6 protein expression when compared to controls (Fig 2A). Given our ob-
served sustained IL-6 response, we wished to confirm that IL-6 production was independent of
Lp-PLA2 and showed that LPS-stimulated BMDM from Lp-PLA2 WT, HET and KO mice
were equivalent and maintained an IL-6 dose response (Fig 2B). qPCR analysis was utilised to examine expression of a number of characteristic phenotypic
markers of macrophage activation status. Statistical analysis Data are displayed using mean ± SEM. Analysis of continuous data with two variables was cal-
culated using a T test. Those with 3 or more variables were calculated using a one or two way
ANOVA as appropriate with a secondary Tukey test to determine the differences between
treatment groups or Lp-PLA2 genotype. Differences between groups were defined as significant
at P<0.05. Extracellular Lp-PLA2 assay Supernatants from BMDM samples, stimulated for 24 hours as described previously, were
mixed with a 2-Thiol PAF substrate for one minute. In the presence of Lp-PLA2 the substrate 6 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis was hydrolysed, producing a colorimetric change. Enzyme activity was calculated from the
change in absorbance values read over a 15 minute period, using a Spectramax-190 plate reader
and Softmax-pro software. PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Results Data showed no significant difference in IL-1β and
IL-10 gene expression, as a signature of M1 and M2 macrophage activation respectively, in LPS
stimulated BMDM from Lp-PLA2 WT, HET and KO mice after both 2 and 4 hours in culture
(Fig 3A and 3B). Quantification of the expression of Arginase-1 (Arg-1) and Nitric oxide
synthase (iNOS or NOS2) was used as a further indicator of macrophage phenotype [32, 33]. Our data showed no significant difference in Arg-1 expression from Lp-PLA2 WT, HET or KO
derived BMDM (Fig 3C). Further, a nitrite assay was used to determine whether Lp-PLA2 dele-
tion altered NOS2-dependent nitrite production as an indicator of M1 phenotype. Data 7 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis showed a dose-dependent, LPS mediated nitrite induction, which was independent of Lp-PLA2
expression (Fig 3D). Nitrite production was also unchanged in LPS and IFNγ stimulated
Fig 1. Quantification of Lp-PLA2 enzyme activity and gene expression in murine plasmas and BMDM. A) Enzyme analysis of Lp-PLA2 activity from murine cardiac blood samples (n = 15–17) **** p<0.001. B)
RT-qPCR quantification of BMDM Pla2g7 expression (n = 3). Lp-PLA2 WT, HET and KO BMMO were
stimulated with LPS or media only for 2 or 4 hours, and gene expression analysed. Pla2g7 mRNA expression
normalized by GAPDH. * p<0.05 ** p<0.01 ***p<0.005
doi:10.1371/journal.pone.0122093.g001 Fig 1. Quantification of Lp-PLA2 enzyme activity and gene expression in murine plasmas and BMDM. A) Enzyme analysis of Lp-PLA2 activity from murine cardiac blood samples (n = 15–17) **** p<0.001. B)
RT-qPCR quantification of BMDM Pla2g7 expression (n = 3). Lp-PLA2 WT, HET and KO BMMO were
stimulated with LPS or media only for 2 or 4 hours, and gene expression analysed. Pla2g7 mRNA expression
normalized by GAPDH. * p<0.05 ** p<0.01 ***p<0.005 Fig 1. Quantification of Lp-PLA2 enzyme activity and gene expression in murine plasmas and BMDM. A) Enzyme analysis of Lp-PLA2 activity from murine cardiac blood samples (n = 15–17) **** p<0.001. B)
RT-qPCR quantification of BMDM Pla2g7 expression (n = 3). Lp-PLA2 WT, HET and KO BMMO were
stimulated with LPS or media only for 2 or 4 hours, and gene expression analysed. Pla2g7 mRNA expression
normalized by GAPDH. * p<0.05 ** p<0.01 ***p<0.005 showed a dose-dependent, LPS mediated nitrite induction, which was independent of Lp-PLA2
expression (Fig 3D). PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 3. Effect of Lp-PLA2 enzyme ablation on macrophage activation markers as an indicator of macrophage activation status. Expression of IL-1β,
IL-10 and Arginase-1 in Lp-PLA2 WT, HET and KO mice by RT-qPCR. Data from BMDM, following 2 or 4 hour stimulation with LPS (1ng/ml) or media control
A) IL-1β (n = 3–4) B) IL-10(n = 3) C) Arginase-1 (n = 3–4). D) A nitrite assay performed as described, using supernatants of BMDM from Lp-PLA2 WT, HET
and KO mice cultured in presence of LPS/IFNγ for 24 hours, showed no significant difference between genotypes (n = 9 from 5 mice). E) Data collected from
nitrite assays using supernatants of BMDM treated with either LPS or IFNγ plus SB-435495 (1μM or 0.1μM) showed no significant difference between
genotypes (n = 3) ****p<0.001 Fig 3. Effect of Lp-PLA2 enzyme ablation on macrophage activation markers as an indicator of macrophage activation status. Expression of IL-1β,
IL-10 and Arginase-1 in Lp-PLA2 WT, HET and KO mice by RT-qPCR. Data from BMDM, following 2 or 4 hour stimulation with LPS (1ng/ml) or media control
A) IL-1β (n = 3–4) B) IL-10(n = 3) C) Arginase-1 (n = 3–4). D) A nitrite assay performed as described, using supernatants of BMDM from Lp-PLA2 WT, HET
and KO mice cultured in presence of LPS/IFNγ for 24 hours, showed no significant difference between genotypes (n = 9 from 5 mice). E) Data collected from
nitrite assays using supernatants of BMDM treated with either LPS or IFNγ plus SB-435495 (1μM or 0.1μM) showed no significant difference between
genotypes (n = 3) ****p<0.001 doi:10.1371/journal.pone.0122093.g003 doi:10.1371/journal.pone.0122093.g003 expression was identified in LPS treated macrophages derived from Lp-PLA2 HET and KO
mice, when compared to WT control cells (Fig 4). Flow cytometric analysis of B and T cell
marker expression in the thymus and spleen was also undertaken (CD45, CD3ε, B220, CD4,
CD8, CD44, CD62L, CD69, CD25) which showed no significant difference between genotypes
in naïve animals (S3 Fig). Having ascertained the efficacy and functionality of SB-435495 in vitro we then wished to
determine its effects in vivo using the well-established B10 RIII murine model of EAU. Follow-
ing induction of EAU, mice were randomly allocated into treatment groups and received IP in-
jections of SB-435495 or vehicle control at the doses and time points depicted in S4 Fig. Results Nitrite production was also unchanged in LPS and IFNγ stimulated
BMDM from WT mice, cultured with doses of SB-435495 known to give optimal Lp-PLA2 in-
hibition (Fig 3E). 8 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 2. Effect of Lp-PLA2 depletion on macrophage activation and phenotype on BMDM IL-6 protein
expression. Supernatants from BMDM cultured for 24 hours with SB-435495 treated oxLDL plus 1ng/ml LPS
or media control were used to quantify IL-6 protein expression (n = 3). A) SB-435495 was not able to
significantly alter IL-6 expression in LPS treated BMDM. IL-6 was undetected in media only controls. BMDM
derived from Lp-PLA2 WT, HET and KO mice were cultured with a titration of LPS. Supernatants were
collected at 24 hours and used to quantify IL-6 protein expression by ELISA. B) There was no significant
difference in IL-6 expression between Lp-PLA2 WT, HET or KO BMDM. doi:10.1371/journal.pone.0122093.g002 Fig 2. Effect of Lp-PLA2 depletion on macrophage activation and phenotype on BMDM IL-6 protein
expression. Supernatants from BMDM cultured for 24 hours with SB-435495 treated oxLDL plus 1ng/ml LPS
or media control were used to quantify IL-6 protein expression (n = 3). A) SB-435495 was not able to
significantly alter IL-6 expression in LPS treated BMDM. IL-6 was undetected in media only controls. BMDM
derived from Lp-PLA2 WT, HET and KO mice were cultured with a titration of LPS. Supernatants were
collected at 24 hours and used to quantify IL-6 protein expression by ELISA. B) There was no significant
difference in IL-6 expression between Lp-PLA2 WT, HET or KO BMDM. doi:10.1371/journal.pone.0122093.g002 doi:10.1371/journal.pone.0122093.g002 To further characterise the effect of Lp-PLA2 deletion on macrophage phenotype, flow cy-
tometry was used to quantify the expression of macrophage activation markers (CD68+
MHCII+ and CD40+ expression) in BMDM cultured from Lp-PLA2 KO, HET and WT mice
and stimulated with a panel of cytokines for 24 hours. The expression of MHCII and CD68
was unchanged when Lp-PLA2 was deleted, however a significant reduction in CD40 9 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Treatment continued until either day 14 (peak disease) or day 21 (disease resolution) when ani-
mals were sacrificed for analysis of retinal cellular infiltrate by flow cytometry and histology. An average Lp-PLA2 inhibition of 50.2% and 54.3% (S5A Fig) was measured in plasma samples PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 10 / 20 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 4. Flow cytometric analysis of BMDM phenotype from cells cultured for 24 hours in the presence
of a panel of cytokines. Geometric mean fluorescence intensity values for A) intracellular CD68 expression
(n = 4), B) cell surface MHCII expression (n = 3) and C) cell surface CD40 expression (n = 5) * p<0.05 **
p<0.01 ***p<0.005
doi:10 1371/journal pone 0122093 g004 Fig 4. Flow cytometric analysis of BMDM phenotype from cells cultured for 24 hours in the presen
of a panel of cytokines. Geometric mean fluorescence intensity values for A) intracellular CD68 expres
(n = 4), B) cell surface MHCII expression (n = 3) and C) cell surface CD40 expression (n = 5) * p<0.05 **
p<0.01 ***p<0.005
doi:10 1371/journal pone 0122093 g004 Fig 4. Flow cytometric analysis of BMDM phenotype from cells cultured for 24 hours in the pres
of a panel of cytokines. Geometric mean fluorescence intensity values for A) intracellular CD68 expre
(
4) B)
ll
f
MHCII
i
(
3)
d C)
ll
f
CD40
i
(
5) *
0 05 Fig 4. Flow cytometric analysis of BMDM phenotype from cells cultured for 24 hours in the presence
of a panel of cytokines. Geometric mean fluorescence intensity values for A) intracellular CD68 expression
(n = 4), B) cell surface MHCII expression (n = 3) and C) cell surface CD40 expression (n = 5) * p<0.05 **
p<0.01 ***p<0.005 doi:10.1371/journal.pone.0122093.g004 11 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis taken at trough dosing (24h post previous dose) from B10 RIII mice treated once daily with ei-
ther 20mg/kg or 35mg/kg SB-435495 respectively. Flow cytometry and histology data revealed
that treatment of mice with this dose of SB-435495 did not reduce the number of infiltrating
cells in the retinas of animals at day 14 or 21 post immunisation when compared to control an-
imals (S5B Fig). To achieve a more robust inhibition of Lp-PLA2 activity, mice were treated twice daily from
day 5 post immunisation, with SB-435495 in the hope of maintaining more consistent enzyme
inhibition. Mice were given IP injections of 30mg/kg of SB-435495, every 12 hours (S4 Fig). Analysis of plasma samples taken from mice at day 14 post immunisation showed 89.9% inhi-
bition of Lp-PLA2 at trough dosing (12 hours post previous dose) (S6A Fig). In spite of this re-
duction in enzyme activity, there were equivalent numbers of CD45+ infiltrating leukocytes in
the retina of these mice by flow cytometry (Fig 5A) and histology (Fig 5B). Furthermore, clini-
cal scoring of TEFI images showed no change to longitudinal disease progression and no signif-
icant difference in EAU between treatment groups (Fig 5C). As the data suggested partial Lp-PLA2 inhibition was insufficient to abrogate retinal leuko-
cyte infiltration, we then wished to assess the effect of permanent and complete deletion of Lp-
PLA2 in EAU. As such, C57BL/6 Lp-PLA2 KO mice were utilised for subsequent experiments,
with HET and WT littermates as controls. Mice were sacrificed at day 26 (peak disease) for
analysis by flow cytometry and histology. However, in spite of the systemic deletion of Lp-
PLA2, a comparable number of cells (CD45+, CD11b+, CD4+, CD8+) were found to infiltrate
the retina during EAU in Lp-PLA2 KO mice and HET/WT littermate controls (Fig 6). Oxidation of LDL is an important step in the onset and progression of atherosclerosis. Oxi-
dation of the lipoprotein molecule prevents binding to the LDL receptors and infers an in-
creased affinity for macrophage scavenger receptors such as CD36 and LOX-1[34]. This is turn
leads to reduced macrophage migration and the formation of lipid-laden foam cells, which are
key features of an atherosclerotic plaque. However, less is known about the role of oxLDL in
EAU and as such immunohistochemical staining of the Lp-PLA2 substrate was used to charac-
terise its availability and distribution in both a healthy and uveitic eye. Data revealed that
oxLDL was not detected in the naïve retina (Fig 7A), but in the uveitic retina appeared to co-lo-
calise to the vasculature and outer plexiform layer (Fig 7B). PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Discussion We have successfully shown that SB-435495 is an effective, reversible inhibitor of Lp-PLA2
both in BMDM in vitro and in an in vivo murine model of EAU. A small amount of platelet ac-
tivating factor acetyl hydrolase (PAF-AH) activity was detected in the serum of Lp-PLA2 KO
mice (Fig 1A), however this is not thought to be Lp-PLA2 as it is not inhibited with SB-435495
at concentrations >20uM which are 200% effective on the isolated enzyme [29]. Significant
Lp-PLA2 inhibition with SB-435495 was not able to significantly alter the cytokine profile of
BMDM in vitro, but cells treated with the inhibitor did show a trend towards a dose dependent
reduction in the expression of IL-6. Furthermore, in vivo, Lp-PLA2 deletion or inhibition had
no effect on EAU induction or onset. Lp-PLA2 is so called because in humans 80% of the circulating enzyme is carried on apoli-
poprotein-B100 moieties on low density lipoprotein (LDL) molecules [35]. The remaining 20%
is carried on high density lipoprotein (HDL) and very low density lipoprotein (VLDL) mole-
cules, while in mice the ratios are reversed, due to minimal expression of LDL in this species. Increased Lp-PLA2 mass and activity has been identified as a biomarker for coronary heart dis-
ease, and is found in patients with high cardiovascular risk factors [24]. It is also known to be
associated with major adverse events in patients with coronary artery disease in a CRP 12 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 5. Quantification of retinal cellular infiltrate and onset of clinical disease in a murine model of EAU; effective of SB-435454. A) Flow cytometry
data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal digests from animals at day 14 post immunisation, treated twice daily with either
SB-435495 or controls (n = 9–10 eyes). B) Histological staining scores from 12μm ocular sections taken from eyes enucleated at day 14 post immunisation,
stained for CD45+ (DAB/haematoxylin) (n = 9–10 eyes). C) TEFI clinical score, day 13 post immunisation, (average scores provided by two independent
assessors from two identical repeat experiments. n = 18–20). d i 10 1371/j
l
0122093 005
p p
p
p Fig 5. Quantification of retinal cellular infiltrate and onset of clinical disease in a murine model of EAU; effective of SB-435454. A) Flow cytometry
data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal digests from animals at day 14 post immunisation, treated twice daily with either
SB-435495 or controls (n = 9–10 eyes). B) Histological staining scores from 12μm ocular sections taken from eyes enucleated at day 14 post immunisation,
stained for CD45+ (DAB/haematoxylin) (n = 9–10 eyes). C) TEFI clinical score, day 13 post immunisation, (average scores provided by two independent
assessors from two identical repeat experiments. n = 18–20). doi:10.1371/journal.pone.0122093.g005 Fig 5. Quantification of retinal cellular infiltrate and onset of clinical disease in a murine model of EAU; effective of SB-435454. A) Flow cytometry
data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal digests from animals at day 14 post immunisation, treated twice daily with either
SB-435495 or controls (n = 9–10 eyes). B) Histological staining scores from 12μm ocular sections taken from eyes enucleated at day 14 post immunisation,
stained for CD45+ (DAB/haematoxylin) (n = 9–10 eyes). C) TEFI clinical score, day 13 post immunisation, (average scores provided by two independent
assessors from two identical repeat experiments. n = 18–20). doi:10.1371/journal.pone.0122093.g005 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 13 / 20 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 6. Quantification of retinal cellular infiltrate at day 26 post immunisation in a C57BL/6 murine model of EAU carrying Lp-PLA2 WT,
heterozygous and homozygous gene-deletion genotypes. Flow cytometry data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal
digests from Lp-PLA2 KO, HET, WT animals with EAU at day 26 post immunisation. (n = 14–15 eyes). doi:10.1371/journal.pone.0122093.g006 Fig 6. Quantification of retinal cellular infiltrate at day 26 post immunisation in a C57BL/6 murine model of EAU carrying Lp-PLA2 WT,
heterozygous and homozygous gene-deletion genotypes. Flow cytometry data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal
digests from Lp-PLA2 KO, HET, WT animals with EAU at day 26 post immunisation. (n = 14–15 eyes). Fig 6. Quantification of retinal cellular infiltrate at day 26 post immunisation in a C57BL/6 murine model of EAU carrying Lp-PLA2 WT,
heterozygous and homozygous gene-deletion genotypes. Flow cytometry data showing CD45+, CD11b+, CD4+ and CD8+ cellular infiltrate in retinal
digests from Lp-PLA2 KO, HET, WT animals with EAU at day 26 post immunisation. (n = 14–15 eyes). doi:10.1371/journal.pone.0122093.g006 independent manner [35]. Lp-PLA2 is considered a key enzyme in vascular inflammation, due
to its ability to catalyse the hydrolysis of oxPL on oxLDL molecules in the intima of blood ves-
sels resulting in the production of ox-NEFA and LPC, which are cytotoxic and have a potent ef-
fect on many different cell types. As such, the notion of Lp-PLA2 suppression as a therapeutic target has received much inter-
est in recent years. A porcine model, using streptozotocin treatment and a high fat, high choles-
terol diet was used to induce diabetes and accelerate subsequent onset of atherosclerosis. Treatment with the Lp-PLA2 inhibitor, Darapladib, resulted in a reduction of Lp-PLA2 activity
and atherosclerotic plaque size, IL-6 expression and systemic hCRP. Whether such response
would be evident in a T cell driven autoimmune model, where both macrophage activation and
inflammatory vasculopathy are evident, was the rationale for the current work. As such, the notion of Lp-PLA2 suppression as a therapeutic target has received much inter-
est in recent years. A porcine model, using streptozotocin treatment and a high fat, high choles-
terol diet was used to induce diabetes and accelerate subsequent onset of atherosclerosis. Treatment with the Lp-PLA2 inhibitor, Darapladib, resulted in a reduction of Lp-PLA2 activity
and atherosclerotic plaque size, IL-6 expression and systemic hCRP. PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 Whether such response
would be evident in a T cell driven autoimmune model, where both macrophage activation and
inflammatory vasculopathy are evident, was the rationale for the current work. oxLDL molecules have been shown not only to carry the enzyme, but also to up-regulate
Lp-PLA2 expression in the human THP-1 monocyte cell line [36] and data show that when 14 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 15 / 20 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Fig 7. Ocular oxLDL in naive and uveitic mice. Immunofluorescence staining of DAPI (blue) oxLDL (red)
and CD31 (green) using 12μm ocular sections from A) naïve mice or B-C) those immunised for EAU
(sequential slides). Ganglion cell layer (GCL), inner nuclear layer (INL), inner plexiform layer (IPL), outer
nuclear layer (ONL). Fig 7. Ocular oxLDL in naive and uveitic mice. Immunofluorescence staining of DAPI (blue) oxLDL (red)
and CD31 (green) using 12μm ocular sections from A) naïve mice or B-C) those immunised for EAU
(sequential slides). Ganglion cell layer (GCL), inner nuclear layer (INL), inner plexiform layer (IPL), outer
nuclear layer (ONL). doi:10.1371/journal.pone.0122093.g007 oxLDL is treated with SB-435495, Lp-PLA2 activity is reduced [36]. Furthermore, macrophage
expression of Lp-PLA2 is increased by TLR4 ligation with LPS, due to a P38 MAPK mediated
transcriptional up-regulation [37], suggesting that the enzyme is likely to be highly expressed
during inflammation. As such, we hypothesised that by suppressing Lp-PLA2 enzyme activity
it may be possible to alter macrophage phenotype and subvert the subsequent macrophage-me-
diated tissue damage that occurs in EAU. To this end, both LPS and oxLDL were used to stimu-
late BMDM, and we did note a trend towards a dose response of SB-435495 in IL-6 expression
(Fig 2A). MCP-1 expression plays an important role in myeloid cell migration in uveitis and the prod-
ucts of oxLDL breakdown, LPC and NEFA, up-regulate macrophage MCP-1 production, a re-
sponse we hoped to attenuate by depleting Lp-PLA2. However, SB-435495 failed to reduce
MCP-1 expression from LPS stimulated BMDM (S2B Fig). oxLDL itself is also capable of in-
ducing MCP-1 expression in macrophages [38] and we therefore postulate the possibility that
an equilibrium exists between the influence of oxLDL and the associated hydrolytic bi-products
on myeloid cells in vitro. PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 16 / 20 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Whilst EAU is comparable in many respects to both atherosclerosis and diabetic macular
oedema, demonstrating macrophage and TH17+ cell mediated vascular pathology, EAU does
not share the same underlying dyslipidaemic traits and therefore it is possible this is why we
did not observe an effect in EAU despite the involvement of inflammation, macrophage infil-
tration and vessel inflammation in this model. In the normal retina there appears to be limited expression of oxLDL (Fig 7A), which in-
creases when disease is fulminant (Fig 7B). We had predicted that activation, phenotype and
migration of circulating myeloid cells might be altered by systemic Lp-PLA2 depletion and
hence the ocular availability of the substrate would be unimportant. However quantification of
retinal leukocyte infiltration during peak disease, by both flow cytometry and histology re-
vealed no difference between Lp-PLA2 depleted samples and controls, indicating that the con-
trol of migration of cells into the tissue, driven by antigen specific T cell activation, was
independent of Lp-PLA2 activity. Interestingly, and in accordance with our work, recent publications have stated that in spite
of promising preliminary findings, Darapladib treatment and associated Lp-PLA2 reduction
failed to significantly reduce the incidence of myocardial infarction, stroke and cardiovascular
death in a cohort of patients with coronary heart disease, when compared to a placebo treated
control group following an extensive randomised, multicentre phase III clinical trial, [43]. Sim-
ilarly, whilst we were able to show a clear reduction in systemic Lp-PLA2, which resulted in
some alteration to macrophage cytokine profiles, our data show that manipulation of Lp-PLA2
does not alter the onset or progression of EAU. It seems therefore that the acute inflammatory
pathways involved in EAU onset proceed independently of Lp-PLA2 mediated mechanisms. Lp-PLA2 depletion may cause oxLDL to accumulate, with the poten-
tial to induce MCP-1 production, hence negating any beneficial effects of SB-43545. oxLDL
also induces myeloid IL-1β production [39] and hence could explain why Lp-PLA2 HET
BMDM, with intermediate enzyme activity, show the lowest gene expression of IL-1β see by
qPCR (Fig 3A). In addition to the effect on MCP-1 and IL-1β expression, recent publications
have identified a link between oxLDL, and differentiation of cells of the CD4+ TH17 lineage. Using an in vitro co-culture of T cells and dendritic cells treated with TGF-β and oxLDL, an
up-regulation of TH17 cell differentiation has been identified, which was absent in samples
treated with native LDL or an oxLDL depletion antibody [40]. As such, it is possible that both
the substrate and bi-products of the Lp-PLA2 reaction have the potential to exacerbate
autoimmune disease. Our data show no significant change to in vitro Arg-1 expression in response to altered Lp-
PLA2 activity (Fig 3C) and similarly, BMDM expression of IL-10, an anti-inflammatory cyto-
kine, was unchanged in KO mice when compared to WT control cells (Fig 3B). Furthermore,
in BMDM derived from Lp-PLA2 WT, HET and KO mice, there was a dose-dependent LPS
mediated nitrite production, but this remained independent of Lp-PLA2 activity (Fig 3D). As
such, these data infer that depletion of the Lp-PLA2 enzyme does not significantly alter
macrophage phenotype. The activity of Lp-PLA2 is regulated to an extent by the degree of HDL and LDL binding,
which delivers either anti or pro inflammatory/atherosclerotic behaviour respectively as ob-
served in man. Unlike LDL, HDL acts to remove cholesterol from lipid laden foam cells in the
vessel intima and acts as an anti-oxidant, reducing the ability of LDL to become oxidised by re-
moval of lipid hydroperoxidases [41]. The behaviour and phenotype of HDL and LDL carrier
molecules can be altered in chronic conditions such as type II diabetes, where increased small
dense LDL (sdLDL) molecules afford greater affinity for Lp-PLA2 [42]. Similarly, diabetic pa-
tients have been shown to have HDL molecules with reduced anti-oxidant behaviour owing to
an imbalance of lipid/protein and apoA-I/apoA-II ratios [42]. These lipid modifications con-
tribute to the onset of atherosclerosis, but are unlikely to be observed in the context of sub-
acute T cell driven tissue inflammation such as that seen uveitis. Supporting Information S1 Fig. Expression and functionality of secreted Lp-PLA2. Supernatants from A) media
alone and B) LPS (1ng/ml) stimulated BMDM were found to secrete detectable quantities of
functional Lp-PLA2, as indicated by a colorimetric change to the supernatant as a result of hy-
drolysis of a labelled 2-Thio PAF substrate. This response was abrogated in the presence of SB-
435495 treatment. (TIF) S2 Fig. Effect of Lp-PLA2 depletion on macrophage activation and phenotype. Supernatants
from BMDM pre-treated with a dose titration of SB-435495 plus 1ng/ml LPS were used to
quantify expression of IL-6 and MCP-1 by ELISA. n = 3 p>0.05. SB-435495 did not significant-
ly reduce either A) IL-6 or B) MCP-1 protein expression from LPS treated BMDM (n = 3)
(TIF) S3 Fig. Immune phenotype in naïve Lp-PLA2 WT, HET and KO mice. Quantification of B
and T cell populations from A) the thymus and B) the spleen using geometric mean fluores-
cence intensity (GMFI). GMFI quantification of CD4+ T cell activation markers from C) thy-
mocytes and D) splenocytes and CD8+ T cell activation markers from E) thymocytes and
F) splenocytes. (TIF) S4 Fig. Dosing regimen for in vivo EAU experiments using SB-435495. Mice were immu-
nised and randomly allocated to a treatment group. Each mouse was given a standardised daily
or twice daily volume of SB-435495 by i.p injection and the dose calculated based on the weight
of the animal. (TIF) 17 / 20 PLOS ONE | DOI:10.1371/journal.pone.0122093
April 15, 2015 NE | DOI:10.1371/journal.pone.0122093
April 15, 2015 The Role of Lipoprotein-Associated Phospholipase A₂ in Uveoretinitis Author Contributions Conceived and designed the experiments: GLC JB DAC PA DG MB LBN ADD. Performed the
experiments: GLC JB DAC DG MB. Analyzed the data: GLC JB DAC PA DG MB LBN ADD. Contributed reagents/materials/analysis tools: PA DG MB. Wrote the paper: GLC JB DAC PA
DG MB LBN ADD. DG MB LBN ADD. Acknowledgments The authors wish to thank Caroline Sychterz and Clara Andonian at GlaxoSmithKline for the
quantitation of SB-435495 mouse plasma samples. We also acknowledge the assistance of the
Wolfson Bioimaging Facility, Dr. Andrew Herman and the University of Bristol Flow Cytome-
try Facility and GlaxoSmithKline Stevenage for providing Lp-PLA2 KO mice. PLOS ONE | DOI:10.1371/journal.pone.0122093
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Pemahaman Konsep Bentuk Aljabar Dan Kaitannya Dengan Hasil Belajar Matematika Pada Siswa Kelas VII MTsN 2 Medan Tahun Pelajaran 2019/2020
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ABSTRACT Tujuan penelitian ini adalah untuk mengetahui : (1) Bagaimana pemahaman
konsep operasi bentuk aljabar di kelas VII MTsN 2 Medan Tahun Pelajaran
2019/2020, (2) Bagaimana hasil belajar matematika siswa di kelas VII MTsN 2
Medan Tahun Pelajaran 2019/2020, (3) Bagaimana hubungannya antara
pemahaman konsep operasi bentuk aljabar dengan hasil belajar matematika
siswa di kelas VII MTsN 2 Medan Tahun Pelajaran 2019/2020. Penelitian ini
merupakan penelitian menggunakan metode dekripsi Kuantitatif. Populasi
dalam penelitian ini adalah siswa/I kelas VII MTsN 2 Medan Tahun Pelajaran
2019/2020. Populasi dalam penelitian ini berjumlah 360 orang siswa/I kelas VII
MTsN 2 Medan Tahun Pelajaran 2019/2020 sedangkan sampel dalam penelitian
ini mengambil sebesar 20% dari jumlah populasi yaitu 78 orang siswa/i. Intrumen pengumpulan data dalam penelitian ini adalah tes. Berdasarkan hasil
penelitian, diperoleh kedua variabel penelitian berdistribusi normal. Untuk
variabel pemahaman konsep bentuk aljabar (X) diperoleh x2hitung =-252,11 dan
variabel hasil belajar matematika siswa (Y) diperoleh x2hitung = -13625,02,
sedangkan x2tabel pada taraf signifikan α = 5% adalah sebesar 11,070. Sehingga
untuk kedua variabel penelitian diperoleh x2 hitung > x2 tabel dan ini berarti bahwa
kedua variabel penelitian adalah berdistribusi normal. Dalam penelitian ini juga
diperoleh koefisien korelasi rxy = 0,974, sedangkan t hitung = 37,48. Nilai t tabel (dk
76 : α = 0,05) adalah sebesar 1,995 sehingga diperoleh t hitung = 37,48 > t tabel = 1,995. Sedangkan koefisien determinan I = 0,94 atau 94% yang berarti besarnya
sumbangan variabel bebas X terhadap variabel terikat Y adalah 94 % sedangkan
6% lagi ditentukan oleh faktor lain. Jadi yang menjadi kesimpulan dalam
penelitian ini adalah : ada hubungan antara pemahaman konsep bentuk aljabar
dengan hasil belajar matematika siswa kelas VII MTsN 2 Medan. Pemahaman Konsep Hasil Belajar Siswa Kata Kunci Cybernetics: Journal Educational Research and Social Studies
Volume 2, Nomor 3, Juli 2021
Journal Homepage: http://pusdikra-publishing.com/index.php/jrss Cybernetics: Journal Educational Research and Social Studies
Volume 2, Nomor 3, Juli 2021
Journal Homepage: http://pusdikra-publishing.com/index.php/jrss Pemahaman Konsep Bentuk Aljabar Dan Kaitannya Dengan Hasil Belajar
Matematika Pada Siswa Kelas VII MTsN 2 Medan Tahun Pelajaran 2019/2020 Lailatun Nur Kamalia Siregar
Universitas Islam Negeri Sumatera Utara
Corresponding Author : PENDAHULUAN Pendidikan adalah proses pengubahan sikap dan tata laku seseorang atau
kelompok orang dalam usaha mendewasakan manusia melalui upaya pelajaran
dan pelatihan. Pendidikan mempunyai peranan yang sangat menentukan bagi
perkembangan dan perwujudan diri individu, terutama bagi perkembangan
bangsa dan negara. Kemajuan suatu kebudayaan bergantung kepada cara
kebudayaan tersebut mengenali, menghargai, dan memanfaatkan sumber daya
manusia. Hal ini berkaitan erat dengan kualitas pendidikan yang diberikan
kepada anggota masyarakat dan kepada peserta didiknya. 84 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Dari kedua tujuan pendidikan di atas, dapat disimpulkan bahwa proses
pendidikan yang ideal adalah proses pendidikan yang dikemas dengan
memperhatikan adanya sebagai aspek, yaitu aspek kognitif, afektif, dan
psikomotorik. Apabila proses pendidikan dapat dilaksanakan dengan
memperhatikan adanya keseimbangan ketiga aspek tersebut, maka pendidikan
akan mampu mengantisipasi perubahan dan kemajuan masyarakat. Matematika merupakan salah satu ilmu pengetahuan yang paling penting
dalam pengembangan proses pendidikan. Ilmu-ilmu pengetahuan lainnya tidak
akan berjalan dengan sempurna, karena matematika dapat mengembangkan
dirinya mencapai keberhasilan. Namun pada kenyataannya, masalah yang
sering muncul adalah kemampuan siswa dalam pemahaman konsep matematika
masih rendah. Siswa beranggapan bahwa matematika hanyalah kumpulan
angka-angka yang sulit dipahami. Selain rendahnya hasil belajar matematika
dan perhatian siswa pada pelajaran matematika juga dapat menghambat siswa
untuk memahami materi yang mereka pelajari. Dalam belajar bentuk aljabar khususnya operasi bentuk aljabar, kesulitan
yang sering dialami siswa dan cenderung membuat siswa merasa bosan, bisa jadi
disebabkan oleh beberapa hal diantaranya : metode mengajar yang kurang tepat,
suasana belajar yang menantang untuk membangun imajinasi anak, dan guru
kurang memotivasi kemampuan abstraksi anak. Karena hal tersebut, nilai
matematika siswa dari tahun ke tahun selalu rendah jika dibandingkan dengan
pelajaran yang lain seperti pelajaran Bahasa Indonesia, Bahasa Inggris dan
Agama. Belajar juga mendapatkan suatu proses internal dan kondisi lingkungan
luar yang essensial bagi berbagai macam hasil belajar dan keterampilan,
terutama belajar matematika. Faktor-faktor yang mempengaruhi belajar
matematika adalah faktor yang mempengaruhi belajar kognitif disamping
pengetahuan umum, kemampuan penalaran deduktif dan kemampuan
keterampilan. Berdasarkan penyataan tersebut dapat disimpulkan bahwa struktur mental
itu bukan hanya menerima informasi baru. Asimilasi dan Akomodasi
merupakan dua aspek yang sama dari proses yang sama. PENDAHULUAN Kedua aspek itu adalah
dua aspek dari aktifitas intelektual yang dasarnya adalah suatu proses yang
melibatkan interaksi antara pikiran dan kenyataan serta kemampuan-
kemampuan siswa dari hasil pelajaran, ada 3 tujuan pendidikan yang mendasar,
yaitu 1) Tujuan kognitif berkenaan dengan tingkah laku dari perubahan berbagai
proses mental, 2) Tujuan efektif berkenaan dengan perubahan tingkah laku
dalam sikap, dan 3) Tujuan psikomotorik berkenaan dengan kemampuan
memanipulasi secara fisik. 85 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Berdasarkan
uraian
pada
latar
belakang
masalah,
penelitian
mengidentifikasi berbagai masalah sebagai berikut : Hasil belajar matematika
siswa masih renda, Kemampuan siswa dalam penguasaan konsep matematika
masih rendah, Metode yang digunakan guru dalam mengajar tidak bervariasi,
Siswa menganggap matematika merupakan pelajaran yang sulit, Kurangnya
motivasi guru kepada siswa. Sehubungan dengan batasan masalah di atas, maka yang menjadi rumusan
masalah dalam penelitian ini adalah sebagai berikut : Bagaimana pemahaman
konsep bentuk Persegi Panjang di kelas VII MTsN 2 Medan Tahun Pelajaran
2019/2020, Bagaimana hasil belajar matematika siswa di kelas VII MTsN 2
Medan
Tahun
Pelajaran
2019/2020,
Bagaimana
hubungannya
antara
pemahaman konsep bentuk persegi panjang dengan hasil belajar matematika
siswa di kelas VII MTsN 2 Medan Tahun Pelajaran 2019/2020. Adapun tujuan penelitian ini adalah sebagai berikut : Untuk mengetahui
pemahaman konsep bentuk persegi panjang di kelas VII MTsN 2 Medan Tahun
Pelajaran 2019/2020. Untuk mengetahui hasil belajar matematika siswa di kelas
VII MTsN 2 Medan Tahun Pelajaran 2019/2020. Untuk mengetahui
hubungannya antara pemahaman konsep bentuk persegi panjang dengan hasil
belajar matematika siswa di kelas VII MTsN 2 Medan Tahun Pelajaran
2019/2020. Adapun manfaat dari penelitian ini adalah : Manfaat Teoritis : Manfaat teoritis penelitian ini adalah memberikan masukan
pengetahuan tentang pemahaman konsep bentuk aljabar dan kaitannya dengan
hasil belajar matematika pada siswa. Manfaat Paktis : Sebagai bahan masukan bagi kepala sekolah terutama VII
MTsN 2 Medan untuk bisa mengingatkan hasil belajar siswa, Sebagai bahan
masukan bagi guru dan orang tua dalam memberikan motivasi yang maksimal
tentang belajar matematika, Sebagai bahan masukan bagi siswa yang mengalami
kesulitan belajar khususnya belajar matematika, Sebagai bahan masukan bagi
penelitian dan pembaca dalam mengembangkan wawasan dan ilmu
pengetahuan dalam bidang pendidikan. METODE PENELITIAN Jenis penelitian yang digunakan adalah studi literatur. Metode studi
literatur adalah serangkaian kegiatan yang berkenaan dengan metode
pengumpulan data pustaka, membaca dan mencatat, serta mengelolah bahan
penelitian (Zed, 2008:3). Studi kepustakaan merupakan kegiatan yang
diwajibkan dalam penelitian, khususnya penelitian akademik yang tujuan
utamanya adalah mengembangkan aspek teoritis maupun aspek manfaat 86 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 praktis. Studi kepustakaan dilakukan oleh setiap peneliti dengan tujuan utama
yaitu mencari dasar pijakan / fondasi utnuk memperoleh dan membangun
landasan teori, kerangka berpikir, dan menentukandugaan sementara atau
disebut juga dengan hipotesis penelitian. Sehingga para penelitidapat
menggelompokkan, mengalokasikan mengorganisasikan, dan menggunakan
variasi pustaka dalam bidangnya. Dengan melakukan studi kepustakaan, para
peneliti mempunyai pendalaman yang lebih luas dan mendalam terhadap
masalah yang hendak diteliti. Melakukan studi literatur ini dilakukan oleh
peneliti antara setelah mereka menentukan topik penelitian dan ditetapkannya
rumusan
permasalahan,
sebelum
mereka
terjun
ke
lapangan
untuk
mengumpulkan data yang diperlukan (Darmadi, 2011) HASIL DAN PEMBAHASAN a. Pengertian Pemahaman Konsep a. Pengertian Pemahaman Konsep Pemahaman menurut Kamus Besar Indonesia berarti “Proses, Perbuatan,
Cara memahami atau memahamkan”. Sudjono (2003 : 50) menyatakan bahwa
“Pemahaman (Comprehension) adalah kemampuan seseorang untuk mengerti
atau memahami sesuatu setelah sesuatu itu diketahui dan di ingat. Dengan kata
lain memahami adalah mengetahui tentang sesuatu dan dapat melihatnya dari
berbagai segi”. “Pemahaman atau komprehensi adalah tingkat kemampuan
yang mengharapkan siswa mampu memahami arti dalam konsep, situasi serta
fakta yang diketahuinya. Dalam hal ini tes tidak hanya menghafal secara
verbalitas, tapi memahami konsep dari masalah atau fakta yang dinyatakan”. Pemahaman adalah mencakup kemampuan untuk menangkap makna dan
arti dari bahan yang dipelajari. Adanya kemampuan ini dinyatakan dalam
menguraian isi pokok dari suatu bacaan, mengubah data yang disajikan dalam
bentuk tertentu ke bentuk lain seperti rumus matematika ke dalam bentuk kata-
kata, membuat perkiraan tentang kecenderungan yang nampak dalam data
tertentu seperti dalam grafik. Pemahaman yaitu taraf ini mencakup bentuk
pengertian yang paling rendah, taraf ini berlangsung dengan sejenis pemahaman
yang menunjukkan bahwa siswa mengetahui apa yang sedang dikomunikasikan
dan dapat digunakan bahan pengetahuan atau ide tertentu tanpa perlu
menghubungkannya dengan bahan lain tanpa perlu melihat seluruh
implikasinya. Pemahaman dapat dibedakan ke dalam tiga kategoti yaitu : Tingkat terendah adalah pemahaman terjemahan, mulai dari terjemahan
dalam arti sebenarnya, misalnya dari bahasa Inggris ke dalam bahasa Indonesia,
mengartikan Bhineka Tunggal Ika, mengartikan Merah putih, menerapkan
prinsip-prinsip listrik dalam memasang sakelar. 87 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Tingkat kedua adalah pemahaman penafsiran, yakni menghubungkan
bagian-bagian terdahulu yang diketahui berikutnya, atau menghubungkan
beberapa bagian dari grafik dengan kejadian, membedakan yang pokok yang
bukan pokok. Menghubungkan pengetahuan tentang konjungsi kata kerja,
subjek dan possesive pronoun sehingga menyusun kalimat “My friend is
studying”, bukan My friend studying”, merupakan contoh pemahaman
penafsiran. Pemahaman tingkat ketiga atau tingkat tertinggi adalah pemahaman
ekstrapolasi. Dengan ekstrapolasi diharapkan seseorang mampu melihat di balik
yang tertulis, dapat membuat ramalan tentang konsekuensi atau dapat
memperluas presepsi dalam arti waktu, dimensi, kasus, ataupun masalahnya. Pemahaman adalah suatu dasar bagi segala tindakan seseorang. Ia
memberikan kontribusi yang besar bagi sukses tidaknya seseorang lebih jauh,
pemahaman menjadikan seseorang saling mengerti, dan lebih lanjut lagi saling
menghargai. Pemahaman sekaligus mencegah timbulnya saling curiga dan lebih
jauh lagi mencegah timbulnya saling bentrokan. Agar pemahaman akan konsep-konsep matematika dapat dipahami oleh
anak-anak lebih mendasar harus diadakan pendekatan belajar dalam mengajar,
antara lain : 1. a. Pengertian Pemahaman Konsep Anak/peserta didik yang belajar matematika harus menggunakan
benda-benda kongkrit dan membuat abstraksinya dari konsep-
konsepnya. 2. Materi atau pelajaran yang akan diajarkan harus ada hubungannya atau
pengaitan dengan yang sudah dipelajari. 3. Supaya anak/peserta didik memperoleh sesuatu dari belajar matematika
harus mengubah suasana abstrak dengan menggunakan simbol. 4. Matematika adalah ilmu seni kreatif karena itu baru dipelajari dan
diajarkan sebagai ilmu seni. Dari kutipan di atas dapat disimpulkan bahwa pemahaman adalah proses
sesuatu setelah sesuatu itu diketahui dan diingatnya, abstraksi dalam situasi
yang khusus atau kongkret berbentuk prosedur, gagasan umum atau metodologi
yang digeneralisasikan, ide-ide, prinsip teknis atau teori-teori yang harus diingat
dan diterapkan. Juga bisa dikatakan pemahaman adalah tingkat kemampuan
siswa memahami arti, konsep, situasi serta fakta yang diketahui, siswa tidak
hanya hafal secara verbalitas, tapi memahami konsep dari masalah atau fakta
yang dinyatakan, menyerap arti bahan materi yang dipelajari sehingga dapat
mengingat kembali dan menginterprestasikan. 88 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 b. Pengertian Bentuk Aljabar Aljabar berasal dari bahasa arab “al-jabar” yang berarti “Pertemuan”,
“Hubungan” adalah cabang matematika yang dapat dicirikan sebagai
generalisasi dari bidang Aritmatika. Aljabar juga merupakan nama sebuah
struktur aljabar abstrak, yaitu aljabar dalam sebuah bidang. Huruf-huruf dalam aljabar digunakan sebagai pengganti angka. Bentuk
aljabar sering melibatkan angka (disebut Konstanta), huruf (disebut Peubah atau
Variabel), dan operasi hitung. Hal ini penting untuk kita ketahui dan mengerti
agar penulisan singkat dalam aljabar dapat kita gunakan untuk menyelesaikan
masalah sehingga lebih mudah dipahami. c. Pengertian Hasil Belajar Matematika Belajar adalah suatu proses yang kompleks yang terjadi pada semua
orang dan berlangsung seumur hidup, sejak dia masih bayi hingga ke liang lahat
nanti. Belajar juga dapat diartikan sebagai suatu proses usaha yang dilakukan
seseorang untuk memperoleh perubahan tingkah laku yang baru secara
keseluruhan, sebagai hasil pengalaman sendiri dan interaksi lingkungannya. Perubahan tingkah laku tersebut menyembut perubahan yang bersifat
pengetahuan (kognitif), keterampilan (psikomotorik) dan perubahan yang
menyangkut nilai dan sikap (afektif). Belajar juga berarti perbaikan dalam
tingkah laku dan kecakapan-kecakapan (manusia) atau memperoleh kecakapan-
kecakapan tingkah laku yang baru. Hasil belajar adalah kemampuan yang diperoleh anak setelah melalui
kegiatan belajar. Belajar itu sendiri merupakan suatu proses dari seseorang yang
berusaha untuk memperoleh suatu bentuk perubahan perilaku yang relatif
menetap. Anak yang berhasil dalam belajar adalah yang berhasil mencapai
tujuan-tujuan pembelajaran atau tujuan-tujuan intruksional. d. Hasil Belajar Matematika Pada Bentuk Aljabar d. Hasil Belajar Matematika Pada Bentuk Aljabar Hasil belajar matematika adalah dapat membuat seorang anak berhasil
dalam belajar yang berhasil mencapai tujuan-tujuan pembelajaran atau tujuan-
tujuan interaksional. Hasil belajar yang ditunjukkan oleh siswa dapat
menunjukkan kesulitan-kesulitan yang dialami oleh siswa. Kesulitan belajar
yang dialami oleh siswa biasanya nampak dari kekeliruan-kekeliruan yang
dilakukan oleh siswa ketika proses belajar. Contohnya pada mengerjakan soal-
soal latihan yang ada pada buku matematika kelas VII yaitu mengenai operasi
bentuk aljabar. Kajian standar isi pada pelajaran semester ganjil dan semester genap di
MT
i Kajian standar isi pada pelajaran semester ganjil dan semester genap di
MTs yaitu : MTs yaitu : a. Bilangan 89 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 ▪ Memahami sifat-sifat operasi hitung bilangan dan penggunaannya dalam
pemecahan masalah. b. Aljabar ▪ Memahami bentuk aljabar, persamaaan dan pertidaksamaan linier satu
variabel. ▪ Menggunakan bentuk aljabar, persamaan dan pertidaksamaan linier satu
variabel, dan perbandingan dalam pemecahan masalah. ▪ Menggunakan konsep himpunan dan diagram Venn dalam pemecahan
masalah. masalah. . Geometri ▪ Memahami hubungan garis dengan garis, garis dengan sudut, sudut
dengan sudut, serta menentukan ukurannya. ▪ Memahami konsep segi empat dan segitiga serta menentukan ukurannya. c. Pengertian Koefisien dan Konstanta Perhatikan bentuk aljabar
8
7
5
6
3
2
3
4
+
+
+
+
a
a
a
a
. Bilangan-bilangan
3,6,5,7 dan 8 disebut koefisien dari bentuk aljabar. Dalam hal dapat diterangkan
sebagai berikut : 4
3a mempunyai koefisien 3
a
7 mempunyai koefisien 7 3
6a mempunyai koefisien 6
8 merupakan konstanta 2
5a mempunyai koefisien 5 2
5a mempunyai koefisien 5 Jadi, faktor
3c).
(b
dan
,
2,
adalah
3c)
(b
2
+
+
a
a Jadi, faktor
3c). (b
dan
,
2,
adalah
3c)
(b
2
+
+
a
a b. Pengertian Suku dan Suku Sejenis Perhatikan bentuk-bentuk aljabar
.8
6
6
3
2
−
+
p
dan
a
a
Dalam hal ini
a
dan
a
6
3
2
disebut suku-suku dari
8
6
6
3
2
−
+
dan
p
dan
a
a
disebut suku-suku
dari
.8
6
−
p
Suku-suku dalam bentuk bentuk aljabar 6x – 7y – 3z misalnya, dapat
diubah ke bentuk 6x + (-7y) + 3z. Dengan demikian, suku-suku dari 6x + (-7y) +
3z adalah 6x, -7y, dan 3z. Sekarang perhatikan bentuk-bentuk aljabar
a
a 4
,
3
+ 7b, dan 3p – 2q – r. bentuk-bentuk tersebut terturut-turut disebut suku tunggal, suku dua, dan suku
tiga. Pemberian nama ini bersesuaian dengan banyak suku bentuk-bentuk
aljabar tersebut. Bentuk aljabar
x
a
x
6
3
4
+
+
mempunyai suku-suku 4x, 3 a , dan
6x. Suku-suku 4x dan 6x memuat variabel yang sama, yaitu x. Suku-suku
tersebut diberikan nama suku-suku sejenis, sedangkan 4x dan 3a disebut suku-
suku tidak sejenis. a. Faktor-Faktor Internal Faktor internal adalah semua faktor yang timbul dari luar diri anak itu
sendiri, baik yang berkenan dengan segi jasmani anak maupun dengan segi
rohani anak. a. Pengertian Faktor Perkalian Pada pembahasan tentang faktor bilangan cacah dinyatakan bahwa 14 = 2
x 7, maka 2 dan 7 disebut faktor dari 14. Pengertian ini akan kita pakai sebagai
dasar untuk membahas faktor perkalian dari suatu bentuk aljabar. Bentuk aljabar
,
3
3
a
x
a =
maka a
3 memiliki faktor-faktor, yaitu 3 dan a . Faktor 3 disebut faktor
angka atau faktor numerik. Faktor ini sering disebut juga koefisien dari a . Faktor
a disebut faktor huruf atau faktor alfabetik. Agar lebih mengerti, perhatikan
contoh-contoh berikut . 3
faktor numerik
q
x
p
x
p
x
q
p
3
3
2
=
p2
faktor huruf
q
faktor huruf Jadi, faktor dari 3p2q adalah 3, p2, dan q. Pada p2, bilangan 2 disebut pangkat
atau eksponen. 2
faktor
numerik
(
)
3c)
(b
x
x
2
3c
2
+
=
+
a
b
a
a
faktor
huruf
(b + 3c)
faktor
aljabar 2
faktor
numerik
(
)
3c)
(b
x
x
2
3c
2
+
=
+
a
b
a
a
faktor
huruf
(b + 3c)
faktor
aljabar huruf 90 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Jadi, faktor
3c). (b
dan
,
2,
adalah
3c)
(b
2
+
+
a
a Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 KESIMPULAN 1. Setelah dikonsultasikan dengan predikat pemahaman konsep bentuk
aljabar siswa diatas maka pemahaman konsep bentuk aljabar siswa di
kelas VII MTsN 2 Medan Tahun Ajaran 2019/2020 dapat digolongkan
bahwa 3,06% termasuk dalam katagori sangat kurang baik. Dari sudut ini
sebenarnya secara umum siswa sekolah ini telah mempunyai pemahaman
konsep bentuk aljabar siswa, sehingga mempunyai potensi untuk aktif,
ulet, sedia, sabar dan disiplin mengikuti aktifitas belajar matematika di
sekolah. Namun perlu mendapatkan perhatian, bahwa selain data
ditemukan pula jumlah 31,53% tergolong kurang pemahaman atau belum
mempunyai pemahaman untuk belajar. 2. Hasil belajar siswa yang dicapai siswa disekolah ini dapat digolongkan
bahwa siswa yang prestasinya tinggi adalah 26 orang atau 33,33%, cukup
43 orang atau 55,13% kurang 8 orang atau 10,26% dan rendah 1 orang atau
1,28%. Untuk kategori tinggi yaitu siswa memiliki skor 10-14, sedangkan
untuk kategori cukup yaitu siswa memiliki skor 4 ke bawah. 3. Ditemukan adanya hubungan yang positif antara pemahaman konsep
belajar dan hasil belajar matematika pada siswa kelas VII MTsN 2 Medan. Hal ini dapat dilihat dari perhitungan yang diperoleh, yaitu nilai thitung =
37,48, sedangkan nilai ttabel pada taraf signifikan α = 0,05 dengan derajat
kebebasan = n-2 = 78-2 76, ttabel = 1,990. Sehingga diperoleh thitung = 37,48
> ttabel = 1,990. Demikian Ho ditolak dan Ha diterima yang menyatakan
bahwa ada hubungan yang signifikan antara pemahaman konsep bentuk
aljabar dengan hasil belajar matematika siswa. 3. Ditemukan adanya hubungan yang positif antara pemahaman konsep
belajar dan hasil belajar matematika pada siswa kelas VII MTsN 2 Medan. Hal ini dapat dilihat dari perhitungan yang diperoleh, yaitu nilai thitung =
37,48, sedangkan nilai ttabel pada taraf signifikan α = 0,05 dengan derajat
kebebasan = n-2 = 78-2 76, ttabel = 1,990. Sehingga diperoleh thitung = 37,48
> ttabel = 1,990. Demikian Ho ditolak dan Ha diterima yang menyatakan
bahwa ada hubungan yang signifikan antara pemahaman konsep bentuk
aljabar dengan hasil belajar matematika siswa. b. Faktor-Faktor Eksternal Faktor eksternal adalah faktor yang bersumber dari luar diri anak didik,
faktor ini disebut juga dengan faktor lingkungan. 91 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 DAFTAR PUSTAKA Ali Imron, Belajar & Pembelajaran, Jakarta : Pustaka Jaya, 1996 Ali Imron, Belajar & Pembelajaran, Jakarta : Pustaka Jaya, 1996. Irma Fitria Amalia, Model Pembelajaran Kooperatif Teknik Think-Pair-Share Untuk
Meningkatkan Pemahaman Konsep Fisika Siswa, Bandung : Skripsi Pada
FPMIPA UPI, 2008. Mulyono Abdurrahman, Pendidikan Bagi Anak Berkesulitan Belajar, Jakarta :
Rineka Cipta, 1999. Nana Sudjana, Penilaian Hasil Proses Belajar Mengajar, Bandung : Remaja
Rosdakarya, 2005. Pusat Bahasa Departemen Pendidikan Nasional, Kamus Besar Bahasa Indonesia,
Jakarta : Balai Pustaka, 2005. Pusat Bahasa Departemen Pendidikan Nasional, Kamus Besar Bahasa Indonesia,
Jakarta : Balai Pustaka, 2001, Edisi Ketiga. Sardiman, Media Pendidikan, Jakarta : Rajawali Pers, 1999. Sardiman, Media Pendidikan, Jakarta : Rajawali Pers, 1999. 92 Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93
Slameto, Belajar dan Faktor-Faktor yang Mempengaruhinya, Jakarta : Rineka Cipta,
2002. W. James Popham dan Eva L. Baker, Teknik Mengajar Secara Sistematis, Jakarta :
Rineka Cipta, 2003. W.S. Winkel, Psikologi Pengajaran, Yogyakarta : Media Abadi, 2004. Cybernetics: Journal of Research and Educational Studies
Volume 2 Nomor 3, Juli 2021
Halaman 84-93 W.S. Winkel, Psikologi Pengajaran, Yogyakarta : Media Abadi, 2004. 93
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Phenotypic diversity of agromorphological characteristics of quinoa (Chenopodium quinoa Willd.) germplasm in Colombia
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Genetics and Plant Breeding DOI: http://doi.org/10.1590/1678-992X-2021-0017 Research Article Ana Cruz Morillo Coronado1*
, Elsa Helena Manjarres Hernández1
, Yacenia Morillo Coronado2 na Cruz Morillo Coronado1*
, Elsa Helena Manjarres Hernández1
, Yacenia Morillo Coronado2 1Universidad Pedagógica y Tecnológica de Colombia/
Facultad de Ciencias Agropecuarias, Avenida Central Norte #
39-115 – Tunja – Colombia. 2Corporación Colombiana de Investigación Agropecuaria/
AGROSAVIA, Cra 36a–23, Palmira – Valle del Cauca –
Colombia. *Corresponding author <ana.morillo@uptc.edu.co>
Edited by: Alencar Xavier
Received January 22, 2021
Accepted April 22, 2021 ABSTRACT: Chenopodium quinoa Willd. is an Andean crop with great nutritional value, economic
potential, and a broad genetic and phenotypic diversity with adaptation to different conditions. In Colombia, C. quinoa is cultivated mainly in Cundinamarca, Nariño and Boyacá, where studies
have been conducted to characterize the germplasm and lack of seed materials, some
challenges for the quinoa crop. This work assessed agromorphological characteristics of 50
quinoa genotypes from the germplasm collection of Boyacá the using a completely randomized
design on the farm in Tunja. The multivariate analysis followed by a clustering approach
were conducted on agromorphological descriptors, in which 16 were qualitative descriptors
(e.g, panicle shape, episperm color, leaf shape) and five quantitative descriptors (e.g, plant
height, panicle number). The results showed that higher coefficients of variation were found in
characteristics associated to yield. The principal component analysis (PCA) of the quantitative
variables showed that the first two components explained 88 % of the total variation with the
characteristics of plant height, length, diameter, and panicle number showing the highest
variability. The quantitative characteristic clusters comprised length and diameter panicle,
weight 1,000 seeds, and plant height, while the qualitative characteristic clusters comprised
stem shape, branching habit, panicle shape, and color of the axils. The factorial analysis of
mixed data discriminated the materials with outstanding morphoagronomic characteristics. Agromorphological characterization revealed a broad variability, which should be conserved and
used in genetic improvement programs of C. quinoa. Received January 22, 2021
Accepted April 22, 2021 Received January 22, 2021
Accepted April 22, 2021 Keywords: Andean cultivation, phenotypic variability, genetic diversity, yield Materials and Methods Materials and Methods Phenotypic diversity of agromorphological characteristics of quinoa (Chenopodium
quinoa Willd.) germplasm in Colombia Ana Cruz Morillo Coronado1*
, Elsa Helena Manjarres Hernández1
, Yacenia Morillo Coronado2 Introduction quinoa varieties from of Boyacá, considering different
variables in certain stages of plant development and
establishing a taxonomic key for the identification of
varieties. Morillo et al. (2020) studied the intrapopulation
phenotypic variation of Piartal material and found that
phenotypic variation is concentrated within populations
because of high variations at the inter–individual level. Studies have reported a mixture of materials in the
fields (Salazar et al., 2019), leading to high phenotypic
variability with no certified cultivated material thus
requiring more efficient seed selection processes to
obtain quinoa genotypes or varieties (Morillo et al.,
2020). Quinoa (Chenopodium quinoa Willd.) is a native species
to the Andes with great nutritional value because of its
high protein content, essential amino acids, vitamins,
minerals, isoflavones, carbohydrates and unsaturated
fats (Jaikishun et al., 2019; Sampaio et al., 2020). It has
efficient water use, tolerance to low soil moisture, wide
adaptation to different climates, including deserts (Bazile
et al., 2016). Therefore, quinoa can contribute to food
security in various regions of the world (Pinto et al., 2020). Quinoa has been cultivated in the Andes from
Colombia to Chile. In Colombia, it is cultivated mainly
in Cundinamarca, Boyacá, Cauca and Nariño (Jager,
2015). However, Colombia does not have certified seeds
or commercial varieties, which has led to a mixture of
varieties in the fields (Morillo et al., 2020). Therefore,
characterization,
conservation,
and
use
of
this
phytogenetic resource is of great strategic importance
for Colombia. This crop has great genetic potential thus
providing a solution to the lack of seed materials, an
issue in the productive chain in Colombia. In Colombia,
few studies have investigated the morphological
characterization of quinoa genotypes. The first studies
were carried out in Bogotá and Nariño. This research studied the morphological and
agronomic characteristics of 50 quinoa genotypes from
the germplasm collection of Boyacá to improve varietal
identification of cultivated germplasm quinoa and
contribute to its breeding and conservation in Colombia. Statistical analysis The statistical analyses were carried out in three steps:
(1) descriptive, (2) multivariate, and (3) clustering. First,
data from morphoagronomic characterization was
used in the descriptive analysis for the quantitative
and qualitative variables in the statistical software
InfoStat 2020 (Di Rienzo et al., 2020). We computed
the Pearson’s correlation for the quantitative variables
and its significance was assessed using the t–test (null
hyphothesis is H0: r = 0, with 5 % of significance). Second, the principal component analysis (PCA) was
performed on the quantitative variables using the
correlation matrix between the characteristics, which
were graphed on a two–dimensional plane to group the
accessions with the R Core Team Software (2020). For
the qualitative variables, we carried out the multiple
correspondence analysis (MCA) and the correlation
analysis. Third, the distance matrix was performed
using the Euclidean distance for the cluster analysis. We used the minimum Ward’s distance as the grouping
method where each cluster was given by the smallest
increase in the total sum value of the squares of existing
differences within each cluster of each observation
concerning the cluster centroid. The analyses were
carried out with the algorithms included in the extra-
factor package of the R program version 1.07 for the
cluster (Kassambara and Mundt, 2020). For the joint
analysis of the quantitative and qualitative variables,
a factorial analysis of mixed data was carried out with
the factoextra package in the R program. Additionally, a For
the
evaluation
of
the
quantitative
characteristics, the number of panicles was the most
variable descriptor, with a coefficient of variation of
39.43 % and a range from 2 to 32 panicles per plant. The least variable characteristic was plant height,
with a coefficient of 27.1 % and a range from 43.3 to
131.5 cm (Table 3). Plant height is highly influenced
by the environment variables; thus, G × E should be
also observed for this characteristic. Lopez et al. (2012)
reported that ecotypes cultivated in valleys are higher
than on higher ground. Studies have shown that quinoa
heights in Colombia range from 70 to 180 cm, consistent
with our results (Morillo et al., 2020). The length of panicles in quinoa plants depends
on the growth and differentiation processes that occur
in the apical meristem (Garcia et al., 2019). These
processes are determined by the genotype, inflorescence
type, and fertility conditions in the soil, among others
(Temel and Keskin, 2020). Morphoagronomic characterization We evaluated 16 qualitative and five quantitative
descriptors (Table 2). Measurements were made on four
individuals from each material. The FAO for quinoa
and its wild relatives (Morillo et al., 2020) defined the
descriptors evaluated. Plant Material We evaluated 50 quinoa (C. quinoa) cultivated materials
from Boyacá under a completely randomized design
(CRD) with three repetitions, where the experiment unit
comprised 30 m by 30 m with 28 rows. The materials
were sown during the first and second semesters of
2018 on a farm in Tunja, at 2,820 m above sea level, In Boyacá, few studies have estimated the
agromorphological
parameters
of
the
cultivated
materials. Infante et al. (2018) evaluated the physiological
parameters in the vegetative and reproductive phase in Sci. Agric. v.79, n.4, e20210017, 2022 Agromorphological evaluation of quinoa Morillo et al. dendrogram was generated using the Euclidean distance
and hierarchical grouping method of Ward’s minimum
variance with the FactoMineR package (Le et al., 2008). with an average annual temperature 13 °C, relative
humidity 78 %, photoperiod 12:12, and rainfall 1,216
mm. The soils in the experiment site were loamy–
clay with good drainage. The agronomic management
was conventional, with organic fertilization, biological
management of pests and diseases, and manual control
of weeds. The harvest was carried out manually when
the plants reached physiological maturity (Table 1). Results and Discussion In Colombia, quinoa is produced with unidentified
genetic materials because of varietal mixtures with
morphological, phenological, and physiological changes
that depend on edaphoclimatic conditions (Morillo et
al., 2020). According to the qualitative and quantitative
variables evaluated in this study, a broad phenotypic
variability was observed in the quinoa materials from
Boyacá, which has a direct effect on yield (Hancco,
2003). Understanding the evolutionary processes that
determined the genetic diversity of this species allow
management, conservation, and efficient use within a
sustainable and economically profitable production
scheme (Morillo et al., 2020). Statistical analysis Panicle lengths between 22
and 40 cm have been reported (Lopez et al., 2012) and,
in this study, we found panicles between 12 and 45.6
cm in length. Studies have shown a strong correlation
between the panicle diameter and yield (Hussain et al.,
2020). Panicle diameters in this study ranged from 7.5
to 38.2 cm, which corroborates Morillo et al. (2020) in
the study on the intrapopulation phenotypic variation in
the material cultivated of Boyacá, Piartal, where a high
diversity was found at the interindividual level, mainly
in length, diameter, and color of the panicle. Table 1 – Origin Sites of the evaluated quinoa (C. quinoa) materials. Origen
Quantity Altitude North latitude West Longitude
Nariño (Gen1, Gen3, Gen4, Gen5, Gen6, Gen7, Gen8, Gen9, Gen11, Gen13, Gen14, Gen16, Gen22,
Gen25, Gen26, Gen27, Gen32, Gen34, Gen35, Gen39, Gen40)
21
2,817
3°17´20”
77°21´28”
Perú (Gen45)
1
3,259
12°04´15”
75°12´24”
Boyacá (Gen38, Gen41, Gen43, Gen44, Gen46, Gen47, Gen48, Gen50, Gen51, Gen52, Gen53, Gen54,
Gen55, Gen56, Gen57, Gen63, Gen65, Gen66, Gen69, Gen71, Gen72, Gen73, Gen77, Gen80, Gen86,
Gen87, Gen106, Gen107)
28
2,942
5°30´02”
73°19´59” Table 1 – Origin Sites of the evaluated quinoa (C. quinoa) materials. Perú (Gen45) Perú (Gen45) 2 Sci. Agric. v.79, n.4, e20210017, 2022 Agromorphological evaluation of quinoa Morillo et al. The cluster analysis (Figure 1) formed three
clusters related to the quantitative variables. The first
(a) twenty materials were grouped (46, 56, 48, 65, 27,
32, 53, 50, 51, 6, 9, 4, 5, 38, 43, 8, 25, 47, 57 and 77),
characterized by panicle length between 28.9 and 45.6
cm, panicle diameter from 22.5 to 38.2 cm, number of
panicles from 11 to 32, plant height between 73.3 and
131.5 cm and weight of 1,000 seeds from 1.9 to 2.4 g. The second group (b) comprised eleven materials (52,
71, 72, 44, 55, 106, 69, 107, 80, 86, 87), which were
characterized by a panicle length between 22.7 and 37.7
cm, panicle diameter from 17 to 28.6 cm, number of
panicles between 7 to 20, plant height between 59 and
108.3 cm and weight of 1,000 seeds from 1.7 to 2, 1 g. The third group (c) comprised materials (11, 26, 13, 1,
22, 14, 16, 3, 7, 63, 66, 41, 39, 40, 45, 34, 35, 54, 73)
with a panicle length between 12 and 26.3 cm, panicle Table 4 presents the Pearson correlation matrix
between each pair of variables, which shows three
highly significant coefficients (p < 0.05). The associated
characteristics included plant height and panicle length
(r = 0.94), panicle diameter and length (r = 0.97) and
plant height and panicle diameter (r = 0.9). These results
agree with Spehar and Barros (2005) who evaluated
quinoa varieties from Peru and Bolivia and reported
a strong correlation between plant height, length, and
diameter. Similarly, Morillo et al. (2020) evaluated
quinoa materials from Boyacá and found a positive
correlation between plant height and panicle length (r =
0.91) and plant height and panicle diameter (r = 0.78). Montes et al. (2018) also observed a positive correlation
between plant height and panicle length, which means
that taller plants also have a greater panicle length. The PCA of the quantitative variables showed that
88 % of the total variation was explained by the first two
components. In PC1, variables with greater contribution
included plant height, length, diameter, and number of
the panicles. In PC2, weight of 1,000 seeds was the most
representative variable (Table 5). In general, quantitative
variables that contribute more to the percentage of
variance are related to yield (Morillo et al., 2020). Perú (Gen45) Table 4 – Simple correlation matrix between quantitative variables. Variable
PL
PDI
NP
WS
PH
Panicule lenght
1
Panicule diameter
0.97**
1
N° panicule plants
0.61
0.63
1
Weight of 100 seeds
–0.09
–0.08
–0.17
1
Plant height
0.94**
0.90**
0.64
–0.05
1
PL
PDI
NP
WS
PH
**Highly significant values (p < 0.05). Variables evaluated: PL = Panicle
length; PDI = Panicle diameter; NP = Number of panicles; WS = Weight of the
1,000 seeds; PH = Plant height. Table 4 – Simple correlation matrix between quantitative variables. Variable
PL
PDI
NP
WS
PH
Panicule lenght
1
Panicule diameter
0.97**
1
N° panicule plants
0.61
0.63
1
Weight of 100 seeds
–0.09
–0.08
–0.17
1
Plant height
0.94**
0.90**
0.64
–0.05
1
PL
PDI
NP
WS
PH
**Highly significant values (p < 0.05). Variables evaluated: PL = Panicle
length; PDI = Panicle diameter; NP = Number of panicles; WS = Weight of the
1,000 seeds; PH = Plant height. Table 2 – Morphoagronomic descriptors evaluated for the
characterization of quinoa material from Boyacá. Table 3 – Descriptive statistics for the quantitative variables. Variable
Average
*D.E. **CV
Mínimum
Maximum
PL
28.93
9.15
31.64
12.00
45.60
PDI
22.57
8.50
37.66
7.50
38.20
NP
13.65
5.38
39.43
2.30
31.70
WS
2.10
0.17
8.30
1.72
2.63
PH
79.64
21.62
27.15
43.30
131.50
*D.E.=Standard deviation; **CV=coefficients of variation; PL= Panicle length;
PDI
P
i l
di
t
NP
N
b
i l
WS
W i ht
f 100
d
Table 2 – Morphoagronomic descriptors evaluated for the
characterization of quinoa material from Boyacá. Qualitative
Initials
Quantitative
Initials
Units of
measurement
Growth habit
(H)
Panicle length
(PL)
cm
Presence of striae
(PS) Panicle diameter
(PDI)
cm
Strie color
(SC) N ° plant panicles
(NP)
#
Stem shape
(SS) Weight of 1,000 seeds (WS)
g
Stem color
(SCO) Plant height
(PH)
cm
Pigmented axil
(PA)
Axil color
(AC)
Branch
(B)
Leaf shape
(LS)
Leaf margin
(LM)
Panicle shape
(PSA)
Panicle density
(PD)
Panicle color at
flowering
(PCF)
Panicle color at
physiological maturity (PCM)
Grain shape
(GS)
Episperm color
(EC) Table 3 – Descriptive statistics for the quantitative variables. Variable
Average
*D.E. Perú (Gen45) **CV
Mínimum
Maximum
PL
28.93
9.15
31.64
12.00
45.60
PDI
22.57
8.50
37.66
7.50
38.20
NP
13.65
5.38
39.43
2.30
31.70
WS
2.10
0.17
8.30
1.72
2.63
PH
79.64
21.62
27.15
43.30
131.50
*D.E.=Standard deviation; **CV=coefficients of variation; PL= Panicle length;
PDI = Panicle diameter; NP = Number panicle; WS = Weight of 100 seeds
and PH = Plant height. Table 2 – Morphoagronomic descriptors evaluated for the
characterization of quinoa material from Boyacá. Qualitative
Initials
Quantitative
Initials
Units of
measurement
Growth habit
(H)
Panicle length
(PL)
cm
Presence of striae
(PS) Panicle diameter
(PDI)
cm
Strie color
(SC) N ° plant panicles
(NP)
#
Stem shape
(SS) Weight of 1,000 seeds (WS)
g
Stem color
(SCO) Plant height
(PH)
cm
Pigmented axil
(PA)
Axil color
(AC)
Branch
(B)
Leaf shape
(LS)
Leaf margin
(LM)
Panicle shape
(PSA)
Panicle density
(PD)
Panicle color at
flowering
(PCF)
Panicle color at
physiological maturity (PCM)
Grain shape
(GS)
Episperm color
(EC) Table 2 – Morphoagronomic descriptors evaluated for the
characterization of quinoa material from Boyacá. Qualitative
Initials
Quantitative
Initials
Units of
measurement
Growth habit
(H)
Panicle length
(PL)
cm
Presence of striae
(PS) Panicle diameter
(PDI)
cm
Strie color
(SC) N ° plant panicles
(NP)
#
Stem shape
(SS) Weight of 1,000 seeds (WS)
g
Stem color
(SCO) Plant height
(PH)
cm
Pigmented axil
(PA)
Axil color
(AC)
Branch
(B)
Leaf shape
(LS)
Leaf margin
(LM)
Panicle shape
(PSA)
Panicle density
(PD)
Panicle color at
flowering
(PCF)
Panicle color at
physiological maturity (PCM)
Grain shape
(GS)
Episperm color
(EC) **Highly significant values (p < 0.05). Variables evaluated: PL = Panicle
length; PDI = Panicle diameter; NP = Number of panicles; WS = Weight of the
1,000 seeds; PH = Plant height. **Highly significant values (p < 0.05). Variables evaluated: PL = Panicle
length; PDI = Panicle diameter; NP = Number of panicles; WS = Weight of the
1,000 seeds; PH = Plant height. Table 5 – Principal components and percentages of total variance
explained. Table 5 – Principal components and percentages of total variance
explained. Table 5 – Principal components and percentages of total variance
explained. Table 5 – Principal components and percentages of total variance
explained. Component
Eigenvalues
Total
% de variance
% acumulate
1
3.38
68.00
68.00
2
1.00
20.00
88.00
3
0.48
10.00
97.00
4
0.12
2.00
1.00
5
0.02
0.00
1.00
Figure 1 – The cluster analysis of the quinoa materials evaluated for
quantitative traits. The letters correspond to each group formed
according to the characteristics evaluated. Component
Eigenvalues
Total
% de variance
% acumulate
1
3.38
68.00
68.00
2
1.00
20.00
88.00
3
0.48
10.00
97.00
4
0.12
2.00
1.00
5
0.02
0.00
1.00 Figure 1 – The cluster analysis of the quinoa materials evaluated for
quantitative traits. The letters correspond to each group formed
according to the characteristics evaluated. Table 3 – Descriptive statistics for the quantitative variables. Variable
Average
*D.E. **CV
Mínimum
Maximum
PL
28.93
9.15
31.64
12.00
45.60
PDI
22.57
8.50
37.66
7.50
38.20
NP
13.65
5.38
39.43
2.30
31.70
WS
2.10
0.17
8.30
1.72
2.63
PH
79.64
21.62
27.15
43.30
131.50
*D.E.=Standard deviation; **CV=coefficients of variation; PL= Panicle length;
PDI = Panicle diameter; NP = Number panicle; WS = Weight of 100 seeds
and PH = Plant height. Figure 1 – The cluster analysis of the quinoa materials evaluated for
quantitative traits. The letters correspond to each group formed
according to the characteristics evaluated. Sci. Agric. v.79, n.4, e20210017, 2022 3 Agromorphological evaluation of quinoa Morillo et al. branches. A simple branching habit has been observed
in materials from highlands and salt flats (Kir and Temel,
2016). In this study, 10 % of the materials had a simple
growth habit, while 84 % was branched in the lower
third, which is common in valley quinoa. On the other
hand, the branching habit is influenced by planting
density, nutrients, and other environmental factors (Kir
and Temel, 2016). diameter from 7.5 to 20.3 cm, number of panicles from 2
to 16, plant height between 43.3 and 74.7 cm and weight
of 1,000 seeds from 1.7 to 2.6 g. In general, the groupings
were conditioned by the characteristics associated to the
panicle, seeds, and plant height. In this study, the morphological characteristics
showed a wide range of variation. The evaluated
germplasm was very diverse, possibly because of
its coevolution process with the environment. Table 5 – Principal components and percentages of total variance
explained. The
frequency analysis showed that the panicle color had
most variability, evaluated twice during the phenological
cycle. The results showed that 46 % of the materials had
purple panicles, 28 % had green ones, and 14 % had a
mixture of green and yellow panicles (Figure 2). Panicle
colors changed during physiological maturity. Hence,
other studies on quinoa reported significant decreases in
plant height, stem thickness, number of branches, and
panicle ratios, as the sowing time progressed (Hirich et
al., 2014; Temel and Keskin, 2020). Montes et al. (2018)
reported that the wide range of colors in the materials
evaluated is because the panicle is covered by granular
vesicular pubescence rich in calcium oxalate with
white, pink, and purple tones that contribute to panicle
coloration of each variety. Similarly,
leaf
shape
characteristic
varies
depending on the material. In the materials studied,
50 % of the plants had a rhomboidal leaf shape, 32 %
was oval and 18 % was triangular. For the leaf margin,
68 % of the plants had an entire margin, while 32 % had
a dentate margin. The panicle density is associated to the
grain size and the smallest is formed in compact panicles
(Gómez and Aguilar, 2016). In this study, 42 % of the
quinoa evaluated had intermediate heads, between loose
and compact, 40 % of the plants had compact heads, and
18 % had lax heads. The panicle shape in this study was
mainly glomerular (80 %), 10 % was amarantiform, and
the other 10 % was intermediate. Studies have shown
an association between panicle density and its shape
and genotype yield, since panicles with an intermediate
shape tend to be compact with good yield (Pinto et
al., 2020). This association with yield is because the
flowers are sessile or pedicellate and are grouped in
glomeruli. The glomerulus position in inflorescence and
the position of flowers within glomerulus determine the
size and number of grains or fruits (Chura et al., 2019). In quinoa, characteristics associated to the stem,
such as color, striae and/or axils, can be used to identify
varieties (Kir and Temel, 2016), since combinations
of these characteristics differentiate the materials. In
this study, stem color was variable: 54 % yellow, 26 %
purple, and 10 % red. Purple was the predominant color
in 84 % of the plants had axils. Table 5 – Principal components and percentages of total variance
explained. Striae in 92 % of the
plants varied in color according to the material: 56 %
was yellow, 12 % was purple, and 12 % was dark green
(Figure 2). An important aspect in quinoa commercialization
is the grain color. In Colombia, white quinoa is preferred,
but in countries such as Bolivia and Peru, black and
brown varieties are desired in gourmet cuisine. In this
study, grain color was variable: 48 % of the materials
had beige grains, and 18 % of the plants had yellow
grains, which is why they are acceptable materials for
commercialization in Colombia. On the other hand, the branching habit of quinoa
must be evaluated because mechanical harvesting tasks
are difficult when the material presents certain types of Figure 2 – Phenotypic diversity in panicle color (A). Quinoa material with compact panicles and purple color; (B) Quinoa material with intermediate
panicles and green color; (C) Quinoa material with loose panicles and purple color; (D) Purple axils on the stem, yellow striae. Figure 2 – Phenotypic diversity in panicle color (A). Quinoa material with compact panicles and purple color; (B) Quinoa material with intermediate
panicles and green color; (C) Quinoa material with loose panicles and purple color; (D) Purple axils on the stem, yellow striae. Sci. Agric. v.79, n.4, e20210017, 2022 4 Agromorphological evaluation of quinoa Morillo et al. Figure 3 – Correlations for qualitative variables measured in materials of quinoa evaluated. H= Growth habit; PCM = Panicle color at physiological
maturity; AC = Axil color; SC = Strie color; SCO = Stem color; PSA = Panicle shape; PD Panicle = density; SS = Stem shape; PCF = Panicle
color at flowering. Figure 3 – Correlations for qualitative variables measured in materials of quinoa evaluated. H= Growth habit; PCM = Panicle color at physiological
maturity; AC = Axil color; SC = Strie color; SCO = Stem color; PSA = Panicle shape; PD Panicle = density; SS = Stem shape; PCF = Panicle
color at flowering. Figure 4 – The cluster analysis of quinoa materials evaluated for
qualitative characteristics. The letters correspond to each group
formed according to the characteristics evaluated. Figure 4 – The cluster analysis of quinoa materials evaluated for
qualitative characteristics. The letters correspond to each group
formed according to the characteristics evaluated. Figure 5 – The cluster analysis of quinoa materials evaluated for
qualitative and quantitative characteristics. Table 5 – Principal components and percentages of total variance
explained. The letters correspond
to each group formed according to the characteristics evaluated. The correlation analysis of qualitative variables
was high and positive for characteristics, such as panicle
shape, stem color, and striae color, while the axil color
had little contribution to characterizing the materials,
since 78 % of the evaluated plants had purple color
(Figure 3). Correlation studies are important for quinoa
improvement because of the selection response and
allow significant genetic gains in less time (Al–Naggar
et al., 2018). )
In the dendrogram for qualitative characteristics,
three clearly differentiated groups were shown (Figure
4). Group (a) had the materials (43, 86, 46 and 107) where
most outstanding morphological characteristics were the
shape of an angular stem, the color of the green axils,
and the amaranthiform panicle shape. Group (b) had the
materials (44, 87, 71, 69, 77, 22, 45, 66, 72, 73, 11, 5, 6,
26, 13, 63, 7, 27, 14, 16, 39, 34, 40, 8, 9, 1 and 4) with
branching habits in the lower third, a glomerular panicle
shape, and purple axils. Group (c) comprised materials
(80, 57, 50, 51, 52, 41, 53, 3, 32, 35, 106, 47, 48, 56,
25, 38, 65, 54, and 55) that were characterized by a
cylindrical stem, branching in the first third, glomerular
panicle shape, and green axils. In general, the clusters
were formed by characteristics, such as stem shape,
branching habit, panicle shape, and axil color. Figure 4 – The cluster analysis of quinoa materials evaluated for
qualitative characteristics. The letters correspond to each group
formed according to the characteristics evaluated. The factorial analysis of mixed data considered all
quantitative and qualitative variables and discriminated
the materials with outstanding morphoagronomic
characteristics (Figure 5). The cluster analysis formed
four groups. First, material was grouped (3), characterized
by the panicle yellow color and the number of panicles of
23 per plant. The second group comprised 21 materials,
which were characterized by an average of 14 panicles
per plant, plant height 79.63 cm, panicle length 28.93
cm, and density of the compact panicle. Group 3 was
characterized by glomerulate panicle shape, cylindrical
stem shape, plant height between 74.3 and 132.0 cm,
and weight of 1,000 seeds from 1.7 to 2.4 g. Group 3
was formed by materials with glomerulate panicle
shape, cylindrical stem shape, plant height ranging from Figure 5 – The cluster analysis of quinoa materials evaluated for
qualitative and quantitative characteristics. Table 5 – Principal components and percentages of total variance
explained. The letters correspond
to each group formed according to the characteristics evaluated. 74.3 to 132.0 cm and weight of 1,000 seeds from 1.7
to 2.4 g. The last group it is characterized by growth
habit of branching to the lower third, panicle color at
physiological maturity green and purple, panicle length
from 12 to 35 cm, and plant height from 43.3 to 86 cm. Studies on the morphoagronomic characterization
of quinoa in Colombia have shown diverse quinoa 74.3 to 132.0 cm and weight of 1,000 seeds from 1.7
to 2.4 g. The last group it is characterized by growth
habit of branching to the lower third, panicle color at
physiological maturity green and purple, panicle length
from 12 to 35 cm, and plant height from 43.3 to 86 cm. Studies on the morphoagronomic characterization
of quinoa in Colombia have shown diverse quinoa 5 Sci. Agric. v.79, n.4, e20210017, 2022 Agromorphological evaluation of quinoa Morillo et al. germplasm with potential use. The studies report that
producers require more stable materials in terms of
phenotypic traits that allow optimal development of
harvesting and postharvest processes and yields that are
economically viable. Hussain, M.; Muscolo, A.; Ahmed, M.; Ahsan, M.; Al-Dakheel,
A. 2020. Agro-morphological, yield and quality traits and
interrelation with yield stability in quinoa (Chenopodium
quinoa Willd.) genotypes under saline marginal environment. Plants 9: 1763. Jaikishun, S.; Li, W.; Yang, Z.; Song, S. 2019. Quinoa: in
perspective of global challenges. Agronomy 9: 1–15. The phenotypic characterization carried out on the
50 quinoa materials suggest a broad genetic diversity,
confirming that these materials result from mixtures that
farmers keep crop after crop. However, it is necessary to
consider the experimental conditions of the study, which
was conducted in a single location and two semesters in
a year. It is thus convenient to determine the genotype–
by–environment interaction of the materials selected
in the study for more accurate conclusions. Therefore,
genetic improvement processes are needed to facilitate
sustainable quinoa production in Colombia through the
identification of elite materials that respond to the needs
of farmers, producers and consumers. Kassambara, A.; Mundt, F. 2020. Factoextra: Extract and Visualize
the Results of Multivariate Data Analyses. (R package version
1.07). Kir, A.E.; Temel, S. 2016. Determination of seed yield and some
agronomical characteristics of different quinoa (Chenopodium
quinoa Willd.) variety and populations under dry conditions of
Iğdır Plain. Acknowledgments Pinto, K.; Cobo de la Peña, T.; Ostria, E.; Ibánez, C.; Briones,
V.; Vergara, A.; Alvarez, R.; Castro, C.; Sanhueza, C.; Castro,
P. 2020. Seed characterization and early nitrogen metabolism
performance of seedlings from Altiplano and coastal ecotypes
of quinoa. BMC Plant Biology 20: 343. The authors gratefully acknowledge the: “Patrimonio
Autónomo Fondo Nacional de Financiamiento para la
Ciencia, la Tecnología y la Innovación Francisco José
de Caldas” –MinCiencias. ID. 63924, for the research
financial support. Salazar, J., Torres, M.; Gutierrez, B.; Torres, A.F. 2019. Molecular
characterization of Ecuadorian quinoa (Chenopodium quinoa
Willd.) diversity: implications for conservation and breeding. Euphytica 215: 215:60. Table 5 – Principal components and percentages of total variance
explained. Iğdır University Journal of the Institute of Science
and Technology 4: 145-154. Le, S.; Josse, J.; Husson, F. 2008. FactoMineR: An R package for
multivariate analysis. Journal of Statistical Software 25: 1-18. Lopez, J.P.; Timaran, M.F.; Betancourth, C. 2012. Evaluation of
16 selections of sweet quinoa (Chenopodium quinoa Willd.) in
the municipality of Guaitarilla, Nariño. Revista de Ciencias
Agrícolas 25: 130–149 (in Spanish, with abstract in English). Authors’ Contributions Conceptualization:
Morillo
Coronado,
A.C.;
Manjarres Hernández, E.H.; Morillo Coronado, Y. Data acquisition: Morillo Coronado, A.C.; Manjarres
Hernández, E.H. Design of methodology: Morillo
Coronado, A.C.; Manjarres Hernández, E.H. Writing
and editing: Morillo Coronado, A.C; Manjarres
Hernández, E.H.; Morillo Coronado, Y. Montes, C.; Burbano, G.A.; Muñoz, E.F.; Calderón, Y. 2018. Description of the phenological cycle of four ecotypes of
(Chenopodium quinoa Willd.), In Puracé - Cauca, Colombia. Biotecnología en el Sector Agropecuario y Agroindustrial 16:
26–37 (in Spanish, with abstract in English). Morillo, A.; Manjarres, E.; Reyes, W.; Morillo, Y. 2020. Intrapopulation phenotypic variation in Piartal (Chenopodium
quinoa Willd.) from the Departament of Boyacá, Colombia. African Journal of Agricultural Research 16: 1195-1203. References Bazile, D.; Jacobsen, S.E.; Verniau, A. 2016. The global expansion
of quinoa: trends and limits. Frontiers in Plant Science 7: 1–6. Sampaio, S.; Fernandes, Á.; Pereira, C.; Calhelha, R.; Sokovic,
M.; Santos, C.; Barros, L.; Ferreira, I. 2020. Nutritional value,
physicochemical characterization and bioactive properties of
the Brazilian quinoa BRS Piabiru. Food & Function 4: 2969-
2977. Chura, E.; Mujica, Á.; Haussmann, B.; Smith, K.; Flores, S.; Flores,
A.L. 2019. Agronomic characterization of quinoa (Chenopodium
quinoa Willd.) progeny from close and distant self-fertilized s5
simple crosses. Ciencia e Investigacion Agraria 46: 154–165. Spehar, C.R.; Barros, R.L. 2005. Agronomic performance of quinoa
selected in the Brazilian Savannah. Pesquisa Agropecuária
Brasileira 40: 609–612. Di Rienzo, J,; Casanoves, F., Balzarini, M.; González, L.; Tablada,
M.; Robledo, C. InfoStat. Version 2012, Windows. Grupo
InfoStat: Universidad Nacional de Córdoba, Argentina. Temel, S.; Keskin, B. 2020. Effect of morfological componentes on
the herbage yield and quality of quinoa (Chenopodium quinoa
Willd.) grown at different dates. Turkish Journal of Agriculture
and Forestry 44: 533-542. Garcia, M.; García, J.; Deaquiz, Y. 2019. Physiological
performance of quinoa (Chenopodium quinoa Willd.) under
agricultural
climatic
conditions
in
Boyacá,
Colombia. Agronomía Colombiana 37: 144-152. Hirich, A.; Choukr, A.; Jacobsen, S.E. 2014. Quinoa in Morocco-
effect of sowing dates on development and yield. Journal of
Agronomy and Crop Science 200: 371-377. 6 Sci. Agric. v.79, n.4, e20210017, 2022
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Opening the Future: How to Implement an Equitable Revenue Model for Open Access Monographs
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1/34 DOI 10.5281/zenodo.6907707 Version 2 - updated Aug 2022 to incorporate minor clarifications 2/34 Table of Contents Table of Contents
Introduction and Background Context ............................................................................................ 3
About the COPIM Project .......................................................................................................... 4
What is Opening the Future? ...................................................................................................... 4
What Opening the Future is Not ................................................................................................ 5
Assumptions ............................................................................................................................... 5
Why are Presses Interested in Opening the Future? ................................................................... 6
Financial Modelling and Scenario Planning ................................................................................... 8
The Membership Modeller ......................................................................................................... 8
Realistic Modelling .................................................................................................................. 10
Tax Implications ....................................................................................................................... 11
Organizational Partnerships .......................................................................................................... 12
Billing and Sales Partnerships .................................................................................................. 12
Jisc Collections .................................................................................................................... 12
Knowledge Unlatched ......................................................................................................... 12
LYRASIS ............................................................................................................................. 12
Open Book Collective ......................................................................................................... 13
Delivery Partnerships ............................................................................................................... 13
OAPEN ................................................................................................................................ 13
Project MUSE ...................................................................................................................... 13
Thoth .................................................................................................................................... 14
Marketing and Outreach................................................................................................................ 15
Outreach to Backlist Authors ................................................................................................... 15
Sample Email to Author ...................................................................................................... 15
Sample Template Email to Library from Author ................................................................. 16
Outreach to Frontlist Authors ................................................................................................... 16
Outreach to Open Access or Scholarly Communications Librarians ....................................... 17
Outreach to Acquisitions/Collection Librarians and Using Worldcat Data .............................. 17
Outreach to Library Consortia .................................................................................................. 18
Press Releases about New Signups .......................................................................................... 18
Conferences and Events ........................................................................................................... 19
Signup Workflow .......................................................................................................................... 21
Process Diagram ....................................................................................................................... 21
Actors and Actions ................................................................................................................... 22
Delivery of Subscription Content ................................................................................................. 22
Fixed Packages Should Not Change ........................................................................................ 23
Licensing: Use SERU Where Possible ..................................................................................... 23
Digital Preservation and Perpetual Access ............................................................................... 24
Delivery of OA Content ................................................................................................................ 24
Selection Procedures and Timescale ........................................................................................ 24
Technical Infrastructures ............................................................................................................... 25
‘Signup’ Infrastructure ............................................................................................................. 26
Open Book Collective .............................................................................................................. 26
Appendix A: Jisc Collections Licensing Template ....................................................................... 27
Appendix B: Financial Modelling Spreadsheet ............................................................................ 28
Appendix C: Frequently Asked Questions .................................................................................... 29
Bibliography.................................................................................................................................. 34 3/34 1
Izabella Penier, Martin Paul Eve, and Tom Grady, ‘Revenue Models for Open Access Monographs 2020’,
Community-Led Open Publication Infrastructures for Monographs, 2020
<https://doi.org/10.5281/zenodo.4011836>. About the COPIM Project COPIM (Community-led Open Publication Infrastructures for Monographs) is an international
partnership of researchers, universities, librarians, open access book publishers and infrastructure
providers. It is building community-owned, open systems and infrastructures to enable OA book
publishing to flourish. COPIM is developing a significantly enriched not-for-profit and open source ecosystem for OA
book publishing that supports and sustains a diversity of publishing initiatives and models, in the
UK and internationally. To achieve its aims, the project is divided into seven work packages ranging
from the technical (building open-source, community-based infrastructures that support the
publication and dissemination of OA books), through to advocacy and knowledge sharing activities
(establishing and consolidating partnerships between HE institutions and OA book publishers). Work Package 3 (WP3) of COPIM is dedicated to knowledge exchange and transfer, as part of the
project’s central commitment to dissemination. It builds pathways to impact with relevant
stakeholders from across the sector, including publishers ((New) University Presses, library-presses,
scholar-led presses), academics, learned societies, and open technology developers. As part of its
activities, WP3 is working to transition the business models of two university presses: the Central
European University Press and Liverpool University Press. Introduction and Background Context Covid-19 has thrown many aspects of university research culture into acute relief. As the reality of
the virus dawned and campuses worldwide went into lockdown, publishers scrambled to unpaywall
their research. Publishers made topical works and more general material openly available, through
their own sites and platforms such as Project Muse and JSTOR. Physical collections became
inaccessible and demand for openly accessible research skyrocketed. It is unclear that it is desirable
to return to the previous systems of scholarly communication in the book publishing world, in
which physical copies may remain affordable, even while e-licensing agreements for libraries are
not. This has been recognised in several recent global policy announcements including the cOAlition
S/Plan S guidelines, and the recent UKRI consultation on OA. The latter’s proposed measures
include the possibility of zero-embargo green OA, more liberal open licensing, and the long-
vaunted requirement for funded monographs to be in scope. This last element built on a
longstanding policy history in the UK foreshadowing a mandate for OA monographs. That said, the path to OA monographs is not free of obstacles. Among the many issues, the most
frequently raised is the business model of Book Processing Charges (BPCs) and their apparent
unaffordability, mostly due to distributional allocation of library resources. Happily, several recent
reports have detailed non-BPC OA revenue and business models that presses could use to transition
to OA - one of the most recent being COPIM’s Revenue models for Open Access monographs
2020.1 That report describes a variation on the journal ‘Subscribe to Open’ model whereby members
‘subscribe to a backlist, with the revenue then used to make the frontlist openly accessible’. This
constitutes a new business model for OA monographs that had not previously been implemented. We implemented this model, dubbed ‘Opening the Future,’ in a partnership between the COPIM
project, the Central European University Press (CEUP), and Liverpool University Press (LUP). This
model presents a potential route for the mass and sustainable transition to OA of many small-to-mid
sized university presses. This document sets out how we implemented this model, including the documentation of
challenges, resources, timetables, and activities. It is intended as a roadmap for other presses that
wish to implement an ‘Opening the Future’-esque model. Of course, this document is unlikely to
cover everything, but the authors are happy to respond to individual queries where this will prove
helpful. 4/34 What is Opening the Future? Opening the Future is a revenue model for open access monographs in which a press solicits a
relatively small financial contribution from a moderate number of academic libraries, in order to
cover the costs of new OA publications. In return, the member libraries receive special access to
elements of the press’s backlist, as well as frontlist titles that are made OA. Libraries will retain
access to the backlist for as long as they are members and with the option for the press to offer
perpetual access to libraries after a certain period of membership. Membership will last a minimum
of three years, with the option to renew after that. The revenue from the membership – that grants
access to the backlist – will be used to fund the frontlist to be OA. The aim of this approach is to continue to yield a sustainable source of revenue for a press while
achieving the desired commitment to making more titles OA. Given the current global library
environment and already existing budget pressures that have now been exacerbated by Covid-19, a
consortial model of funding promises a cost-effective solution for OA that means no single
institution bears a disproportionate burden. The model also yields an elastic approach to open
access that can grow with the success of the model. 5/34 What Opening the Future is Not Opening the Future is not like a ‘transformative agreement’ in the journal world. There is no linkage
between an institution supporting the model and their own authors being allowed to publish OA. Opening the Future, as a result, is trying to break the link between institutions paying and their own
authors being allowed to publish openly, in favour of the press securing a 100% open frontlist and
so achieving the former by default. Opening the Future is better thought of as an attempt to build a
one-time, open, global ‘collection’ that is shared by libraries in common, around the world. Assumptions There are several assumptions behind this model that make it possible and that show the aspirations
for scaling: • The target output volume is 25 new OA titles per year for a press-level conversion. For a
series-level conversion, we are aiming for 4-5 titles. • The model can work at the level of converting the entire press or on a single series. • It costs between approximately €6,500 to €8,900 to produce the ‘first copy’ of each new
title. • The press can define and curate an attractive collection of backlist titles to offer exclusively
to members. • Library members will be banded according to their size - meaning their payments will be
tiered high, medium, and low. • Titles will be made OA only as and when enough members join and scaling is elastic – they
would not be published upfront first and retrospectively funded. • Membership will last a minimum of three years, with the option to renew for another three –
access to the backlist is granted in perpetuity, after three years of membership or an upfront
payment of three years’ worth. • Membership will initially build over a three-year period, achieving the target revenue at end
of year three. The number of OA titles will grow commensurately and gradually as more
membership revenue allows more titles to be funded and published. • Membership will initially build over a three-year period, achieving the target revenue at end
of year three. The number of OA titles will grow commensurately and gradually as more
membership revenue allows more titles to be funded and published. • There will be some flexibility around which books a library subscribes to each year. This model has a number of characteristics in its favour, including pleasing library economics. For
example, if an annual membership of €812 gives access to 50 backlist titles, and funds a further 25
OA per year - with only 200 member libraries joining this equates to around €15 per library, per
title. The backlist/frontlist combination also provides a unique dual-route to rationalisation for
acquisition librarians. Many institutions do not have dedicated OA funds, particularly for
monographs: the fact that the backlist remains a subscription means that these libraries are able to 6/34 justify the expenditure as a purchase of books to which they would otherwise not have access. Assumptions At
the same time, every year of membership will grow their (open) collection by (in this instance) 25
titles. And those libraries with OA budgets are able to justify this expenditure because the new
frontlist titles are openly accessible. This will also allow institutions that have access to block grants
for OA to use this pot to fund the purchase. It is further possible for funders directly to support such
consortial membership schemes. justify the expenditure as a purchase of books to which they would otherwise not have access. At Two of the major advantages of this model are, first, that the number of OA titles can grow (or
contract) elastically with the revenue stream, and, second, that once the target volume is reached,
membership/subscription prices can decrease in future years. Pricing will, of course, be specific to the press that implements the model, but for CEUP we
proposed three membership tiers with the highest band paying €1,200, the middle band at €800, and
the lowest at €350. This pricing should be within the affordability of many academic libraries
worldwide. We have modelled financial scenarios towards a target membership of 270 libraries,
including slow and steady projections, enthusiastic ‘early adopter’ subscriptions, and even
cancellations. While this last is not ideal for takeup of OA, it demonstrates a model that will allow
flexibility: if the revenue is not in place, or if institutions cancel, then the volume of OA simply
decreases. Why are Presses Interested in Opening the Future? This has an inherent level
of complexity, which we hope we will reduce over time, for publishers as well as
librarians.” – Emily Poznanski, Central European University Press – Emily Poznanski, Central European University Press – Emily Poznanski, Central European University Press “ University presses exist to disseminate scholarship. A majority of university
presses have long-standing programmes rooted in the humanities, disciplines for
which the monograph remains a significant vehicle both to conceptualise research
and to share it. Repeated narratives of the decline of the monograph ignore the strength
of supply, with an unending pipeline of authors driven by a compelling mixture of
intellectual hunger and career necessity. They ignore a growing potential audience, as
the drive for impact has created ever more urgent and engaging long-form research
outputs. The problem, of course, is the model. Open access has for some years served
to unite authors with wider potential readership for journals but it has not been
systematically adopted for books because of the substantial costs arising from length,
complexity and curation. Faced with the possibility of a well-funded, openly available
STEM and a closed-access, narrowly available HSS, scholarly book publishers should
be willing to explore new models that maximise the audience for the monograph. “ Opening the Future, with its realistic acknowledgement of publisher costs and of the
realities of library budgets and policies, offers a potentially sustainable model to reform
the dissemination of scholarly books. Liverpool University Press is ideally placed to
test that assumption, as a mission-based publisher operating entirely without subsidy or
endowment. If we can make the model work without a financial safety net then it
should be possible for any publisher to make it work. To test the hypothesis behind OtF
we have opted to work at series/discipline level. This has two advantages: first, it
enables us to leverage an existing strength of the Press in the Modern Languages. We
know who to market to, while librarians know that the LUP imprimatur is a guarantee of
quality. OA may in time also serve as an editorial differentiator for prospective authors
in our chosen field. Secondly, working at series level allows for more rapid progress
than expensive larger collections but also avoids the inefficiency of title-by-title OA. Why are Presses Interested in Opening the Future? The benefits of open access for books are clear. In the spring of 2020, when CEU
Press made its titles freely available on Project MUSE: the usage figures soared, 7
out of the 10 most downloaded books were over ten years old, and the most
downloaded title in China was called Academic Freedom. As a case study, this clearly
demonstrated the need to find a sustainable route to open access for books, in general,
and for the Press in line with its mission. “ “ At the core, CEU Press aims to export to the rest of the world a body of knowledge that
offers a path to a proper understanding of the region and the lessons learned that are of
global relevance. Moreover, for us publishing is no longer simply about just producing
content, but also about creating equitable opportunities for authors to make their
research discoverable and accessible through open access and to create impact and
engagement. We wanted to find a model that: 1) provided sustainable funding for publishing OA
books; 2) allowed for a gradual transition to OA as we did not have a subsidy to support
the change and; 3) did not charge authors Book Processing Charges (BPCs) to publish
as most of our authors (like so many other HSS scholars) do not have access to funds to
cover OA publishing costs. The Opening the Future (OtF) model allows for a gradual transformation in line with
the pace of change in the library community, which minimises the risk a press might
have to take. So as we increase our funding through this model, we can publish an
increasing number of titles in OA. But its not an all or nothing approach. For the press, the challenges lie around the resources needed to launch a new business
model and to manage three streams concurrently: print, online and open access, each of 7/34 which requires different know how and different workflows. This has an inherent level
of complexity, which we hope we will reduce over time, for publishers as well as
librarians.” which requires different know how and different workflows. – Anthony Cond, Liverpool University Press – Anthony Cond, Liverpool University Press Why are Presses Interested in Opening the Future? Funding levels for a series OtF are comfortably within library means, while for
publishers it is a minor risk but a major opportunity, with the option to scale up if the
model gains traction.” – Anthony Cond, Liverpool University Press 8/34 Financial Modelling and Scenario Planning
The Membership Modeller The first step towards implementing an Opening the Future model is understanding your own
press’s finances and what the transformation will look like. To that end, we have produced a
membership modelling tool that will allow you to insert your own figures and then to model the
resulting scenarios (see Appendix B). In the tool, boxes in yellow should be replaced with your own
figures (and you should only type in the boxes that are highlighted in yellow). Boxes in green
represent automatically calculated incoming finances while boxes in red represent calculated
outgoings. Table 1: Description of variables in the spreadsheet modeller ‘Variables’ tab
Variable Name
Description
Default
Base cost per book
The basic cost per book that the
press needs to recover. €7,500.00
Approx. billing agent fee per
membership transaction
(presses may wish to add a
slightly higher figure in this
box to also account for sales
agent fees, if applicable)
The fee requested by a billing
agent per membership
transaction. €85.00
Bank fee per transaction
The fee requested by the Press’s
bank per transaction
€15.00
Higher Band
The fee rate for ‘large’ band
(biggest) library subscribers. €1,200.00
Middle Band
The fee rate for ‘middle’ band
(middle size) library
subscribers. €800.00
Lower Band
The fee rate for ‘lower’ band
(smallest) library subscribers. €350.00
Number of titles in backlist
The number of titles that are
offered in the ‘backlist’ package
(i.e. how many books does the
library get as an exclusive
reward for joining?)
50
Number of yearly titles in
frontlist
The number of titles that the
press aspires to make openly
accessible every year under this
scheme. 25
OA deposit fee per book (e.g. OAPEN per-title fee)
The fee to deposit each OA
book (for example, in OAPEN). €10.00
OA deposit annual membership
fee (e.g. OAPEN annual
membership fee)
The annual membership fee to
be able to deposit books (for
example, the OAPEN annual
€175.00 Table 1: Description of variables in the spreadsheet modeller ‘Variables’ tab 9/34 Variable Name
Description
Default
fee). Secondary annual OA deposit
location fee (e.g. JSTOR)
The annual membership fee to
be able to deposit books in a
secondary location (for
example, JSTOR). €100.00
One-time setup fee
The one-off staff labour cost of
sorting out the backlist titles
into packages. €2,000.00
Approx. annual fee (based on
300 members)
The annual fee from a platform
provider to provide access to
the backlist. €3,000.00
Approx. Financial Modelling and Scenario Planning
The Membership Modeller annual deposit fee per
backlist title
The annual fee per backlist title
book for a platform provider, to
provide access to the title. €100.00
Creation of metadata records
per backlist title
The cost of creating metadata
records for an item of backlist
content. €50.00
Format-shift costs (e.g. improved digital copies,
OCRing PDF text, creating
epub) per title
The costs of ensuring that the
backlist is in a viable format for
digital delivery. €100.00 Other tabs/sheets in the modeller also have configurable variables. For instance, the ‘Linear Data’
sheet describes what happens when members join at a rate of 84 per year, spread exactly evenly
between the different banding levels. As a note: our experience with the Central European
University Press and Liverpool University Press is that most memberships have originated from
larger institutions, despite our attempt at fair pricing at the lower end. This sheet also allows you to enter the number of Book Processing Charges that are anticipated to
be secured, independently, and so will not count towards the Opening the Future scheme (but will
nonetheless enable OA). Different tabs/sheets depict different scenarios. For instance, the ‘Early Adopters’ sheets are
designed to show a rapid uptake, followed by a longer tail. Each sheet shows the projections for revenue and the number of funded books in each year at this
stage. However, the safety and beauty of the scheme is that, if any of these figures are not met, the
book should simply be processed as a ‘sales-only’/‘toll-access’ title. The model does not require a
press to make a book openly accessible until the revenue target to enable this has been met. When modelling costs, the crucial balance to strike is between value for money on the backlist and
value for money on the OA frontlist. A good pricing level will yield a valuable return to libraries
solely on the backlist (i.e. it will appear good value if they only received the backlist titles), solely
on the frontlist (i.e. it will appear good value if they only received the OA frontlist titles), and it will
appear very good value when the frontlist and backlist titles are combined. 10/34 Realistic Modelling There are many factors that will affect the accuracy provided by the financial modelling tool. The
rate of growth, for instance, will be dependent on the success of the marketing strategy and the level
of resource that is devoted to these activities. It is always better to plan for more conservative
growth and then to exceed this target than to make unrealistic predictions. Our initial implementation of Opening the Future also took place against a number of significant
world events and policy decisions that changed the landscape beneath our feet. First, the Covid-19
pandemic hit with associated fears for university library budgets. This caused a certain reticence
among libraries amid budgetary constraint. Second, though, a number of policy announcements
(such as the UKRI review) fuelled further OA book mandates. These look set to continue, with the
review of the REF taking place in the UK. The US situation looks set never to be one of all-
encompassing mandates, but it is true that various initiatives – such as Plan S – will steadily have
influential knock-on effects. Understanding the types of institution who are willing to join an initiative is also important. In the
first year of CEUP’s Opening the Future scheme, the Press achieved 41 signups across five
packages (Figure 1). This amounted to £35,350 of OA funding or enough for five open-access
monographs. Notably, all but one of the USA institutions was in the highest tier of subscriber fees. A similar pattern emerged for European libraries and almost all UK participants fell in the medium
to high tiers. In the 6 month period beginning January 2022, CEUP’s membership increased by
another 30 libraries, thereby accruing funding for further OA titles to be published. Realistic Modelling Possible results from these data include: • Future signups will occur faster than in this first year because the model is better
understood; • Future signups will occur faster than in this first year because mandates place more pres
on institutions to support OA monographs; • Future signups will occur more slowly than in this first year because library budgets are
under increasing pressure, including from transformative agreements in the journal space; • Future signups will occur more slowly than in this first year because a proliferation of
models dilutes library resources. Presses should, therefore, appraise their own brand strengths, including disciplinary placement, and
make informed decisions about the likelihood of institutional support. For instance, if the press has
authors who work at universities that have been known to support OA membership models in the
past – such as Knowledge Unlatched, the Open Library of Humanities, arXiv, Subscribe to Open –
then this may give confidence in that institution’s support. Creating an initial spreadsheet of
authorial affiliations of the Press’s backlist and correlating these with institutions known to support
OA initiatives may provide a benchmark of potential reach. Realistic Modelling Figure 1: CEUP signups from January to December 2021
While CEUP’s progress gives the best indicator that we have of signup rates, it is difficult to
extrapolate from these data for a number of reasons: Figure 1: CEUP signups from January to December 2021
While CEUP’s progress gives the best indicator that we have of signup rates, it is difficult to
extrapolate from these data for a number of reasons: Figure 1: CEUP signups from January to December 2021 While CEUP’s progress gives the best indicator that we have of signup rates, it is difficult to
extrapolate from these data for a number of reasons: While CEUP’s progress gives the best indicator that we have of signup rates, it is difficult to
extrapolate from these data for a number of reasons: 11/34 • This was the first year of operation, meaning that much of our time was spent explaining the
model, asking librarians to understand the premises, and generally spreading the word; • This was the first year of operation, meaning that much of our time was spent explaining the
model, asking librarians to understand the premises, and generally spreading the word; were operating during perhaps the most exceptional set of conditions in our lifetimes:
C
id 19
d
i
i h k
k
ff
lib
b d • We were operating during perhaps the most exceptional set of conditions in our lifetimes:
the Covid-19 pandemic, with knock-on effects on library budgets; • Library budgetary planning takes a long time to go through – once a library has decided that
it wishes to participate, it can take up to 12 months for the funding to be approved and to
become available for expenditure; • Mandates for OA monographs are only now coming to prominence, with UKRI announcing
their conditions mid-way through the year. • Mandates for OA monographs are only now coming to prominence, with UKRI announcing
their conditions mid-way through the year. Tax Implications While this document cannot dispense and does not constitute formal accountancy or legal advice
with respect to taxation, there are several considerations to bear in mind: • The United Kingdom’s HMRC (the formal tax body) previously advised the Open Library
of Humanities (while the UK was still a member of the EU) that membership schemes with
no direct benefit to the supporting organization (library) were exempt from VAT because
there was no ‘supply’. • However, because Opening the Future provides subscription access to books, a supply does
occur in this model. • However, because Opening the Future provides subscription access to books, a supply does
occur in this model. • But the supply of e-books is a zero-rated activity for VAT purposes. 3
Frances Pinter and Lucy Montgomery, ‘Knowledge Unlatched: Toward an Open and Networked Future for
Academic Publishing’, in Accentuate the Positive: Charleston Conference Proceedings, 2012, ed. by L. H. Hinds,
K. P. Strauch, and B. R. Bernhardt (presented at the Annual Charleston Library Conference, United States of
America: Purdue University Press, 2013), pp. 386–91
<http://docs.lib.purdue.edu/cgi/viewcontent.cgi?article=1387&context=charleston> [accessed 14 July 2020];
Frances Pinter and Christopher Kenneally, ‘Publishing Pioneer Seeks Knowledge Unlatched’, 2013
<http://beyondthebookcast.com/transcripts/publishing-pioneer-seeks-knowledge-unlatched/>; Lucy Montgomery
and others, ‘Pilot Proof of Concept Progress Summary’ (Knowledge Unlatched, 2014)
<http://collections.knowledgeunlatched.org/wp-
content/uploads/2013/09/KU_Pilot_Progress_Summary_Report.pdf> [accessed 25 May 2014]. • But the supply of e-books is a zero-rated activity for VAT purposes. It is our belief, therefore, that Opening the Future should be treated as a zero-rated supply activity in
regions that charge VAT. Supply of digital goods takes place in the country of the consumer. Hence,
if you meet the VAT threshold in the country of supply, you may need to register and account for
VAT, although you can charge a zero-rate. 12/34 Jisc Collections Jisc Collections works on behalf of Jisc members and customers in the United Kingdom, to
negotiate and license the high-quality digital content agreements needed to support academic
research, teaching and learning. Its strategic groups set the direction of national-level negotiations.2 Jisc Collections is the official intermediary for most content made available to UK libraries. Many
UK libraries expect to be able to sign up through Jisc Collections. Jisc Collections have a template
license developed in partnership with COPIM that can be used quickly to establish new Opening the
Future programmes. Jisc Collections levy a transaction fee to publishers but do not otherwise take a
cut. Jisc Collections is instead funded by its library member base. Contact: Caroline Mackay, Licensing manager (caroline.mackay@jisc.ac.uk) Knowledge Unlatched Knowledge Unlatched was originally a consortial model for open access to monographs, in which
many libraries paid a small amount in order to ‘unlatch’ titles.3 Over time, it has transitioned into
becoming a sales agent for open access initiatives and is now owned by Wiley. Its vision ‘is a
sustainable market where scholarly books and journals are freely accessible for each and every
reader around the world’. Knowledge Unlatched can be a useful sales agent for European regions in
particular. They take a percentage fee per transaction. Contact: Catherine Anderson, Head of Sales (catherine@knowledgeunlatched.org) 2
Jisc Collections, ‘About Jisc Collections’, Jisc, 2021 <https://www.jisc.ac.uk/jisc-collections> [accessed 3 January
2022]. Organizational Partnerships Delivering a worldwide membership programme requires significant resources, which can be
ameliorated by working with trusted partners. Here we list the partnerships that we developed for
Opening the Future, their role in the delivery, pricing, and contact details. OAPEN OAPEN promotes and supports the transition to open access for academic books by providing open
infrastructure services to stakeholders in scholarly communication. We work with publishers to
build a quality-controlled collection of open access books and provide services for publishers,
libraries, and research funders in the areas of hosting, deposit, quality assurance, dissemination, and
digital preservation.5 We deposit all books published openly through the Opening the Future scheme in OAPEN to
enhance discoverability and use of the open content. ontact: Tom Mosterd, Community Manager, DOAB / OAPEN (t.mosterd@oapen.org) Contact: Tom Mosterd, Community Manager, DOAB / OAPEN (t.mosterd@oapen.org LYRASIS LYRASIS is a library consortium that catalyzes and enables equitable access to the world’s
knowledge and cultural heritage. LYRASIS helps its members succeed by working with them to
identify their needs, issues and challenges and by providing products, services and learning 13/34 experiences to address them. LYRASIS helps its members succeed by providing leadership in and
opportunities for innovation and sustainability and facilitating their pursuit of a preferred future.4 LYRASIS has long been a supporter of membership-based open access models in North America. Through their Open Access Community Investment Program (OACIP), LYRASIS has a broad
marketing reach for open-access initiatives. LYRASIS is also usually already setup as a supplier in
many North American institutional systems, thereby substantially lessening the overhead of
payment processing for most presses. LYRASIS charge a percentage transaction fee, which can be included in the financial modelling
tool. Contact: Sharla Lair, Senior Strategist, Open Access & Scholarly Communication Initiatives
(sharla.lair@lyrasis.org) 3 January 2022]. Open Book Collective The Open Book Collective is a group of OA publishers, publishing service providers and research
libraries who work together through an online platform to sustain an equitable infrastructure for OA
Books. On the OBC platform, a forthcoming output of the COPIM project, libraries can easily
support a diversity of publishers committed to promoting co-operation and communal values in a
‘one-stop shop’ environment. y
]
5
OAPEN, ‘Online Library and Publication Platform’, 2021 <https://oapen.org/> [accessed 3 January 4
LYRASIS, ‘Mission and Strategic Plan’, 2021 <https://www.lyrasis.org/about/Pages/Strategic-Plan.aspx> [accessed
3 January 2022]. 6
Project MUSE, ‘The MUSE Story’, 2021 <http://about.muse.jhu.edu/about/story/> [accessed 3 January 2022]. Contact: https://thoth.pub Project MUSE Project MUSE is a leading provider of digital humanities and social science content for the
scholarly community around the world. For more than 25 years, Project MUSE has been the trusted and reliable source of complete, full-
text versions of scholarly journals from many of the world's leading universities and scholarly
societies. Currently, Project MUSE has over 700 journals from 125 publishers and offers nearly 14/34 70,000 books from more than 140 presses. All books are fully integrated with Project MUSE's
scholarly journal content, with collection and single title purchasing, subscription, OA
books/MUSE Open and evidence-based acquisition models available.6 70,000 books from more than 140 presses. All books are fully integrated with Project MUSE's
scholarly journal content, with collection and single title purchasing, subscription, OA
books/MUSE Open and evidence-based acquisition models available.6 Project MUSE is used, in Opening the Future, to deliver subscription and OA book content. Project
MUSE offers robust metadata provision to participating libraries, many of whom are already using
the platform. Of particular note, Project MUSE offers the requisite access control for the subscription portions of
Opening the Future, thereby avoiding the need for presses to implement their own access control
measures (see below on Technical Infrastructure). Contact: Nicole Kendzejeski, Associate Director (MUSE@jh.edu) • A WebAssembly GUI to manage metadata records. Thoth Thoth is an Open Dissemination System for Open Access books. It consists of: Thoth is an Open Dissemination System for Open Access books. It consists of: • A GraphQL API, implementing a data model specifically designed for OA books • A REST API to export metadata in formats like ONIX, MARC, etc. p
• A WebAssembly GUI to manage metadata records. Presses who require a metadata management system can use Thoth to integrate with Open Book
Collective. Presses who require a metadata management system can use Thoth to integrate with Open Book
Collective. Contact: https://thoth.pub 15/34 Marketing and Outreach Marketing and outreach are the most crucial but also most frequently overlooked activities in the
implementation of open-access business models. While there is a popular wisdom that claims that
‘if you build it, they will come’, this does not straightforwardly appear to be the case. Implementing
a new model such as Opening the Future requires a rigorous outreach, marketing, and sales
framework if it is to succeed. Emails to these individuals should: Emails to these individuals should: • Be addressed from a known and trusted figure, such as the acquisitions editor who worked
with the author previously. • Be specifically actionable. The email should clearly ask the author to reach out to a
particular librarian, if possible with a name and contact address. • Require as little work on the author’s part as possible. Use the below templates to attach the
email that you would like the author to send to the library. • Be personalised so as not to come across as marketing spam. • Comply with all General Data Protection Regulation (GDPR) provisions for opt-out if an
author does not wish to hear any more. • Comply with all General Data Protection Regulation (GDPR) provisions for opt-out if an
author does not wish to hear any more. Outreach to Backlist Authors Authors who have published with the press are likely to be among the keenest to ensure its future
prosperity. Authors who have previously published with the press are, therefore, a key outreach
point for institutional contact. That said, it is by no means guaranteed that these authors will
understand the Opening the Future model or, indeed, have any knowledge of open access publishing
in general. There is, for example, no guarantee that authors have heard of book processing charges
and it can be a dangerous field to open. Sample Template Email to Library from Author
Dear [insert librarian name], Dear [insert librarian name], My publisher, [insert press name], has launched an innovative Open Access initiative called
Opening the Future, which I would like you to consider supporting. With annual fees of between [€£$insert figure] and [€£$insert figure] per institution this is a low-
risk way of supporting a model that can be scaled up throughout the world of smaller university
presses. [insert press name] is offering collections of excellent titles in a model similar to the
‘subscribe to open’ scheme which you’ve already seen used successfully in the journal world. In essence [insert press name] has launched a collective subscription model that, through its
membership scheme, makes library funds go further: achieving the dual objectives of increasing
collections and supporting Open Access. The small annual fee would get the name of university
term access to [insert number] titles, becoming perpetual access after three years; the membership
revenue is used exclusively to publish new OA monographs. The initiative has the support of COPIM which is a reputable and well-funded driver of Open
Access for monographs, dedicated to moving away from unaffordable BPCs and spreading costs
more equitably. There are further details on the Opening the Future website and signing up takes only a few minutes
through a simple form at [insert signup URL]. I would encourage you to consider membership and
feel free to contact the press for further details. With many thanks for your consideration and with apologies if I have not addressed this email to
exactly the right library colleague - I would be grateful if you could pass this on, Name of author Sample Email to Author Dear X, [insert your personal greeting] I am writing to let you know of an innovative Open Access scheme at [insert press name]. In order
for this scheme to work, and for new scholarship to be well supported, I am asking for your help
with contacting your library. Opening the Future is a membership programme for university libraries whereby they subscribe to a
selection of our titles and in return we use their membership fees to publish new scholarship in
Open Access format, freely available to all and with no author facing fees. You can find more
details on the scheme at [insert web address]. 16/34 Our books will continue to be available in print, but the pandemic has shown that not only are
digital editions essential for research and teaching, but that they must also be affordable. Our books will continue to be available in print, but the pandemic has shown that not only are
digital editions essential for research and teaching, but that they must also be affordable. If you were able, please, to write to your library requesting that they sign up to support the
initiative, it would be of great help. I attach a sample email you can use (copied below) and I
believe the correct library contact is: [insert contact detail here] With your - and their - help we can begin to eliminate Book Processing Charges for scholars that do
not have access to research funder budgets. And we can freely disseminate new scholarship far and
wide. With many thanks for your consideration and best wishes,
[insert your name] With many thanks for your consideration and best wishes, Outreach to Open Access or Scholarly Communications
Librarians Open access librarians are often extremely savvy and well versed in new models for open access. Given the affordability of Opening the Future and the fact that scholarly communications budgets
have been cut back in recent days, this initiative offers a powerful and affordable way for
institutions to signal their support for open-access books, even when they do not have a great deal
of available funding. One potential point of confusion for this group is that they may misconstrue Opening the Future as
a read-and-publish or transformative agreement. That is, they may erroneously believe that they are
paying for their authors to publish openly with the press. Communication with librarians in this
group must stress the novelty of the approach and that the aim is to reach the entire frontlist
becoming OA, thereby avoiding the need for hybrid interim measures. Key elements of this outreach include: • Stressing the affordability of the initiative, with particular reference comparison • Emphasizing the need to avoid Book Processing Charges. • Tying the request to authors from the institution without implying that this is a
transformative agreement (i.e. showing that authors from the institution are publishing with
the press). • Tying the request to subject-specific readership/usages (e.g. are there textbooks set on
courses at the university that are published by the press?) • Personalisation so as not to come across as marketing spam. • Personalisation so as not to come across as marketing spam. • Complying with all General Data Protection Regulation (GDPR) provisions for opt-out if a
librarian does not wish to hear any more. Outreach to Frontlist Authors The degree of enthusiasm for open access varies hugely between authors. Nonetheless, frontlist
authors who are convinced of the merits of OA make for powerful allies. Writing to authors in this 17/34 category is particularly efficacious, when a work is in press or under contract, as they will often be
keen to help the press to thrive. Many of the same principles apply as in the above outreach to backlist authors, except that the
relationship here is likely to be warmer and more active. The key is to do as much work on behalf
of the academic as possible so that it is easy for them to write to their librarian. Outreach to Library Consortia Approaching library consortia can be a powerful way to generate multi-site signups and quickly
gain many members. The recent MIT Press report indicated substantial success working with large
groups of libraries.7 That said, there are a number of aspects to bear in mind with consortial groups: • Consortial groupings can be slow in their decision making. There are often multiple layers
of committees and budgets can be set up to 12 months in advance. Hence, while the rewards
can be great, the lead time for consortial participation can be lengthy. • Consortial groupings can be slow in their decision making. There are often multiple layers
of committees and budgets can be set up to 12 months in advance. Hence, while the rewards
can be great, the lead time for consortial participation can be lengthy. • Consortial groups are more likely to respond to larger presses with more substantial asks. There is almost a sense that below a certain threshold, it is not worth the time/participation
of the big groups. • Consortia can sometimes be distant from the purchasing process. Speaking directly on the
ground with individual acquisitions and scholarly communications librarians can often yield
more immediate direct results, although the rewards of landing a large-scale consortial
group is key. • Some library systems act as mini-consortia. The California Digital Library (CDL), for
instance, acts on behalf of the California system and is an extremely important player in the
US market. Nine libraries of the CDL group are subscribing members of Opening the Future
at both Liverpool University Press and CEU Press. • Some consortia have an extraordinarily large reach. The Center for Research Libraries
(CRL) in the US is a powerful ally who has already endorsed the Opening the Future model
at the Central European University Press. • Some consortia have an extraordinarily large reach. The Center for Research Libraries
(CRL) in the US is a powerful ally who has already endorsed the Opening the Future model
at the Central European University Press. • Some libraries are members of multiple consortial groups. Avoiding overlap in pricing
calculations and factoring this in during growth predictions is important. Outreach to Acquisitions/Collection Librarians and Using
Worldcat Data One of the core goals of the Opening the Future model is to shift from a bifurcated environment
where acquisitions budgets are used to buy books, while scholarly communications budgets are
used to fund OA, into a more holistic environment in which all acquisitions expenditure contributes
to making content open for all. When selling the Opening the Future model to acquisitions librarians, the focus should be on the
unique content that is delivered to each participating library (the backlist). Institutions in this
situation will also usually focus on a teaching need for the title or whether faculty have requested a
purchase, which can be challenging to demonstrate. Demand-driven acquisition paradigms have
also instilled a false belief in the sustainability of on-demand access. 18/34 Various data sources, such as Worldcat, can help to make the case to acquisitions librarians,
although the data can be read in different ways by different institutions. For instance, if Worldcat
data indicate that a library has previously purchased every title from a press, some libraries will see
this as a good indication that they should join the Opening the Future model as it represents a
cheaper way to acquire all new books. Others, though, may question why they should subscribe
when they already have all the titles. Hence, data are never neutral and require contextualisation for
each library. 7
Raym Crow, ‘MIT Press Open Monograph Model (Direct to Open)’ (Chain Bridge Group and the MIT Press,
2022). Press Releases about New Signups The most effective marketing strategies present potential customers with multiple engagement
opportunities. Because of the way that the timescales work in Opening the Future, there are many
opportunities to bring the scheme to the attention of libraries. These points include: • Launch of the scheme/model • Every time a library signs up (a press release with a quote from the library in question gives
the library the opportunity to signal their support for open publication practices and also
allows you to express gratitude in public for the signup) • Every time a library signs up (a press release with a quote from the library in question gives
the library the opportunity to signal their support for open publication practices and also
allows you to express gratitude in public for the signup) 19/34 • Reaching the revenue threshold for the next book to become open access • Deciding which next new title will be open access (i.e. declaring the intent for a book to be
published openly)
h
bli
i
f
i l • Deciding which next new title will be open access (i.e. declaring the intent for a book to be
published openly) • The publication of an open-access title • The publication of an open-access title Press releases that feature books and authors should be illustrated and eye catching. When
launching these announcements via a social media presence, you should ‘tag’ the associated
individuals – whether that is a library or an author – to ensure the broadest spread of material. All press releases should clearly indicate how libraries can support the model, with as few clicks as
possible. All press releases should clearly indicate how libraries can support the model, with as few clicks as
possible. Conferences and Events Examples of conferences at which it might be prudent to market the scheme are: Examples of conferences at which it might be prudent to market the scheme are: • • Advancing Research Communication and Scholarship (ARCS) Conference
• • ALA Annual meeting
• • ALA Midwinter meeting
• • ALPSP conference
• • American Historical Association
• • American Theological Library Association (ATLA)
• • Annual Library Leadership Institute (ALLI) conference
• • Asian Conference on Literature and Librarianship (LIBRASIA) conference
• • Asian Digital Library Conference (ADLC)
• • Association of Asian Studies
• • Association of College & Research Libraries (ACRL) conference(s). • • AUPresses Annual Meeting
• • Australian Library and Information Association (ALIA) Information Online conference. • • Berlin Open Access Conference
• • Canadian Association of Research Libraries
• • Canadian Library Association (CLA) conference. • • Charleston Conference (also Preconference)
• • Chartered Institute of Library and Information Professionals (CILIP) conference
• • CNI / Jisc library leaders conference
• • Conference of Directors of National Libraries of Asia and Oceania (CDNLAO)
• • Congress of Southeast Asian Librarians (CONSAL)
• • DCDC (RLUK, National Archives & Jisc)
• • Electronic Resources and Libraries Conference (EL&R)
• • Emerging Technologies in Academic Libraries (EmTAcL) conference. • • FORCE
• • Frankfurt Book Fair
• • Geneva Workshop on Innovations in Scholarly Communication
• • ICOLC
• • IFLA / WLIC International Federation of Library Associations
• • Information Science in an Age of Change (ISAC) conference
• • International Coalition of Library Consortia (ICOLC). • • International Conference on Asia-Pacific Digital Libraries (ICADL)
• • Joint Conference on Digital Libraries (JCDL) • • Advancing Research Communication and Scholarship (ARCS) Conference
• • ALA Annual meeting
• • ALA Midwinter meeting
• • ALPSP conference
• • American Historical Association
• • American Theological Library Association (ATLA)
• • Annual Library Leadership Institute (ALLI) conference
• • Asian Conference on Literature and Librarianship (LIBRASIA) conference
• • Asian Digital Library Conference (ADLC)
• • Association of Asian Studies
• • Association of College & Research Libraries (ACRL) conference(s). • • AUPresses Annual Meeting
• • Australian Library and Information Association (ALIA) Information Online conference. • • Berlin Open Access Conference
• • Canadian Association of Research Libraries
• • Canadian Library Association (CLA) conference. Conferences and Events • • Charleston Conference (also Preconference)
• • Chartered Institute of Library and Information Professionals (CILIP) conference
• • CNI / Jisc library leaders conference
• • Conference of Directors of National Libraries of Asia and Oceania (CDNLAO)
• • Congress of Southeast Asian Librarians (CONSAL)
• • DCDC (RLUK, National Archives & Jisc)
• • Electronic Resources and Libraries Conference (EL&R)
• • Emerging Technologies in Academic Libraries (EmTAcL) conference. • • FORCE
• • Frankfurt Book Fair
• • Geneva Workshop on Innovations in Scholarly Communication
• • ICOLC
• • IFLA / WLIC International Federation of Library Associations
• • Information Science in an Age of Change (ISAC) conference
• • International Coalition of Library Consortia (ICOLC). Conferences and Events • • International Conference on Asia-Pacific Digital Libraries (ICADL)
• • Joint Conference on Digital Libraries (JCDL) • ALA Annual meeting • • ALA Midwinter meeting 20/34 • • Joint University Librarians Advisory Committee (JULAC) conference
• • LIBER - Association of European Research Libraries
• • Library Association of Singapore (LAS) Libraries for Tomorrow conference
• • Library Collective aka LibCon
• • Library Publishing Forum
• • London Book Fair
• • Modern Language Association
• • Munin Conference
• • MUSE Meets conference
• • Music Library Association/Theatre Library Association Joint Meeting
• • National Acquisitions Group (NAG)
• • NISO Plus
• • North American Serials Interest Group (NASIG)
• • North Carolina Serials Conference
• • OA Tage/Open Access Days (Germany)
• • OASPA conference
• • Ontario Library Association OLA Super Conference
• • Open Education Conference
• • Open Science Fair
• • Researcher 2 Reader (R2R)
• • RLUK
• • SCONUL - UK Society of College, National and University Libraries conference
• • Society for Scholarly Publishing (SSP)
• • The Higher Education Technology Agenda (THETA)
• • UKSG
• • WHEF conference • • Joint University Librarians Advisory Committee (JULAC) conference
• • LIBER - Association of European Research Libraries
• • Library Association of Singapore (LAS) Libraries for Tomorrow conference
• • Library Collective aka LibCon
• • Library Publishing Forum
• • London Book Fair
• • Modern Language Association
• • Munin Conference
• • MUSE Meets conference
• • Music Library Association/Theatre Library Association Joint Meeting
• • National Acquisitions Group (NAG)
• • NISO Plus
• • North American Serials Interest Group (NASIG)
• • North Carolina Serials Conference
• • OA Tage/Open Access Days (Germany)
• • OASPA conference
• • Ontario Library Association OLA Super Conference
• • Open Education Conference
• • Open Science Fair
• • Researcher 2 Reader (R2R)
• • RLUK
• • SCONUL - UK Society of College, National and University Libraries conference
• • Society for Scholarly Publishing (SSP)
• • The Higher Education Technology Agenda (THETA)
• • UKSG
• • WHEF conference 21/34 Signup Workflow Despite its seeming simplicity, the workflow for Opening the Future is relatively complex, with
multiple actors involved at different times. Coordination between different parties requires care and
a technological infrastructure that can handle the effort. The workflow has to handle the following core activities: • Library sign up • Payment processing • Access control management • Library cancellation Process Diagram By default we recommend
enabling access before
payment is received and
retracting it if not received
within 3 months. Library Jisc Collections, Knowledge
Unlatched, LYRASIS, Press Depending on the region, Jisc
Collections, LYRASIS,
Knowledge Unlatched or the
Press itself must process the
signup. In the case of Jisc
Collections, the Library may also
have to complete a signup on
Jisc’s system instead. If a library signs up through
Jisc Collections’s independent
catalogue platform, it may be
necessary to duplicate the
signup data into the Press’s
own CRM system and OtF
site. Jisc Collections, Knowledge
Unlatched, LYRASIS, Press,
Project MUSE, Other Platform The Press or intermediary (Jisc
Collections, Knowledge
Unlatched, LYRASIS) informs
the platform provider (Project
MUSE as example) that access
should be granted to the signup
institution. Send welcome email to Library. Library Process Diagram Figure 2: The workflow for a generic/recommended Opening the Future programme Figure 2: The workflow for a generic/recommended Opening the Future programme 22/34 Action
Completes form on website Action
Completes form on website Notes
Triggers email alerts to correct
contacts at the Press and
intermediaries Actors Actors and Actions Actors
Library Notes
Triggers email alerts to correct
contacts at the Press and
intermediaries Delivery of Subscription Content A core part of the Opening the Future model is the delivery of subscription content to participating
libraries. This requires consideration of: 23/34 • The coherence of the subscription packages. It is vital that the collections of titles exhibit
both academic and commercial appeal. • The coherence of the subscription packages. It is vital that the collections of titles exhibit
both academic and commercial appeal. • The conditions of access. It is important that the content is hosted on a reputable platform
that delivers appropriate metadata in standards-compliant formats and that the content is
indexed in order to appear in library discoverability services. Some platform providers, such
as Project MUSE, can help to fulfil these crtieria. • The conditions of access. It is important that the content is hosted on a reputable platform
that delivers appropriate metadata in standards-compliant formats and that the content is
indexed in order to appear in library discoverability services. Some platform providers, such
as Project MUSE, can help to fulfil these crtieria. j
p
• The licensing. See below on SERU for the easiest path towards licensing of subscription
content. j
• The licensing. See below on SERU for the easiest path towards licensing of subscription
content. In addition, there are a number of ‘gotchas’ that must be considered for the delivery of subscription
content. In addition, there are a number of ‘gotchas’ that must be considered for the delivery of
content. In addition, there are a number of ‘gotchas’ that must be considered for the delivery of subscription
content. Fixed Packages Should Not Change While it is tempting to believe that packages can be reconfigured at will, the ability to deliver
custom packages is beholden to the restrictions of external suppliers. For instance, ensuring
consistent metadata is delivered to Project MUSE means that once a package has been setup by the
remote supplier, it should be fixed permanently. This also allows libraries to ensure that once they
have access to a package, it is never withdrawn, unless they cancel. 8
NISO, ‘Shared E-Resource Understanding (SERU)’, 2015 <http://www.niso.org/standards-committees/seru>
[accessed 4 January 2022].
9
NISO SERU Standing Committee, ‘NISO RP-7-2012, SERU: A Shared Electronic Resource Understanding’, 2012,
11. Licensing: Use SERU Where Possible While some institutions will require specific licenses, using the Shared E-Resource Understanding
(SERU) eliminates much legal wrangling and overhead around licensing while working in a good
faith capacity.8 Digital Preservation and Perpetual Access Depending on the specific delivery platform, it may be appropriate to deposit books in third-party
platforms, held in trust in case of future Press insolvency. ‘Perpetual access’ as promised by this
programme should also mean perpetual access beyond the lifespan of a press. By using robust,
third-party digital preservation systems, presses can provide a higher level of guaranteed
availability to libraries. As the NISO document on SERU describes itself: As the NISO document on SERU describes itself: As the NISO document on SERU describes itself: SERU embodies a desire by publishers and libraries for a cooperative and collaborative
relationship that recognizes that the provision of timely, high-quality materials and their
protection is in the mutual interests of all parties. SERU offers providers (such as publishers) and acquiring institutions (such as libraries)
the opportunity to save both the time and the costs associated with a negotiated and
signed license agreement by agreeing to operate within a framework of shared
understanding and good faith. The statements below provide a set of common
understandings for providers and acquiring institutions to reference as an alternative to a
formal license when conducting business. Neither the statements of understanding nor this document constitute a license
agreement. Because SERU is not a license, legal terms (such as jurisdiction, warranties,
and liabilities) are not used. Rather, the SERU statements describe a set of commonly
agreed-upon expectations for using and providing electronic resources. While licenses
are appropriate in many situations, SERU offers an alternative when both the acquiring
institution and the provider are satisfied with this approach.9 24/34 In cases where a formal license is required, the Press must take its own legal advice as to the
suitability of any particular clause. However, we recommend that any license provides the following
clauses: In cases where a formal license is required, the Press must take its own legal advice as to the
suitability of any particular clause. However, we recommend that any license provides the following
clauses: • Term access for the first three years; • Perpetual access after three years’ of subscription; • An open-access, Creative Commons license for front-list open-access content released under
the scheme. • An open-access, Creative Commons license for front-list open-access content released under
the scheme. Selection Procedures and Timescale It is imperative that the selection process for open-access books be transparent and trustworthy. Libraries fear that publishers will select books for the open-access route that they believe will not
sell, thereby implicitly devaluing open access. We recommend that Opening the Future presses adopt a strict chronological hierarchy for the
selection of the next open-access monograph. In other words, at the moment when sufficient funds
have accumulated to make another book open access, the book that is next scheduled for publication
in the current production schedule, but which hasn’t yet been announced as OA vs. non-OA should
be the chosen volume. 25/34 Figure 3: As more members join, frontlist books can gradually be published OA Figure 3: As more members join, frontlist books can gradually be published OA If multiple books are on the same production schedule, the Press has latitude to select which book
will be OA, but we would urge transparency around this process and for the Press to issue a
justificatory statement of the title’s worth in such instances. If multiple books are on the same production schedule, the Press has latitude to select which book
will be OA, but we would urge transparency around this process and for the Press to issue a
justificatory statement of the title’s worth in such instances. All new frontlist titles therefore could be first planned as traditionally-sold ‘closed’ books and as
soon as the press has accrued enough library support to fund a book, the metadata should be
changed before any sales are made. The distributors should then move the book to an OA status. This should happen well before the book is published. This process, in which titles are selected prior to being sent to any third-party intermediaries, means
that there is a long lead time for Opening the Future presses, before a book is made OA. However,
by doing so, we completely avoid any allegations of double dipping through the provision of
misleading data about title availability. Technical Infrastructures Two technical infrastructures exist, or will shortly exist, that can support the Opening the Future
model. The first is the ‘signup’ system developed by the COPIM project and Birkbeck’s Centre for
Technology and Publishing. The second is the Open Book Collective platform developed by
COPIM. 26/34 ‘Signup’ Infrastructure For those who wish to run their own infrastructure, a signup platform is available at the Github
repository of the Birkbeck Centre for Technology and Publishing. The platform is written in
Django/python and is available under the GNU Affero General Public License v3.0. Features of this platform include: Features of this platform include: Features of this platform include: • CMS system • Ability to collect signup data • Access control management system • Multi-tenant hosting (more than one press per install) • News and updates system • Per user and per role access control Running the signup infrastructure requires an independent web host capable of serving wsgi
applications in python. The overheads of running this system locally should be matched to the
Press’s in-house technical capacity. As always, the cost of free software must be measured in the
time that it takes for an in-house individual to maintain a site vs. the cost of
externalising/outsourcing such provision. URL: https://github.com/BirkbeckCTP/signup Open Book Collective ‘Open Book Collective’ (OBC) is a platform and intermediary organisation that allows open-access
academic publishers and infrastructure providers (‘initiatives’) to promote their publishing activities
and to sell and manage their funding schemes. When launched, Open Book Collective will allow publishers to specify the data that they wish to
collect and also to present Opening the Future-style initiatives on a central platform for open-access
book funding models. Open Book Collective features advanced integration with the Thoth metadata system, allowing
libraries to see links to their own institutions. Open Book Collective features advanced integration with the Thoth metadata system, allowing
libraries to see links to their own institutions. Open Book Collective, when it launches, will be found at https://www.openbookcollective.org Open Book Collective, when it launches, will be found at https://www.openbookcollective.org 27/34 Appendix A: Jisc Collections Licensing Template See DOI 10.5281/zenodo.6907707 for a link to this appendix MS Word document. 28/34 Appendix B: Financial Modelling Spreadsheet 29/34 Appendix C: Frequently Asked Questions This section contains answers to the most frequently asked questions that we encountered in
deploying Opening the Future. These FAQs can be used in response to queries about the model or
simply to answer these questions if you have them yourself. The numbers in these FAQ responses
pertain to the model at the Central European University Press’s implementation of Opening the
Future. Why OA and Why Now? The Covid-19 pandemic has shown that open access in scholarly communications is the optimal
solution in a time of severe societal restriction. It seems clear that there is an opportunity to reassess
how academic books can reach the world. Even without the context of Covid-19, open access is a
benefit to scholars and readers alike - the following list of positive benefits is taken from the
OAPEN OA Books Toolkit: • Increased readership, usage and citation
• Wider and more diverse audiences
• Real-world impact and public engagement
• Quicker and more lasting impact
• More possibilities for readers to engage with and improve research
• Greater author control
• Compliance with funder mandates • Wider and more diverse audiences • Compliance with funder mandates During the first phase of Covid 19 many university and commercial publishers made their content
open to the world as they rushed to assist students and researchers to gain access to content while
libraries were closed. Over the months of mid-March until the end June 2020 CEU Press made 279
titles open to anyone with access to the Internet. Through the Project MUSE platform downloads
exceeded 350,000 in 129 countries for books that under the closed model would have sold a couple
of hundred copies in hardback. Growth in ebook usage was dramatic. What happens if a frontlist title has access to other funding as as BPC from a research grant? Our policy is to first seek funding from other sources and only if that is not available (which it is
still not in most cases) would we apply the funds raised from this project to make books open. Why now when library budgets are under so much pressure? The Covid pandemic has at once exposed how vital open access is to the future of scholarly
communications while also ripping the heart out of the library budgets that can make that transition
possible. Opening the Future is designed to be affordable to yield excellent value per book. At an
average projected cost of €16.00 per backlist title, €32.00 per frontlist title, or €10.67 per book on
aggregate. Whichever way you look at it, Opening the Future provides a good return on library
investment. Why would a research funder be interested in this programme and how can they get
involved? Open access is of clear benefit to research funders, who can then ensure the maximum public
impact of the work that they fund. Funders have, in the past, supported other consortial membership
schemes in the journal space and we hope that this will translate to books as we seek a more open
future. Is this program open to library consortia deals? Since success in opening all books depends on the income this will be considered but can reflect
only the savings in administration and marketing costs. Please contact us to discuss: When will you make books open access? As soon as we have the revenue, the next book to be published will be OA, though with a gap of a
few months to ensure the metadata that goes out about its OA status overrides any pre-publication
publicity about the book. In this way we hope to avoid libraries buying books because their OA
status was announced too late. ow can revenue targets be reached? And what happens if and when they are reache Revenue targets can be reached as more libraries join up. Once achieved we will reduce the
membership fees, or with members’ consent, make more books open access. Can this model scale for use by other publishers without inundating libraries with lots of tiny
deals? We hope that with the documented success of Opening the Future we will have a model that could
lead to the widespread transition of university presses worldwide to OA. COPIM is also working on 30/34 producing something like a 'shopping mall' to facilitate support and enable library choice. Called the
'Open Book Collective' this non-profit platform will allow open-access academic publishers and
infrastructure providers to promote their publishing activities, manage and sell their funding
schemes to libraries. Is this like a ‘Read and Publish’ deal, but for books? No, the model is not based on the support of individual titles. If anything it’s more like a ‘Subscribe
to Open’ offer. Participating libraries get unlimited access to curated selections of backlist eBooks at
a much cheaper price than buying them in print one at a time. The subscription fees are then used to
‘unlock’ new OA books. It’s that simple. There are no BPCs charged, and authors at participating
libraries do not get ‘preferential’ or ‘discounted’ publishing deals: OA books are chosen on merit,
through the normal editorial proposal process and are peer reviewed. The cost of producing OA
books is paid for by the collected library subscription fees: so the more libraries sign up, the more
OA books can be published. What is the goal of this model? Nothing less than to show a route to sustainable OA for the foundational publications of the
Humanities and Social Sciences. What do subscribing members get for their money? Members receive access to packages of 50 titles from CEU Press’s extensive backlist on Central
and East Europe and the former Soviet Union - the history of the region dating back to the middle
ages, communism and transitions to democracy. There are four packages to choose from but each 31/34 will contain titles proven by recent download figures to be popular and current according to data
from Project MUSE. One package has been curated by an independent panel of subject expert
library colleagues. While not a pick and mix model entirely there is sufficient choice for libraries to
select what meets their collection and reader requirements best. Will member libraries/institutions have unlimited access to the books in the subscription
packages? And what happens at the end of three years? Member libraries and institutions will have unlimited concurrent/simultaneous access to all titles in
the package they’ve subscribed to during the term of their three year membership. They will be
entitled to perpetual access to that package at the end of their three year membership. Membership is for a minimum of three years. Membership is for a minimum of three years. Member libraries and institutions will have unlimited concurrent/simultaneous access to all titles in
the package they’ve subscribed to during the term of their three year membership. They will be
entitled to perpetual access to that package at the end of their three year membership. You may sign
up for access to a separate package at any time - this membership and package access will also be
for a minimum of three years. How much do members pay per year? Library and institutional members are banded according to their size, as recognised by LYRASIS
and Jisc. Based on this, the structure at Central European Press, as an example, is: • €1200 high tier, per year (approx $1,425 USD / £1,000 GBP) • €800 medium tier, per year (approx $950 USD / £700 GBP)
• • €350 lower tier, per year (approx $425 USD / £300 GBP) Membership is for a minimum of three years. What will be the format of the book subscription package and what services will be available
to members? The books in the subscription packages are hosted on Project MUSE in their standard DRM-free,
unlimited-use model for ebooks. Content is delivered in chapter-based PDF format. Full-text
searching is available across all books and within individual titles. MUSE supports authentication
via IP, Shibboleth, and referring URL. Participating libraries will be able to make use of MUSE’s
Library Dashboard to access MARC records and KBART files customised to their holdings, and to
retrieve COUNTER 5-compliant usage statistics. MUSE collaborates with all major library discovery vendors and will ensure the packages are set up
as collections to be activated in all pertinent discovery services. Books on the MUSE platform are
preserved through participation in PORTICO’s E-Book Preservation service. Project MUSE is committed to the accessibility of content and complies with the Americans with
Disabilities Act (ADA), in a manner consistent with the Web Accessibility Initiative Web Content
Accessibility Guidelines 2.1 AA. 32/34 Will there be any DRM restrictions on the backlist? No, all backlist package titles that you are subscribed to will be DRM-free and accessible by
multiple users simultaneously. How have the packages been composed? The four packages of 50 titles each have been assembled in different ways. The first covers History
and is primarily made up of the most accessed titles on the Project MUSE platform. The second is
Political Science, again selected by their ranking on Project MUSE. The third, selected by the
editors at CEU Press, is wider in subject areas and includes gems in literature, such as the Classics
list, gender studies, Roma, labour, public health, nationalities, Jewish studies, human rights and
more. The fourth is a package made up of titles selected from the other three packages, by a small
independent panel of librarians. If a library doesn't have a discretionary OA budget, can they still participate? You can sign up to as many packages as you like - simply fill in the form for each package you want
access to, or you can always contact us if you want to discuss it first: Yes, absolutely. Funds from any budget are accepted. In fact, we are hoping that as libraries see this
to be a cheaper way of building collections they will pay for this type of offer through their
acquisitions budgets. What if I want access to more than one package? You can sign up to as many packages as you like - simply fill in the form for each package you want
access to, or you can always contact us if you want to discuss it first. How will the OA books be made available? The new titles funded by the program to be published open access will be hosted on Project MUSE,
and OAPEN and ORL. OA books will be available in PDF format with CC BY NC ND licences. Project MUSE supports open access books with MARC records, KBART files, and metadata
sharing with major library vendors, to ensure that OA content is widely discoverable through library
systems. The books will also be listed in DOAB. Press also sell print copies of the OA books? If so, where does the money from thes Yes. All OA titles will be available to purchase in print form. The revenue that we need to make
books OA is already reduced by the amount that we hope to raise from continuing print sales. Print
books can be bought through the normal channels. I already own the backlist titles/don't need access to the books but would still like to support
the OA programme. Can I do this? p
g
Yes. We appreciate that some institutions may not wish to sign up to a book package, or may not be
able to. However they might still want to support, and help to fund, the Open Access monographs
that CEU Press will be publishing. For these institutions we have created an ‘OA Supporter 33/34 Membership’. It is simple and quick to join: just fill in the sign up form with the appropriate details
and we’ll do the rest. No further action is required from you once we have processed the payment. Membership’. It is simple and quick to join: just fill in the sign up form with the appropriate details
and we’ll do the rest. No further action is required from you once we have processed the payment. Why do we use sales agents and other organisations for outreach? Transitioning to Open Access is hard and we’re in the midst of a transition where we need to
accommodate the needs of libraries with a model that is new. We understand that libraries often
need to go through extensive deliberations amongst their own stakeholders to see if it is worth
investing in our particular offer. As a small press we do not have the resources to talk to every
librarian, so we rely on the non-profit membership organization LYRASIS in North America who
are already communicating with librarians every day, and sales agents like Knowledge Unlatched
elsewhere in the world. 34/34 Bibliography Crow, Raym, ‘MIT Press Open Monograph Model (Direct to Open)’ (Chain Bridge Group and the
MIT Press, 2022) Jisc Collections, ‘About Jisc Collections’, Jisc, 2021 <https://www.jisc.ac.uk/jisc-collections>
[accessed 3 January 2022] LYRASIS, ‘Mission and Strategic Plan’, 2021 <https://www.lyrasis.org/about/Pages/Strategic-
Plan.aspx> [accessed 3 January 2022] Montgomery, Lucy, Christina Emery, Frances Pinter, and Leon Loberman, ‘Pilot Proof of Concept
Progress Summary’ (Knowledge Unlatched, 2014)
<http://collections.knowledgeunlatched.org/wp-
content/uploads/2013/09/KU_Pilot_Progress_Summary_Report.pdf> [accessed 25 May
2014] NISO, ‘Shared E-Resource Understanding (SERU)’, 2015 <http://www.niso.org/standards-
committees/seru> [accessed 4 January 2022] NISO SERU Standing Committee, ‘NISO RP-7-2012, SERU: A Shared Electronic Resource
Understanding’, 2012, 11 OAPEN, ‘Online Library and Publication Platform’, 2021 <https://oapen.org/> [accessed 3 January
2022] Penier, Izabella, Martin Paul Eve, and Tom Grady, ‘Revenue Models for Open Access Monographs
2020’, Community-Led Open Publication Infrastructures for Monographs, 2020
<https://doi.org/10.5281/zenodo.4011836> Pinter, Frances, and Christopher Kenneally, ‘Publishing Pioneer Seeks Knowledge Unlatched’,
2013 <http://beyondthebookcast.com/transcripts/publishing-pioneer-seeks-knowledge-
unlatched/> Pinter, Frances, and Lucy Montgomery, ‘Knowledge Unlatched: Toward an Open and Networked
Future for Academic Publishing’, in Accentuate the Positive: Charleston Conference
Proceedings, 2012, ed. by L. H. Hinds, K. P. Strauch, and B. R. Bernhardt (presented at the
Annual Charleston Library Conference, United States of America: Purdue University Press,
2013), pp. 386–91
<http://docs.lib.purdue.edu/cgi/viewcontent.cgi?article=1387&context=charleston>
[accessed 14 July 2020] Project MUSE, ‘The MUSE Story’, 2021 <http://about.muse.jhu.edu/about/story/> [accessed 3
January 2022]
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Editorial
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Materials research
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© 2015 © 2015 DOI: http://dx.doi.org/10.1590/1516-1439.18suppl2
Materials Research. 2015; 18(Suppl 2): 1 Editorial The Brazilian Conference on Materials Science and Engineering (CBECIMAT) is the most traditional meeting of the
Materials Science and Engineering community in the country occurring since 1974. The Materials Societies that support
this event are the Brazilian Ceramic Society (ABCeram), Brazilian Society of Metallurgy, Materials and Mining (ABM),
and Brazilian Polymers Society (ABPol). For 2014, as an initiative to hold the event outside the most traditional regions with research activities in materials
science, the event was held in Cuiaba (MT), organized by a group of researchers of the Universidade Estadual Paulista
(UNESP), from November 9th to 13th. This was the 21th Edition of the event. (
)
The event was attended by 1025 participants, who come from 22 Brazilian states and also from other countries such
as United States, Canada, Spain, England, Portugal, Chile, Uruguay, Argentina and Paraguay. In total, 1395 abstracts
were submitted to be presented as posters and 95 as oral and keynotes talks, from renowned national and international
experts, resulting in approximately 1500 technical and scientific presentations. The topics discussed during the congress
included synthesis, processing and properties of traditional materials, as well as the development of new nanostructured
materials, biomaterials, nanomedicine, interfaces and graphene. A lecture on the graduate courses in materials science
and engineering in Brazil and a round table to discuss the prospects for the teaching of materials engineering were also
realized. Four short courses on materials characterization techniques were offered. Finally, a meeting of the Materials
Science and Engineering Nucleus (NUDCIMAT) from the Universities of the Montevideo Group Association (AUGM)
was held during the conference. From the papers presented at the Conference, 128 were submitted to publication in Materials Research and after a
rigorous peer review process, 49 were approved. The papers selected cover a wide range of topics in materials structure,
processing, characterization and application. On behalf of the Organizing Committee, we would like to express our most sincere gratitude to all participants in the
event, the scientific committee and to the support staff for their collaboration before, along and after this very successful
conference. Carlos Roberto Grandini
Guest Editor
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Integration of social, ecological, political and technological issues into economic development programs: Key to sustainable development of human society
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Major environmental issues affecting human future
and sustainability on earth decline, declining rain and depleting natural water
resources, increasing soil salinity, increasing natural and
man-made
disasters,
disposal
of
chemical
and
radioactive wastes, ocean oil spills and marine pollution,
degrading coastal ecosystems, acid rains etc. The global
environmental concerns are threat of global warming and
climate
change,
stratospheric
ozone
depletion,
deforestation and biodiversity erosion, overpopulation
and resource depletion especially in poor developing
countries (Sinha, 2006). Environmental problems of major concern are local,
regional/national and global. The local concerns are air,
water and noise pollution, declining groundwater table
and increasing shortage of potable water, chemical spills
and contaminated sites (land), acid sulfate soil, indoor air
pollution and household hazardous wastes, urban sprawl
and congestion, increasing health risks of urban
residents, waste landfills and toxic emissions, solid waste
(specially plastic waste) and sewage, green-land clearing
and threatened species. The regional concerns are rural Integration of social, ecological, political and
technological issues into economic development
programs: Key to sustainable development of human
society Rajiv K. Sinha1*, Brijalkumar Soni1 and Binod Shankar2 1School of Engineering (Environment), Griffith University, Nathan Campus, Brisbane, QLD-4116, Australia. 2Department of Environment and Water Management, A.N. College, Patna, India. Accepted 6 February, 2013 Accepted 6 February, 2013 We need to plan for ‘Development without Destruction’ and manage our environment based on the
ethical principle of social equality, economic prosperity with ecological security to achieve the goals of
sustainable development. Environmental management and economic development programs should go
hand in hand for achieving sustainability in global human society. Changes in the way we develop our
economy, eat and drink, live and move, use and discard (as waste) the Earth’s resources, enjoy our
lifestyle are needed to be changed quickly to bring us back into balance with our life support systems
on Earth. We have also to overcome the ‘greed’ of having more and be ‘contented’ after our ‘needs’ are
fulfilled. Greed based society can never be sustainable. The key to growing sustainably is not to
produce less but to produce differently, in a way which is environmentally friendly and compatible, that
is, by embracing the philosophy of ‘Cleaner Production’; not to consume less but to consume
judiciously and efficiently within the regenerative capacity of the Earth ecosystems and with minimum
waste generation. ogical, social, economic, ecological and political considerations, good health, social equity Key words: Technological, social, economic, ecological and political considerations, good health, social equity,
eradication of poverty. Journal of Agricultural Biotechnology and Sustainable Development Vol. 5(2), pp. 12 –28, February 2013
Available online at http://www.academicjournals.org/JABSD
DOI: 10.5897/JABSD10.015
ISSN 2141-2340 ©2013 Academic Journals Journal of Agricultural Biotechnology and Sustainable Development Vol. 5(2), pp. 12 –28, February 2013
Available online at http://www.academicjournals.org/JABSD
DOI: 10.5897/JABSD10.015
ISSN 2141-2340 ©2013 Academic Journals *Corresponding author. E-mail: Rajiv.Sinha@griffith.edu.au. Depleting forest and biodiversity: Destroying the
protector of life on Earth Each year, around 17 to 18 million hectares of tropical
forests rich in species diversity are cleared for timber,
paper and fuel wood, and for fodder growing to export to
meat producing industries in Europe and America. Every
day a minimum of 3 (some put it 30) species of life is
permanently disappearing from the face of Earth and at
current rate of habitat destruction it can become 3
species every hour in coming years. Disappearance of 1
plant species may eventually lead to the extinction of up
to 30 insect and animal species in the food chain as they
depend upon plants for survival. Meat eating society is
taking heavy toll on our biodiversity. The same amount of
plant food that would feed 1.5 billion pure vegetarians
would only feed 210 million meat eating people. Each
time we take a medicine; there is one chance in two that
our purchases owe its origin from wild species. A number
of them are ‘life-saving’ medicine. Besides green plants
are the main ‘source of life sustaining oxygen in air’ and
‘sink of greenhouse gas CO2’ on earth. Vanishing water resources on earth: Destroying the
elixir of life Out of the total water on earth, only 2.5% are freshwater,
97.5% are seawater and only less than 1% is useful for *Corresponding author. E-mail: Rajiv.Sinha@griffith.edu.au. Sinha et al. 13 little more than 30 years it might no longer be able to feed
its growing population. human use and consumption which are also being
destroyed by human wastes and chemicals. Underground
water table is rapidly falling throughout the world. Within
25 years, half of the world’s population could face
hardship in finding enough freshwater for drinking,
sanitation and food production. About 3 million litres of
water is needed to produce 1 ha of corn; about 12 to 20
million litres to produce 1 ha of rice; about 250 L to
produce 1 kg of wheat; about 25,000 L to produce 1 kg of
meat; about 50 L to produce 1 L of whisky; about 250 L to
produce 1 kg of steel and about 18,000 L to refine 1 ton
of petroleum. About 45 industrial chemicals have been
found in surface water. They are ‘Endocrine Distruptors’
in very low-parts-per billion. The cost of providing safe
drinking water and sanitation to everyone in the world by
2025 will be US $ 180 billion per year. Piling toxic chemicals on earth: The demons of
development and inducer of deadly human diseases Worldwide about 80 to 100,000 chemicals are in use
every day in our industries and other developmental
activities and some 1000 new chemicals are added each
year. There are some 861 neuro-toxic chemicals in use in
our cosmetics, perfumes and toiletries. The deadly
chemicals DDT and PCBs have reached even up to the
poles. A relationship between ‘chemicals and cancer’ is
scientifically proved and women are more vulnerable. According to UNEP and WHO, some 25 million farmers
and agricultural workers are poisoned by chemical
pesticides every year and nearly 3 million people suffer
from ‘acute pesticide poisoning’ and some 10 to 20
thousand people die every year from it in both the
developed and the developing countries. Studies indicate
that there is significant amount of ‘residual pesticides’
contaminating our food stuff long after they are taken
away from farms for human consumption. Vegetable
samples were contaminated 100% with HCH and 50%
with DDT. US scientists predict that up to 20,000
Americans may die of cancer, each year, due to the low
levels of ‘residual pesticides’ in the chemically grown food
(UNEP Report, 1992). Exposures to chemical pesticides
are linked with serious diseases and developmental dis-
orders like ‘nervous system disorders’, ‘immune system
suppression’, breast and other cancers’ ‘reproductive
damages’, ‘impairment of brain development in children’ Chemicals in the breathing air: Destroying the source
of life on earth Several millions tones of gases, carbon monoxide (about
106 million tonnes), carbon dioxide (4550 mt), sulfur
dioxide (90 mt), oxides of nitrogen (60 mt), methane (84
mt), hydrocarbons (47 mt), CFC and halons (1 mt) and
suspended particulate matter (30 mt) enter into our
atmosphere every year from our industries and
automobiles. Diesel vehicles emit over 100 micro-
particles several of which are carcinogenic. Some 189
hazardous air pollutants (HAPs) have been identified in
the atmosphere. UNEP estimates that over 3 million
people in world die every year from air pollution related
diseases and the non-cigarette smoker lung cancer rate
due to outdoor air pollution in world today is estimated to
about 2000 cases per year. According to WHO, coal
power plants in the U.S. cuts short nearly 24,000 lives,
including 2,800 from lung cancer and nearly 38,200 from
heart attacks each year. VULNERABILITY OF THE HUMAN SOCIETY ON
EARTH – HOW SUSTAINABLE IS OUR FUTURE? N-nitrosodimethylamine (NDMA), a principal ingredient in
rocket fuel and methyl tertiary butyl ether (MTBE), a
gasoline additive were discovered in surface and ground
water sources; thousands of kilometers away from where
they were used. DDT and PCBs were found on poles,
thousands of kilometers away from where they were
produced; radioactive isotopes strontium-90 (Sr90) and
cesium-137 (Cs137) which are routine emissions from all
nuclear power plants were found in the bone marrow of
children in India far away from the sources of their
emissions. All
these
chemical
and
radioactive
contaminants followed the air routes to reach those
distant
destinations. From
the
atmosphere
they
precipitated down to Earth and entered into the human
ecosystem. This shows how vulnerable we have become
in the wake of material development and also pose a
major question on how much sustainable is our future on
Earth (Meadows et al., 1992). Depleting stratospheric ozone shield: Exposing
mankind to radiation hazards It can cause
non-melanoma skin cancers and blindness from juvenile
cataracts worldwide; g
g
p
Coal power plant gives out about 800 to 1000 g of CO2
for every unit (kWh) of electricity produced. In one year,
an average car emits 4.3 tons of CO2. Agriculture has
also been responsible for huge emissions of greenhouse
gases and induction of global warming. Of the increase of
atmospheric carbon over the last 150 years, about a third
(33.3%) is thought to have come from agriculture. Over
the last century, the world has warmed between 0.3 and
0.6°C. If emission of all the GHG are not arrested the
world will on average be 1.3°C warmer by 2020. Global
warming disturb rainfall patterns, ‘suppress human
immune system’ and induce natural disasters. Mounting human wastes on earth: Poisoning the soil,
air and water MSW is mounting on earth everywhere. In U.S., each
sunset sees a new mountain of nearly 410,000 tons of
garbage. The European Union throws away an estimated
2 billion tones of MSW each year. The character and
composition of MSW are changing in modern techno-
logical society with the non-biodegradable ‘synthetic
material’ coming into existence. Biomedical waste
constitute considerable portion of MSW, 10% is
‘infectious’ and 5% is non-infectious but potentially toxic
and radioactive. Several toxic chemicals are used in
modern homes, resulting into generation of household
hazardous waste, which are mixed and disposed with the
MSW ending up in landfills with serious consequences for
environment and society. The ‘electronic waste’ has
become serious problem. It is like ‘tsunami’ of ‘e-waste’ in
world. It is virtually a chemical waste mixed with general
MSW ending up in landfills. Waste landfills emit more
powerful greenhouse gases (Methane and nitrous oxides)
and toxic trace gases like ‘xylene’ and ‘toluene’ and toxic
leachate that can contaminate groundwater. In 2005
waste landfills in Australia emitted some 17 million tons
CO2-e (equivalent) of greenhouse gas equivalent to the and ‘disruption of hormonal systems’ and ‘disruption of hormonal systems’ emissions from 4 million cars. Every 1 kg of solid waste
diverted from landfills prevents 1 kg of greenhouse gas
emission equivalent to CO2. Depleting stratospheric ozone shield: Exposing
mankind to radiation hazards CO2, the major greenhouse gas inducing global warming
was 280 ppm in the pre-industrial times and now stands
at 370 ppm, 30% higher. It is currently rising by 0.5%
every year. Powerful greenhouse gases e.g. methane
and nitrous oxide are emitted from solid waste
management programs by composting or more from
waste landfills. Molecule to molecule, CH4 is 20 to 25
times more powerful and N2O is 296 to 310 times more
powerful GHG than carbon dioxide (CO2). Every 24 h,
human activity on earth generates some 16 million tons
of greenhouse gas CO2 and release into the atmosphere. Coal power plant gives out about 800 to 1000 g of CO2
for every unit (kWh) of electricity produced. In one year,
an average car emits 4.3 tons of CO2. Agriculture has
also been responsible for huge emissions of greenhouse
gases and induction of global warming. Of the increase of
atmospheric carbon over the last 150 years, about a third
(33.3%) is thought to have come from agriculture. Over
the last century, the world has warmed between 0.3 and
0.6°C. If emission of all the GHG are not arrested the
world will on average be 1.3°C warmer by 2020. Global
warming disturb rainfall patterns, ‘suppress human
immune system’ and induce natural disasters. CO2, the major greenhouse gas inducing global warming
was 280 ppm in the pre-industrial times and now stands
at 370 ppm, 30% higher. It is currently rising by 0.5%
every year. Powerful greenhouse gases e.g. methane
and nitrous oxide are emitted from solid waste
management programs by composting or more from
waste landfills. Molecule to molecule, CH4 is 20 to 25
times more powerful and N2O is 296 to 310 times more
powerful GHG than carbon dioxide (CO2). Every 24 h,
human activity on earth generates some 16 million tons
of greenhouse gas CO2 and release into the atmosphere. Hole in the ozone shield in the stratosphere over the
Antarctica is growing larger and deeper, exposing man
and other species to increased levels of harmful UB-V
radiation. Some 66,000 tones of ozone depleting
chemicals are released into the environment every year
due to human activity. Increased UB-V radiation can
cause suppression of human immune system making
people vulnerable to infectious diseases. Degrading and eroding soil mantle: Destroying the
food base on earth Billions of tones of top soil (the fertile layer) are eroded
away every year, being washed away into the sea or
carried away with wind converting into wasteland. Every
year, nearly 27 million hectares or say, 47 ha min-1, of
valuable fertile land are lost by desertification. Every
minute a chunk of ‘fertile agricultural land’ of the size of
tennis court is being converted into wasteland. Over the
last two decades, the world has lost some 500 million
metric tons of topsoil. Only the ‘top thin layer’ of the soil
with humus is vital to grow food and is sustaining the
entire civilization. Formation of just 1 cm of soil from
parent rock take from 100 to 1,000 years and 2.5 cm of
topsoil can take from 100 to 2,500 years. FAO has
warned that the world's soil was degrading so fast that in J. Agric. Biotech. Sustain. Dev. 14 3rd World Summit on Sustainable Development
(WSSD), Johannesburg, S.A., 2002 3rd World Summit on Sustainable Development
(WSSD), Johannesburg, S.A., 2002 3. A system of socio-economic development which can
provide good quality of life to all the people (rich and
poor, men and women, adults and children) born on
Earth, while protecting their basic life-support systems
(air, water, soil, flora and fauna) and also safely disposing
all the wastes (domestic, commercial and industrial)
generated by them (Label et al., 1987, Goodland and
Serafy, 1991). The WSSD (2002) was held at Johannesburg, South
Africa to take stock of the situation about the
achievements made towards attaining sustainability in the
field of human development during the last 10 years
since the 2nd Earth Summit in 1992. The task at
Johannesburg was to recapture the momentum of the
movement for sustainability begun at Stockholm (1972)
and Rio (1992). (
)
In the 10 years between Rio (1992) and Johannesburg
(2002),
critical
environmental
problems
such
as
greenhouse gas emission (global warming), loss of old
growth and primary forests (biodiversity erosion), ocean
plunder and waste of resources (piling waste), lurched
from bad to worse. On the socio-economic front, the rich
and the powerful got richer and more powerful, while the
poor became poorer and weaker. The concept of
‘sustainable
development’
and
the
much
lauded
movement for sustainability remained on paper. First UN Conference on Human Environment,
Stockholm, Sweden, 1972 The first ever World Conference on Human Environment
was
held
in
Stockholm
in
June
1972
where
representatives from more than 70 countries participated
and pledged to save the environment. This may be
regarded as the ‘1st Earth Summit’. The Conference was
chaired by Mrs. Gro Harlem Bruntdland the then Prime
Minister of Norway who was later entrusted with the task
of forming the ‘World Commission on Environment and
Development’ (WCED) in 1987 where she conceived the Sinha et al. Sinha et al. 15 term ‘sustainable development’. term ‘sustainable development’. confronted with a perpetuation of disparities between and
within nations, a worsening of poverty, ill health and
illiteracy, and the continuing deterioration of natural
ecosystems on which we depend for our well-being”. However, integration of environment and development
concerns and greater attention to them will lead to the
fulfillment of basic needs, improved living standards for
all, better protected and managed ecosystems and a
safer more prosperous future. No nation can achieve this
on its own but together we can in a global partnership for
sustainable development’. At Stockholm, the world leaders declared – “Man is
both creature and moulder of his environment, which
gives him physical sustenance and affords him the
opportunity for intellectual, moral, social and spiritual
growth. Both aspects of man’s environment, the natural
and the man-made, are essential to his well-being and to
the enjoyment of basic human rights, the right to life
itself”. Bruntdland
commission
report
on
sustainable
development (1987) p
Agenda 21 cautioned that the growing population and
poverty in the developing countries and the unsustainable
pattern of consumption in the developed industrialized
countries would thwart the spirit and pace of sustainable
development throughout the world. For ‘environmental
sustainability’,
‘socio-economic
prosperity’
and
‘environmental literacy’ of the global human society, and
‘political stability’ throughout the world should be a pre-
condition. Poor and the deprived people, and the
politically discriminated would violate all economic and
ecological imperatives in order to survive (because
survival is more important than sustainability) thus
leading to unsustainability. Highly educated can be
‘environmentally illiterate’ and fail to realize the
importance of sustainability. The report of the ‘World Commission on Environment and
Development’ (WCED) was published as ‘Our Common
Future’ (WCED, 1987). It redefined the concept of
development
which
should
encompass
three
components: 1. A systems of socio-economic development to meet the
‘needs’ (but not the ‘greed’) of the present generation
without compromising with the abilities of the future
generations to meet their own needs. 2. A system of stable socio-economic and ecological
development that should improve the total quality of all
life (human beings, plants and animals) on Earth now and
in the future too, while maintaining the social and
ecological integrity (natural and man-made ecosystems)
of the earth upon which all life depends. 1. Two billion people currently do not have access to
modern energy services;
2. About than 1.1 billion people globally do not have
access to safe drinking water. It is predicted that water 1. Two billion people currently do not have access to
modern energy services; UN Conference on Environment and Development,
Rio de Janeiro, Brazil, 1992 The UN Conference on Environment and Development
was held at Rio de Janeiro, Brazil, in 1992. This was the
‘2nd Earth Summit’ organized 20 years after Stockholm
and was participated by 172 countries (more than twice
that participated at Stockholm). ‘Environment and
Sustainability’ and ‘Sustainable Development’ was the
focus of discussion. The world leaders declared –
“Human beings are the center of concerns for sustainable
development. They are entitled to a healthy and
productive life in harmony with nature”. t These are some of the disheartening episodes of the
efforts
made
towards
achieving
global
human
sustainability: 1. Two billion people currently do not have access to
modern energy services; The Agenda 21 (agenda for the 21st century) was
adopted at UNCED. It was the blueprint for global
sustainable development. Agenda 21, pronounced that
“Humanity stands at defining moment in history. We are gy
2. About than 1.1 billion people globally do not have
access to safe drinking water. It is predicted that water 16 J. Agric. Biotech. Sustain. Dev. supply will be the major constraints on sustainable
development in the 21st century. sustainability built up since the Rio Earth Summit in 1992. Market and Opinion International (MORI) polled in 30
countries containing two third of world’s population and
found that 91% people in Greece, above 60% in the U.S.,
Germany, Russia, France, Italy, Spain, Japan, Mexico,
Brazil, Chile, the Republic of Korea and China, and about
54% in India wanted legal protection for the environment
through legislative actions. Some 69% people in U.K. agreed that environmental degradation especially waste
and pollution is affecting their daily life. 3. About 2.4 billion people lack adequate and improved
sanitation; 4. More than 1.2 billion people still live on less than 1
dollar (IR 40.0) a day, that is, much below the poverty
line; 5. More than 3 million people die of air pollution, and the
same number dies from diseases caused by unsafe and
polluted water. The target of ‘Health for All by the Year
2000’ never became a reality. p
g
y
Opinion poll by Roper Worldwide found that 39%
people in these 30 countries were of the view that
environmental protection and sustainable development
was of paramount importance today. The percentage of
people expressing this view was significantly higher in
India, Argentina, the Philippines and Germany. Gallup
Polls made in the U.S. UN Conference on Environment and Development,
Rio de Janeiro, Brazil, 1992 Around 2 billion hectares of soil, 15% of Earth’s
land is now classed as degraded (WHO, 1997; UNDP,
2004; Steffen et al., 2004). Report of the Global Environmental Outlook (GEO)-3
on sustainability The planet is at ‘critical crossroads’ concluded the
UNEP’s ‘Global Environmental Outlook 3’ report (GEO-
3). The study, collaboration between UNEP and some
1,000 individuals and 40 institutions around the world is
the most authoritative assessment to date of where we
(the Homo sapiens) have been, where we have reached,
and where we are likely to go. GEO-3 shows how far the
world has gone on the road to sustainable development
since the Rio Earth Summit 1992. It said that though the
world has made great strides in placing environment on
the global developmental agenda, the twin evils of
‘poverty’ (in the developing world) and the ‘excessive
consumption’ (in the developed world) due to too much of
‘prosperity’ continue to put enormous pressure upon it. Dire poverty and environmental degradation feed on each
other. Ironically, growing poverty all over world is the
main stumbling block on the road to environmental
protection and sustainable development (UNEP-GEO,
2004-05). Opinion polls clearly show that people worldwide
realize the importance of environmental protection and
sustainable development for their existence and put the
blame mainly on the corporate sectors specially the
transnational
corporations
(TNCs)
for
all
the
environmental evils. THE
STRATEGIES
DEVELOPMENT Planning for sustainable development is like ‘preventing’
a disease to occur in the first place. As prevention reduces
the chances of individual suffering from the disease, so
does, environmental planning and management for the
whole society. It would significantly reduce, if not
completely prevent, the risk of environmental damage
and the sufferings of the society caused due to it. At
least, it will prevent any major ‘environmental disaster’
which struck the human society in the past (Sinha, 1994). UN Conference on Environment and Development,
Rio de Janeiro, Brazil, 1992 found that 57% Americans were
more concerned about pollution of rivers, lakes and
streams while 29% cited fears about global warming. (Yet
the U.S. has not signed the Kyoto Protocol). In another
poll, 65% Americans saw erosion of biodiversity as the
most serious problem facing the humanity. The MORI
Millennium Poll wanted to know from people which
section of the society was mainly responsible for the
environmental degradation and the responsibility for its
repair and restoration. Almost 6 in every 10 asserted that
the ‘corporate sectors’ were mainly damaging the
environment to make profit even at the cost of
environment, and hence protection of environment was
their moral responsibility. Indians also said that the
company’s and industries must bear responsibility of
environmental repair. But in the U.S., a majority of people
asserted that environmental protection was government’s
core responsibility and 90% of them wanted information
on companies environmental and social records. 49% of
the Europeans surveyed said that they would NOT buy a
product made in a country with poor environmental and
social standards (UNDP, 2003, 2004). 6. New
highly
toxic
chemicals’
e.g. N-
nitrosodimethylamine (a principal ingredient in rocket
fuel), methyl tertiary butyl ether (a gasoline additive), and
‘acrylonitrile’ (used in textile industry) have appeared in
surface and ground water; g
7. Half of the tropical rainforests and mangroves
(treasure of pristine biodiversity) have already been lost;
8. About 75% of the marine fisheries have been fished to
capacity; g
7. Half of the tropical rainforests and mangroves
(treasure of pristine biodiversity) have already been lost; 8. About 75% of the marine fisheries have been fished to
capacity; p
y
9. In September 2000, the ozone hole over Antarctica
covered more than 28 million square kilometers;
10. Some 75 billion tones of ‘top soil’ are eroding every
year. Around 2 billion hectares of soil, 15% of Earth’s
land is now classed as degraded (WHO, 1997; UNDP,
2004; Steffen et al., 2004). 9. In September 2000, the ozone hole over Antarctica
covered more than 28 million square kilometers; 10. Some 75 billion tones of ‘top soil’ are eroding every
year. Around 2 billion hectares of soil, 15% of Earth’s
land is now classed as degraded (WHO, 1997; UNDP,
2004; Steffen et al., 2004). 10. Some 75 billion tones of ‘top soil’ are eroding every
year. Seven pillars of sustainable development Science and technology came as a ‘mixed blessing’ for
mankind. It brought peace and prosperity, comfort and
facility, health and wealth for mankind through rapid
utilization of the natural resources. It provided all the
basic amenities of life and fulfilled all the human
aspirations – copious amount of energy to drive all
developmental activities and provides comforts of life, a
good and secured dwellings to live and durable clothes to
wear, a rapid means of transport and quick means of
communication, nutritious foods to eat, clean water to
drink, prompt healthcare and sanitation facilities, a
system of weather forecast and advance warning system
for coping with natural disasters and genetic engineering
for improving the economic value of useful plants and
animal species. The new paradigm of development is not the game of
economics alone. All issues- economic, ecological, social
(health), cultural (educational), legal (legislative), political
and technological have to be merged into a collective
decision making for sustainable development. They are
mutually reinforcing. Technology plays greater role as
they drive development (Axinn, 1996). y
p
(
)
Earlier economy was at the center of decision-making. This assumed that all environmental problems could be
solved if economy was sound. This has now become an
obsolete theory. Now ecology has to be at the center. We
have to integrate ecological thinking into social and
economic planning. The developmental activities have to
be
‘economically
viable’,
‘ecologically
compatible’,
‘socially equitable’, ‘culturally acceptable’ and ‘politically
justifiable’. Then only it can be environmentally
sustainable. This will require giving up the ‘culture of
consumerism’, ‘producing fewer consumers that the Earth
can sustain and also achieving ‘equity in resource use
and consumption’ across the world. Over-consumerism
and too much of prosperity in one part of the world, or
overpopulation and poverty in other part, would thwart the
spirit of sustainable development. When used judiciously and legitimately for human
development, science saved life and property, but when
‘misused’, it spelt disaster. Technology practically
transformed the ‘traditional human society’ which was
more vulnerable to the vagaries of nature, more
dependent for survival on nature, less adapted to survive
against odds, to ‘modern human society’ which is less
vulnerable to the vagaries of nature, more fit to survive in
difficult situations, less dependent on nature for survival
and more competent to manage their affairs. p
g
Technology is the backbone and driving force of
sustainable development. People’s mandate on sustainable development Several opinion polls were conducted on the eve of
Johannesburg Summit (WSSD, 2002) by international
agencies to know the views of people across world and
assess their awareness on the question of environmental Sinha et al. 17 Sustainable development will deliver social, economic
and ecological benefits, for it will conserve resources,
reduce waste, prevent loss of energy and protect human
health. The World Business Council for Sustainable
Development (WBCSD) was formed in 1995. It is a
coalition of 120 international companies that have a
shared commitment to protect the environment through
cleaner production and waste minimization in industries
(Schmidheiny et al., 1997). 4. The social integrity of earth by maintaining an
acceptable
level
of
non-consumerist
population
(secondary consumers) within the ecological limits and
the ‘carrying capacity’ of earth (IUCN, WWF, UNEP,
1991). Seven pillars of sustainable development However, unfortunately some
of the technologies of the early 20th century proved to be
a ‘curse in disguise’. They triggered the pace of economic
development by indiscriminately using the scarce
resources, and generated huge amount of waste and
pollution undermining the very resource base upon which
development was to be made. Towards the end of the
last century when human environment specially the life-
support systems air, water, soil and the natural
ecosystems started showing signs of degradation that the
scientific community realized that something wrong was
going with the existing technologies used in the
development process. This necessitated the development
of more ‘appropriate technologies’ for human deve-
lopment which has been termed as ‘green technologies’
or ‘sustainable technologies’ (Adams, 2001). The most important sustainability issue today is to save
and protect the very life-support systems (air, water, food
and soil) and the biodiversity, protect human health,
arrest global warming and depletion of stratospheric
ozone shield, arrest desertification, augment clean
energy and material resources to continue and maintain
the pace of development, and to safely dispose all the
wastes generated by the society. What we need to sustain Hybrid-vehicles are also quiet and much less polluting. Hydrogen fuel which is 4.5 times powerful than petrol with
‘zero emission’ (only water vapor) makes a big promise
for a sustainable future. U.S., Germany and China are
ahead. BMW, Germany has several fleets operated on
hydrogen. Iceland also has buses running on hydrogen
fuel. 7. Natural gas, micro-hydel, solar, wind, tidal and
geothermal power projects for electricity generation has
also come up successfully in world and significantly
reduced pollution and greenhouse gas emission. More
efficient WIND TURBINES has been developed and they
perform very high along the seashore of world. Denmark
is generating over 90% of its electricity need through
seashore wind turbines. The ‘solar photo voltaic cell technology’ has brought a
revolution and a new era in economic ‘lighting and
heating’ devices and reduction in greenhouse gas (CO2). PV system is now used on large scales in domestic,
industrial and commercial sectors especially in both
urban and rural areas. China is leading in solar power
generation. Australia is also coming up fast in a
revolutionary way supported by Govt. 8. Development of technologies for recycling of metals,
glasses, papers and cardboards, and tough plastics to
get back those materials for reuse in society. It avoids
mining
of
ores
of
metals
and
the
associated
environmental hazards, protects trees from cutting to
make ‘pulp’ and saves huge amount of freshwater and
energy in their production from virgin materials while also
reducing emissions of greenhouse gases. Production of
plastics from ‘synthetic organic chemicals’ is also
hazardous process. The ‘solar photo voltaic cell technology’ has brought a
revolution and a new era in economic ‘lighting and
heating’ devices and reduction in greenhouse gas (CO2). PV system is now used on large scales in domestic,
industrial and commercial sectors especially in both
urban and rural areas. China is leading in solar power
generation. Australia is also coming up fast in a
revolutionary way supported by Govt. 4. Development of more energy efficient electrical
appliances and instruments such as automatic lighting
control system (ALCS), compact fluorescent light bulbs,
low voltage tungsten halogen and sodium lamps etc. They save electricity from 70 to 80%. Modern ACs,
fridges, washing machines, dishwashers use 75% less
energy than older models. Reverse cycle AC (for cooling
and heating) use 67% less electricity, rheem pump hot
water system (using air to heat water) use only 60%
energy. What we need to sustain 1. The ecosystems and the accompanying biodiversity
with the variety of species and their habitats;
2. The natural capital of earth e.g. the stock of productive
soils, forest and the fresh water and all the non-
renewable resources by preventing their unsustainable
use; 1. The ecosystems and the accompanying biodiversity
with the variety of species and their habitats; 2. The natural capital of earth e.g. the stock of productive
soils, forest and the fresh water and all the non-
renewable resources by preventing their unsustainable
use; g
Technological
developments
(environmental
technologies) in the past decades and especially after
the1980s have delivered spectacular improvements in
the environmental quality, cleaner air and water, low 3. The ecological integrity of earth and the resilience of
natural life-support systems by maintaining an adequate
number of primary producers; J. Agric. Biotech. Sustain. Dev. 18 combustion on coal beds and reaction with hydrogen is a
brilliant new idea to utilize the huge coal reserves of
world. It is like ‘using coal without mining’. Australia is
pioneering in the technology. It also utilizes 90% of coal
as compared to hazardous conventional mining which
only utilize 60%. This has led to significant reduction in
the emission of greenhouse gas carbon dioxide (CO2)
and other toxic pollutants. Methane is piped out and
supplied to power plants for electricity generation. emission automobiles, less toxic and hazardous wastes,
water and energy efficient homes and appliances etc. Some of the remarkable technological achievements of
the 20th and 21st century marching towards sustainability
are: 1. A significant reduction in the air borne lead (Pb) has
been achieved by developing ‘Lead Free Petrol’ and use
of Natural Gas and Ethanol as auto-fuel. 2. A considerable reduction in the emission of CO, HC
and NOx by modification in the IC engines, by installation
of ‘catalytic converters’, and introduction of direct fuel
injection and ‘lean-burn combustion technologies’. The
‘flue-gas
desulfurization
technology’
in
conventional coal power plants has also led to significant
reduction in sulfur dioxide (SO2) emission which causes
acid rains. More efficient air pollution control equipment
and devices such as ‘electrostatic precipitators’, ‘bag
filters’ have also been developed for conventional coal
power plants. 3. More fuel efficient, quieter and less polluting
automobiles driven on environmentally benign auto-fuels
like compressed natural gas (CNG), liquidified petroleum
gas (LPG) and ethanol, less body and wheel weight and
aerodynamic bodies to induce less resistance to wind. What we need to sustain Electric stove with fan forced oven are 30% more
efficient than conventional electric stove. Gas stoves are
much more energy efficient and microwaves uses 55%
less electricity. Compact fluorescent lamps use 70 to
80% less electricity for same light with 8 times longer life
and prevent emission of nearly a ton of GHG in its
lifetime (Energy efficient appliances and instruments
have reduced the emission of greenhouse gas carbon
dioxide (CO2) in the same proportion). 8. Development of technologies for recycling of metals,
glasses, papers and cardboards, and tough plastics to
get back those materials for reuse in society. It avoids
mining
of
ores
of
metals
and
the
associated
environmental hazards, protects trees from cutting to
make ‘pulp’ and saves huge amount of freshwater and
energy in their production from virgin materials while also
reducing emissions of greenhouse gases. Production of
plastics from ‘synthetic organic chemicals’ is also
hazardous process. 9. Partial plugging of the ‘ozone hole’ in the stratosphere
has been achieved by developing lesser evil substitute
hydrochloroflurocarbon (HCFC) which has 30% less ODP
than CFC, and large part of it is destroyed in the
atmosphere before reaching the stratosphere. (
)
p
p
)
5. Development of eco-efficient water appliance. A
significant reduction in the waste of potable water has
been achieved by developing ‘automatic closing taps’,
‘water efficient showers’ and ‘dual-flushing cisterns’ in the
bathrooms and toilets and development of ‘sprinkler and
drip irrigation’ systems in agriculture. New bathing
shower uses 9 to 16 L of water per minute as compared
to 20 to 30 L used by inefficient showers. The dual-flush
cistern saves 6 L of water each time in urinal flushing. New cloth washing machines and dishwashers are very
efficient in water use. Drip and sprinkler systems saves40
to 60% of fresh water in farming. p
g
p
10. In the polystyrene foam manufacturing industry
‘carbon dioxide’ is being used as the ‘blowing agent’
replacing CFC. The new technology has eliminated 3.5
million pounds of the dangerous ozone depleting and
global warming chemical chlorofluorocarbon (CFC) every
year. y
11. In the paper pulp industry an environmentally benign
oxidant ‘hydrogen peroxide’ is now being used as the
bleaching agent replacing the dangerous ‘chlorine’. g
6. Development of ‘clean coal technology’ by generation
of clean coal seam gas (methane) through underground 6. What we need to sustain ‘Sodium silicate’ is now used as an environmentally
benign alternative to the phosphorus-containing additives
in washing powder. 21. Eco-designing of products to reduce material use and
improve
efficiency. Ferrocement
technology’
was
developed in India. It use much less cement and steel,
has higher degree of toughness, durability, ductibility,
tensile strength and crack resistance in less than 25 mm
of thickness, which is found in 100 mm thick wall of
conventional RCC Technology. 14. Hybridization technology and ‘agri-biotechnology’
(ABT) has produced high yielding varieties (HYVs) of
crops (miracle maize, miracle rice and miracle wheat)
which tripled and even quadrupled food production on the
same available land area thus increasing agricultural
sustainability. 14. Hybridization technology and ‘agri-biotechnology’
(ABT) has produced high yielding varieties (HYVs) of
crops (miracle maize, miracle rice and miracle wheat)
which tripled and even quadrupled food production on the
same available land area thus increasing agricultural
sustainability. gy
22. Development
of
sustainable
environmental
biotechnologies for municipal and industrial waste
treatment,
waste
reduction,
reuse
and
recycling
(converting waste into resource), diverting huge volumes
of solid wastes from going to the landfills every year and
saving land, cost of transport and landfill construction,
and emission of greenhouse gas methane (CH4) from
landfills. The most significant development is the global
revival of ‘vermiculture biotechnology’ with scientific use
of some versatile waste eater and chemically tolerant
earthworms
species
like
Eisenia
fetida,
Perionyx
excavatus and Eudrillus euginae whom the great
visionary
scientist
Sir
Charles
Darwin
called as
‘unheralded soldiers of mankind and friends of farmers’. They are ‘protective’, ‘productive’, ‘disinfecting’, ‘detox-
ifying’ and ‘neutralizing’ (Sinha and Greenway, 2004). 15. A new environmentally friendly technology called
‘catalytic dehydrogenation of diethanolamine’ has been
developed in herbicide producing industries that avoids
the use of toxic chemicals cyanide and formaldehyde. 16. Biological control of pests and diseases in agriculture
has become more effective after scientific improvement
of the herbal pesticides like ‘azadirachtin’ and ‘pyrethrin’,
and
development
of
‘transgenic
crops’. Use
of
earthworms vermicompost also repels and suppresses
‘pests’ and ‘diseases’ by over 80% in crops due to the
presence of ‘chitin’ and cellulose degraders microbes. The
fermented
solution
of
vermi-compost
called
‘vermicompost tea’ and the liquid filtered through the
body of earthworms called ‘vermiwash’ is an effective
biopesticides. 17. Development of biodegradable ‘agro-plastic’. It
carries great significance for the environment and
society. It is the cheapest and most convenient material
ever known to mankind. What we need to sustain Development of ‘clean coal technology’ by generation
of clean coal seam gas (methane) through underground non-ionic and 2. An environmentally benign non-ionic and Sinha et al. Sinha et al. Sinha et al. 19 materials with superior technical properties; ultra strong
and light weight. Automobile and aircraft industries are
using carbon fibres instead of steel to reduce weight and
improve fuel efficiency. Use of steel is reduced by 25%. 21. Eco-designing of products to reduce material use and
improve
efficiency. Ferrocement
technology’
was
developed in India. It use much less cement and steel,
has higher degree of toughness, durability, ductibility,
tensile strength and crack resistance in less than 25 mm
of thickness, which is found in 100 mm thick wall of
conventional RCC Technology. 22. Development
of
sustainable
environmental
biotechnologies for municipal and industrial waste
treatment,
waste
reduction,
reuse
and
recycling
(converting waste into resource), diverting huge volumes
of solid wastes from going to the landfills every year and
saving land, cost of transport and landfill construction,
and emission of greenhouse gas methane (CH4) from
landfills. The most significant development is the global
revival of ‘vermiculture biotechnology’ with scientific use
of some versatile waste eater and chemically tolerant
earthworms
species
like
Eisenia
fetida,
Perionyx
excavatus and Eudrillus euginae whom the great
visionary
scientist
Sir
Charles
Darwin
called as
‘unheralded soldiers of mankind and friends of farmers’. They are ‘protective’, ‘productive’, ‘disinfecting’, ‘detox-
ifying’ and ‘neutralizing’ (Sinha and Greenway, 2004). materials with superior technical properties; ultra strong
and light weight. Automobile and aircraft industries are
using carbon fibres instead of steel to reduce weight and
improve fuel efficiency. Use of steel is reduced by 25%. 21. Eco-designing of products to reduce material use and
improve
efficiency. Ferrocement
technology’
was
developed in India. It use much less cement and steel,
has higher degree of toughness, durability, ductibility,
tensile strength and crack resistance in less than 25 mm
of thickness, which is found in 100 mm thick wall of
conventional RCC Technology. materials with superior technical properties; ultra strong
and light weight. Automobile and aircraft industries are
using carbon fibres instead of steel to reduce weight and
improve fuel efficiency. Use of steel is reduced by 25%. biodegradable surfactants called ‘alkyl glycoside’ made
from saccharide has been developed to replace the non-
biodegradable anionic ‘alkylaryl sulphonate’ used in
shampoos. p
13. The sustainable vermiculture biotechnology All the end-products (detoxified
and disinfected nutritive water, vermicomposted sludge
and huge earthworm biomass) are useful in agriculture. materials. All species earthworms are potential source of
‘biological raw materials’ for production of useful
‘biodegradable’ industrial products in rubber, lubricant,
soaps, detergent and cosmetics industries and also as
valuable source of ‘proteins’ for production of ‘nutritive
feeds’ for promoting allied ‘food industries’ like fishery,
dairy, poultry and piggery for meat and milk production. and huge earthworm biomass) are useful in agriculture. (3)
The
vermi-remediation
technology
for
land
remediation by removing chemical contaminants from
soils and reducing soil salinity while also improving the
total physical, chemical and biological properties of soil
and its nutritive value. Earthworms have been found to
bio-accumulate heavy metals, pesticides and lipophilic
organic micro-pollutants like the polycyclic aromatic
hydrocarbons
(PAH)
from
the
soil. Significantly,
vermiremediation leads to total improvement in the
quality of soil and land where the worms inhabit and
make them highly productive. They swallow large amount
of soil every day, grind them in their gizzard and digest
them in their intestine with aid of enzymes. Only 5 to 10%
of the digested and ingested material is absorbed into the
body and the rest is excreted out in soil in the form of fine
mucus coated granular aggregates called ‘vermicastings’
which are rich in NKP (nitrates, phosphates and potash),
micronutrients and beneficial soil microbes including the
‘nitrogen fixers’, ‘phosphate solubilizers’ and ‘mycorrhizal
fungus’. Hence the polluted land is not only ‘cleaned-up’
but also ‘improved in quality and fertility’. The soil
becomes lighter and porous biochemically active and the
productivity is increased to several times. During the
vermi-remediation process of soil, the population of
earthworms increases significantly benefiting the soil in
several ways. A ‘wasteland’ is transformed into
‘wonderland’. We
have
successfully
experimented
on
vermi-
composting, vermi-filtration, vermi-remediation and vermi-
agro-production
technologies
at
Griffith
University,
Australia with excellent results. They are proving to be
most cost-effective and cheap environmental biotech-
nologies for ‘environmental management and sustainable
development’. Huge earthworm biomass which is finding
new uses in industries and agriculture comes as
byproduct in all above technologies. They all have
significant contribution towards ‘sustainable agriculture’. Vermifiltration of wastewater was our innovative studies
done in 2005 and the technology has now been
commercialized in India by Transchem Agritech in
Gujarat. The sustainable vermiculture biotechnology They are treating 400 kl of sewage everyday and
the treated water is being supplied to farmers for use in
agriculture saving huge amount of potable water. Nearly
80% water is used in global agriculture. Several Vermi-
filtration plants are also operating in Chile, Mexico and
Venezuela for treatment of municipal and industrial
wastewater (This was based on the works done by Prof. Toha
and
Dr. Soto
of
University
of
Chile).(masoto@cec.uchile.cl). y
University of (4) The vermi-agro-production technology for restoring
and improving soil fertility and significantly boosting crop
productivity. Vermicompost is a highly nutritive ‘miracle
growth promoter’. Growths and yield of crop plants are
enhanced by 30 to 40% higher over chemical fertilizers
by worms and its vermicast. Studies at CSIRO Australia
found that the earthworms and vermicompost can
increase growth of wheat crops by 39%, grain yield by
35%, lift protein value of the grain by 12% and fight crop
diseases. Vermicompost
also
increases
‘biological
resistance’ in plants and protect them against pest and
diseases either by repelling or by suppressing them. Organically grown fruits and vegetables on vermicompost
have also been found to be highly nutritious, rich in
‘antioxidants’ and can be highly beneficial for human
health even for protecting against ‘cancers’ and
‘cardiovascular’ diseases. The sustainable vermiculture biotechnology Globally six (6) environmental biotechnologies have been
identified for sustainable development by scientific use of
earthworms: 18. The ‘membrane filtration technology’ by ‘reverse
osmosis’ is most significant new development of water
and wastewater treatment without the use of chemicals. It
can produce ‘high-quality disinfected water’. It can
remove several chemicals (VOCs, MTBE, NDMA, several
endocrine disrupters) and endospores and cysts of
pathogenic bacteria and protozoa not removed by
conventional methods. (1) The vermi-composting technology for efficient
management of most municipal and industrial organic
wastes including sewage sludge by biodegradation and
stabilization and converting them into vermicompost
(nutritive organic fertilizer). Earthworm participation
enhances natural biodegradation and decomposition of
organic waste from 60 to 80% given the optimum
conditions of temperature (20 to 30°C) and moisture (60
to 70%). It takes nearly half the time to convert waste into
compost and the process becomes faster with time as the
army of degrader worms grows. 19. The ‘dematerialization technology’ is a significant new
development. It leads to reduction in the use of materials
(in weight) and energy (in MW) over in all industrial goods
and products while fulfilling the same services. It has
reduced the use of environmental resources (metals and
glasses) and synthetic plastics by more than 20 to 25% in
the manufacture of containers, cans and bottles and
consequently the energy used and greenhouse gas
emitted in their manufacture, and also the quantity of
wastes generated after their use and discard. Steel
beverage cans have been downsized by 40% since 1970. It saves materials and reduce mining activities which has
severe impact on environment. (2) The vermi-filtration technology for treatment of
municipal
and
industrial
wastewater,
purification,
detoxification and disinfection for their reuse. Earthworms
body work as a ‘bio-filter’. They can remove the BOD5 by
over 90%, COD by 80 to 90%, TDS by 90 to 92%, the
TSS by 90 to 95% and the total coliforms by over 99%
from wastewater. There is no sludge formation which
plagues all the conventional treatment plants. Worms
also remove the dangerous ‘endocrine disrupting
chemicals’ from sewage which cannot be done in the p
20. Development of eco-efficient non-mineral materials
which can replace natural resources of earth in
development and reduce mining. Ceramics, carbon and
glass fibres and alloys of aluminium and lithium are new J. Agric. Biotech. Sustain. Dev. 20 conventional systems. Development
of
more
green
technologies
for
sustainable development al., 1999). Technology
has
provided
efficient
low-emission
vehicles,
but
what
if
people
continue
to
drive
unjudiciously and unethically; technology has provided
energy efficient bulbs, air-conditioners and appliances,
but what if people do not buy them as they are more
costly or carelessly leave them switched on even during
day time and when not needed; technology has provided
water efficient taps and showers, but what if people
carelessly take longer shower than actually needed, fails
to close the tap in-between brushing or shaving, or leave
the leaking taps unattended; technology has provided
solution to complete waste treatment, waste reduction,
reuse and recycling, but what if the industries choose to
dump the untreated wastes because treatment or
recycling may be more costly than disposal? Similarly
what if the society does not cooperate in separating the
recyclable wastes from the non-recyclables at source? Environmental technologies have to find solutions for
both ‘preventive’ as well as ‘curative’ actions for the
environmental degradation. It has to protect the vital life
support systems of the planet Earth – the air, water, soil
and the ecosystems, and also manage all the wastes
generated by the civilization. It must promise to deliver
clean air, safe food, safe water, clean energy, sustainable
dwelling and a sustainable transport system for the
civilization. More appropriate and sustainable green
technologies need to be developed in future for
environmental protection and conservation, restoration
and repair in the following priority areas of human
development to achieve complete sustainability for the
human society: 1. Commercialization of clean hydrogen fuel for
automobiles, and solar, wind, geothermal and oceanic
energy for utility power generation. 1. Commercialization of clean hydrogen fuel for
automobiles, and solar, wind, geothermal and oceanic
energy for utility power generation. Technological process and products that promote
sustainability are often costly than the contemporary
articles that serve the same purpose and provide the
same service. Energy efficient fluorescent lights are
much more costly than the ordinary filament bulbs; the
fuel efficient and reduced emission hybrid cars are more
costly than several other models with same facilities. gy
y p
g
2. Making the conventional energy (fossil fuels and
hydropower) sources more clean and green and thus
more sustainable. 3. More efficient energy use and conservation in homes,
institutions and industries. Guarantee for human rights 7. More recycling technologies for all municipal and
industrial wastes, for their safe disposal and conversion
into valuable resources. 7. More recycling technologies for all municipal and
industrial wastes, for their safe disposal and conversion
into valuable resources. Economic development and environmental protection
require social development – efforts to promote and
protect
internationally
guaranteed
civil,
political,
economic, social and cultural human rights. Neither
economic development nor environmental protection can
be fully assured in the absence of respect for
fundamental rights and freedoms. 8. Methods for ‘safe disposal’ of existing non-
biodegradable plastic wastes, and development and
commercialization of ‘biodegradable plastics’. 9. More dematerialization technology to increase the
efficiency of natural resource (metals and glasses) use
and plastic use and reduce their waste. Certain human rights- such as access to health and
environmental information about the diverse consumer
products being used in day to day living (especially about
the chemicals used in their production process),
information about the environmentally safe quality of
land, air and water being used by the society, raising
voice against any form of environmental degradation (e.g. tree logging, air, water and noise pollution) in the locality,
public participation in governance and redress for any
environmental harm- may be very important in achieving
sustainable development. 10. Environmental biotechnology and bioremediation
technologies. They are emerging as most cost-effective
technologies for environmental management- solid waste
and wastewater treatment, conversion of organic wastes
into resource (biofertilizers and biopolymers), stabilization
of mined wasteland, decontamination of chemically
contaminated sites, safe disposal of hazardous wastes,
and soil conservation and erosion prevention etc. 10. Environmental biotechnology and bioremediation
technologies. They are emerging as most cost-effective
technologies for environmental management- solid waste
and wastewater treatment, conversion of organic wastes
into resource (biofertilizers and biopolymers), stabilization
of mined wasteland, decontamination of chemically
contaminated sites, safe disposal of hazardous wastes,
and soil conservation and erosion prevention etc. .
Telecommunication
and
information
technology
contributes to sustainability Telecommuting is a new concept of working from home
using PCs and electronic links. It reduces the need to
drive to work preventing emissions and congestion in
cities, the need to heat or cool and light big offices which
again saves energy and cuts emissions. More than half of
the managers of AT & T Telecom Company in the U.S. telecommute one day a week, reducing 80,000 tons of
carbon dioxide annually due to reduced travel and
transport
(UNEP
Report,
2002). Several
official
works/business including banking and money transfers
can now be done over telephone or through the internet
saving travel distance, time and resources. Similarly live
‘videoconferencing’ instead of face-to-face talk in official
meetings is another emerging environmentally friendly
idea. It reduces the need of transport, often long travel
distances and times (even visit to overseas) and
significantly cuts pollution and carbon emissions while
saving resources. However, the boom is communication
and information technology has also brought in large
amount of electronic products whose generation (version)
is fast changing, resulting into their rapid use and discard
as electronic wastes. (5) ‘The vermi-health protection technology’ by the use of
‘bioactive compounds’ from earthworms to develop
‘potential modern medicines’ to combat some chronic and
deadly diseases like ‘cancers’, cure ‘heart diseases’ and
protect human health. The earthworm’s ‘anti-oxidant’,
‘anti-microbial’, ‘anti-cancerous’, ‘immune-boosting’ and
‘clot dissolving’ medicine chest is so powerful as that of
any plant and even many pharmaceuticals. y p
y p
(6) ‘The vermi - industrial production technology’ for use
of earthworms to produce some valuable industrial raw y p
y p
(6) ‘The vermi - industrial production technology’ for use
of earthworms to produce some valuable industrial raw Sinha et al. 21 Development
of
more
green
technologies
for
sustainable development Development
of
more
green
technologies
for
sustainable development General human nature is to buy cheaper products even
if it is harmful to the environment and as long as it meets
the social and cultural objectives nicely. Hence not only
the green technologies have to be cost-effective, their
products have to be cheaper too, so that everyone can
afford easily and reasonably. 4. Cost-effective technology for water and wastewater
(both municipal and industrial) treatment. 5. More efficient water use and conservation in homes,
industries and agriculture. 6. Cleaner production in all mining, manufacturing and
consumer industries to reduce and even prevent the use
of toxic chemicals in production process and eliminate
their emissions in wastes. Educating for environmental responsibilities of
society: Sustainable consumption by rich society can
lead to universal sustainable development Companies in developed nations are also beginning to
take notice of the growing numbers of ‘green consumers’
in society as awareness about environmental health grew
worldwide (Eklington and Hailes, 1989). Global consumer
opinion seems heavily weighted towards a growing
interest in what lies behind today’s product and services
that they buy. Apart from price and quality, they want to
know how, where and who has produced the product. They want to know what chemicals are there in the
product, which can have even a suspected impact on
health. This increasing awareness about environment
and health in human society is a sign of hope for a
sustainable future. Government and industry must build
on that. At the root of the entire environmental problem is the
unethical increase in the ‘culture of consumerism’ in the
developed nations, while the unethical increase in the
‘number of consumers’ (population) in the developing
nations. There is also a growing tendency for increasing
consumerism in the handful of elitist societies in the
developing nations. The environmental impact of both of
this cultures, are exceeding the ‘ecological limits’ and the
‘carrying capacity’ (regeneration of renewable resources
and assimilation of all wastes) of the Earth ecosystems
with severe consequences for the future. Global consumption expenditure, private and public,
has increased at an unprecedented rate worldwide but
more in the rich developed nations, since the 1970s
reaching some US $ 24 trillion in 1998 (UNEP-DTIE,
2002). This unprecedented growth in consumption (rather
over-consumption) in affluent societies of developed
nations (and handful of elitist people in the developing
nations) has had positive impact as it promoted the
growth of consumer industries, but highly negative impact
on the environment as more consumption meant more
extraction of environmental resources leading to more
deforestation, soil degradation, waste and pollution,
biodiversity erosion and social inequality. The adverse
impacts were felt more in the developing nations where a
vast majority cannot afford and suffers from ‘under-
consumption’ and inequality. They provided some of their
precious
developmental
resources
(geological
and
biological for dollar earnings) and were also made the Sustainability education for the modern technological
society The
social
components
of
the
environmental
management
and
sustainable
development is
as
important as the economic and technological (Lovins et Environmental education for sustainability is fundamental J. Agric. Biotech. Sustain. Dev. 22 ‘dumping grounds’ of the by-products (often hazardous
wastes) of over consumption in developed nations. to the success of sustainable development programs
(Fien, 2001). Societal response to environmental issues
is often slow as compared to the responses to economic
issues such as price rise or health issues such as spread
of disease. The society has to be educated to ‘demand’
and also ‘accept’ a particular technology and the
technological product which is ‘environmentally friendly’,
or ‘reject’ all those products which are ‘environmentally
unfriendly’, and then only the industries will be
encouraged
or
even
compelled
to
produce
environmentally friendly products. Society has to be
educated about the judicious and sustainable use of the 5
Ps (paper, petrol, potable water, power (electricity) and
plastics) in their daily- life. These are the most commonly
and most frequently used resources by the society
everyday and their production and use has considerable
environmental impact. Society has also to be made
aware about the hidden dangers of environmentally
unfriendly products and the adverse impact of their use
on human health. They must know their ‘environmental
rights and responsibilities’, what is good or bad about
environment, which sustain their life on Earth. )
p
p
Governments in developing nations nurse serious
misgivings that the developed nations having followed the
culture of ‘over-consumerism’ for several decades, and
now wants to deprive the developing nations from their
legitimate right to develop and consume in the name of
environmental protection and sustainable development. In 1998, UNEP’s Division of Technology, Industry and
Economics (DTIE) launched a ‘Sustainable Consumption
Program’ and tried to dispel the misgivings about
reducing
consumption
worldwide. It
emphasized
“Sustainable consumption is not about consuming less
but it is about consuming differently, consuming
efficiently, consuming judiciously, and having an improved
quality of life for all, (not for handful of few) both in the
developed and the developing countries. It also means
sharing between the rich and the poor” (UNEP-CDG,
2000). THE ECONOMIC PERSPECTIVES FOR SUSTAINABLE
DEVELOPMENT The classical economics has failed to guide true human
development. Current GNP (gross national product) of
nations is a false indicator of true economic prosperity. It
does not distinguish between resource uses that sustain
development and those that undermine it. It is like a
‘malfunctioning strand’ of our ‘cultural DNA code’ –
carrying erroneous information and signaling to the body-
politic a form of economic growth analogous to that of
cancers cells that consume the host body. All basic
biological and physical systems of earth (the true capital
resources e.g. soil, water and biodiversity) that sustains
life are under severe stress and in fact ‘exhausting’, as
ecological destruction continues unabated, yet the key
economic indicators shows that the world is prospering
(Ekins, 1992). The goals of sustainable development cannot be
achieved unless we have a new world order with equity at
all levels; social, economic, political and cultural. Till the
evils of ‘poverty and hunger’, ‘inequities and ‘deficiencies’
exist in any part of world, there can be no sustainability in
development. Social and economic equity is a necessary
condition for sustainable human development. If the rich
get richer and the poor becomes more in number, that
development will not be sustainable over time. If
development discriminates against the women and
children, that development will also not be sustainable. ,
p
There is mounting evidence that environmental
degradation and economic decline (aggravating poverty)
feed on each other, and the fate of the poor and the fate
of the planet (Earth) have become tightly entwined “The
poor are both the victims and the agents of environmental
damage. They are forced to consume the environmental
resources (even from the very fragile ecosystems) in
order to survive, and the impoverishment of the
environment
leads
to
worsening
poverty
and
unsustainablity”. Economic deprivation and environmental
degradation have thus come to reinforce each other in a
vicious cycle that perpetuates poverty and destitution in
many developing countries and thwarts all efforts towards
sustainable development (UNDP, 2003, 2004). (
,
)
Conventional economists and the ignorant politicians
are not bothering to deduct the cost of environmental
destruction (e.g. waste and pollution creation and their
health impact, loss of forest and species, degradation of
land and soil etc.) and the cost of environmental repair
and restoration (e.g. Social equity, reduction of population and eradication
of poverty: A necessary condition for sustainability Sustainability refers not only to the natural environment
but also to the social environment because social and
environmental issues are necessarily inter-wined. Some
societies have benefited most by new technological
development and unsustainable use of resources while
others have suffered. There is a nexus between ‘Poverty
and Pollution’, between ‘Population and Poverty’ and
between ‘Population and Pollution’. Nearly 930 millions of people (consumers) are being
added every year to the earth demanding more of all
resources, more forest to produce food and fuel, and
more land to live. If this consuming population is affluent
it would further aggravate the problem of unsustainability. Hence we must have a sustainable level of population Sinha et al. 23 to environmental factors; piling waste and poor sanitary
conditions (WHO, 1997). that the earth ecosystem can reasonably support. Technology used to harness the resources from the
biosphere plays a critical role in resource use and
sustainable development. More appropriate and efficient
a technology, more efficiently the resource will be used,
lesser will be the waste and pollution generation and
greater will be the sustainability. THE ECONOMIC PERSPECTIVES FOR SUSTAINABLE
DEVELOPMENT afforestation, waste management
and pollution control, soil regeneration and wasteland
management, waste water recycling etc.) from the GNP
or
the
rate
of
economic
growth. All
economic
development programs are implemented through political
decisions. The developers and decision makers have to
understand that all economic development programs
involves the systematic transformation of the world of
‘living things’ (the biosphere – or the natural world which
is a product of centuries of evolutionary process) into a
world of ‘human artifacts’ (the technosphere or the
surrogate world). This means all human development
process is necessarily ‘anti-evolutionary’, and therefore,
‘anti-nature’ and it amounts to gross interference into the
nature to achieve the goals of economic development. It
is imperative that we have to change the strategies of
development in order to minimize our interference into
the nature. The new economic theory is ‘Environmental
Economics’ which advocates for judicious balance
between ‘economy and ecology’ and amalgamation of
‘economic
development’
programs
with
‘ecological
conservation’ strategies to usher in the era of sustainable
development. The
new
economic
philosophy
of
development also stresses mankind to switch over from
the ‘fossil fuel based economy’ to ‘renewable and clean
energy based economy’. Good health: A necessary condition for human
sustainability There can be no sustainable development without
ensuring basic health services for all in the society. The
World Health Organization (WHO) reports that 25% of all
preventable illness are directly caused by environmental
factors. Modern health hazards, caused by development
that lacks environmental safeguards, such as urban air
and water pollution, exposure to ago-industrial chemicals
and toxic wastes is becoming common. Communicable
diseases, especially HIV/AIDS, cholera and other water
borne diseases, tuberculosis and malaria, pose serious
obstacle on the road to sustainable development. p
It is estimated that in this modern technological world 3
million people die every year of water borne diseases or
from use of unsafe water. More than 1 billion people
globally breathe unhealthy air, and 3 million people die
each year from air pollution; two thirds of them poor
people, mostly women and children. Two million people
die every year as a result of slow exposure to indoor
pollution caused by burning of wood and dung cake. Around 90% of malaria cases in the world are attributable Economic planners have to understand that every
natural resource, commodity, goods and services that we
use from the environment has an ‘environmental cost’
(the hidden cost of environmental damage and repair J. Agric. Biotech. Sustain. Dev. 24 the net value added (Goodland and Serafy,1991). the net value added (Goodland and Serafy,1991). while the raw material is procured from the earthly
resources) other than its ‘economic cost’ (the cost of
processing, manufacturing and trading) and only after
adding the two costs, we arrive at the true cost of the
product. There may be ‘social cost’ as well in the form of
impaired human health and quality of life. The concept of circular economy: Recycling and
reuse of waste and resources Final industrial solid waste (ISW) disposal limited to
about 4,500 million tones. Classical economics only accounts for the electricity
generation and irrigation potential of any hydro-power
project but never takes into account the losses which
incur by way of land submergence and destruction of
trees, forest and biodiversity by constructing huge dams. They are not bothered to add the value of the life
sustaining oxygen produced, carbon dioxide (greenhouse
gas) absorbed, and biodiversity protected by the trees
and forest, if they were alive? Environmental economics
would account for all these. In classical economics a tree
has a value only when it is dead and become a ‘timber’,
while in environmental economics a live tree has more
value as it do more services to mankind by providing
food, fodder, fuel and the vital oxygen. It is important that
the cost of ‘environmental damage’ and the cost of
‘environmental repair’ must be included in the economic
calculations for GNP of every nation (Tietenberg, 1988). If all nations both developed and the developing, follows
the philosophy of ‘circular economy’ with some set
targets for 2010 or 2015 it will great leap forward for the
global sustainable development. The concept of circular economy: Recycling and
reuse of waste and resources The new economic philosophy is to cut the use of basic
(virgin) materials from the environment dramatically, by
boosting ‘recycling and re-use’ the waste including water,
energy
and
materials
from
one
facility/industries/organizations becoming an input in
another facility. In circular economy, all economic
activities pursue low resource exploitation, maximum
efficiency in using materials and energy, and low waste
generation. China, the largest growing economy in world
has adopted the concept of ‘circular economy’. It has set
the following targets for 2010 using 2003 as baseline
(UNEP-DTIE, 2002): p
q
y
Environmental damage can occur at both ends of the
cycle - the ‘production cycle’ as well as at the
‘consumption
cycle’. In
the
production
cycle
environmental damage is caused by way of deforestation,
earth cutting, soil erosion and pollution etc. to obtain the
raw materials by mining the Earth and process it in the
industries, while in the consumption cycle, the damage is
caused because of waste generation once the product is
consumed and discarded after use. Fossil fuels, nuclear
fuels, several metals, papers and plastics and even
procurement of human food and drinking water from the
nature cause environmental damage at both ends of the
cycle. 1. Resource productivity per ton of energy, iron and other
resources increased by 25%; 1. Resource productivity per ton of energy, iron and other
resources increased by 25%; y
We only pay for the economic cost of the water (cost of
harnessing and supply) when we use it in our homes. We
do not pay for the treatment of the wastewater when we
have used it and converted into sewage. We only pay for
the cost of food grown in farms and its processing and
transport. We never pay for the damage done to the
environment due to production and use of chemical
fertilizers and pesticides. We pay for the electricity we
consume, but not for the environmental damage that
occur by operation of coal power or nuclear power plants
and by the construction of huge dams for hydro-power. y
2. Energy consumption per unit of GDP decreased by
18%; 3. Average water use efficiency for agricultural irrigation
improved by up to 50%; p
y
p
;
4. Reuse rate of industrial solid waste (ISW) raised above
60%; 5. Recycle and reuse rate for major renewable resources
increased by 65% y
6. Making
the
profit
making
companies
more
accountable for sustainable development p g
7. They deliberately promote ‘unsustainable consumption
patterns’ in both North and South nations through
electronic and print media. Opinion polls made on the eve of Johannesburg Summit
(2002) clearly show that people worldwide want the
companies in both private and public sectors to bear the
responsibility of environmental degradation and act with
greater responsibility towards its repair and restoration. Opinion polls made on the eve of Johannesburg Summit
(2002) clearly show that people worldwide want the
companies in both private and public sectors to bear the
responsibility of environmental degradation and act with
greater responsibility towards its repair and restoration. The behavior of big companies and corporate sectors,
and the need to make them more responsible and
accountable, has captured public attention and interest in
all discussions relating to environmental protection and
sustainable development. Maximizing ‘short-term profit’
even at the cost of environment and society had been the
key principle of operation of almost all companies in
world whether in the developed or in the developing
countries. Burning examples are the ‘Petrochemical and
Agrochemical Industries’ of world. One has deliberately
thwarted the development of ‘Hydrogen Fuel Technology’
and the other has been conspiring against the
development of ‘sustainable alternatives’ to the ‘deadly
agrochemicals’ for their own vested interest. UNEP report
says 3 Republican Senators were seen secretly attending
a meeting of Oil Producing Nations in Saudi Arabia. Recently the Prince of Saudi Arabia has realized it and
has requested U.S. to give them the technology for
development of ‘Hydrogen Fuel’ in the interest of
humanity. In the U.S. farmers practicing ‘vermiculture’ in
agriculture had to face problems with the USEPA. We
have also faced problems in India, while educating
farmers about use of vermicompost in farming. Agents of
agrochemical industries operate in every country
misleading the farmers about adverse effects of
earthworms on farm soil. Perhaps the biggest error of the Rio Earth Summit (1992)
was its decision not to create a mechanism to regulate
the
economic
activities
of
‘big
companies
and
corporations’. Although, the NGOs like Greenpeace and
the Third World Network who dominated at the Rio
Summit
had
identified
the
primary
role
of
the
transnational corporations (TNCs) in damaging the
environment. The economic record of the last decades
show that the cause sustainable development loses when
governments give up their task of regulating companies. Making
the
profit
making
companies
more
accountable for sustainable development TNCs should also be made liable for economic
compensation for the harmful effects of their operation on
the environment, safety of workers and ill effects on the
health of workers and the residents in the area. In the U.S., Louisiana’s Lower Mississippi River
Industrial
Corridor
has
been
dubbed
by
the
environmentalists and the local residents as ‘Cancer
Alley’. It has over 125 companies manufacturing a range
of products including fertilizers, paints, plastics and
gasoline. These polluting industries were given a ‘tax
break’ of U.S. $ 111 million and the Louisiana
government wiped out $ 3.1 billion off the books in
property taxes. It was an economic incentive given to the
industries to create more jobs even at the cost of human
health and the environment. Ecology was sacrificed at
the altar of economy. It was an incentive to pollute more. Sustainability for all’ was compromised with ‘prosperity
for few’ (WB, 2004). Environmental
auditing
and
accounting
of
developmental activities There has to be EAA and environmental cost-benefit
analysis (ECBA) of all those developmental activities and
their associated technologies which sustains growth and
development- such as management of domestic and
industrial
wastes;
tree
planting
and
afforestation
activities; soil conservation, remediation and wasteland
development. EAA and ECBA are needed for those
developmental activities and technologies, too, which
otherwise
undermine
growth
and
sustainable
development- such as deforestation for timber mining and
agriculture; encroachment of farmlands and old growth
forest for urban development; extraction and processing
of ores and minerals from the earth crust in mining and
metallurgical industries; production and use of fossil fuels
and nuclear fuels; construction of huge dams for
hydropower generation; and production and use of agro- In a pilot study in Mexico, the planners tried to measure
the cost of environmental damage and resource depletion
due to development. When an adjustment was made for
the depletion of oil, forests, and groundwater, Mexico’s
net national product was almost 7% lower. A further
adjustment for the costs of avoiding environmental
degradation, particularly air and water pollution and soil
erosion, brought the national product down to another
7%. In the agriculture and animal husbandry sector
adjustment for the cost of soil erosion sharply reduced Sinha et al. Sinha et al. 25 chemicals for agriculture etc., so as to make these
developmental
activities
environmentally
more
sustainable chemicals for agriculture etc., so as to make these
developmental
activities
environmentally
more
sustainable unsound technologies and production systems and
hazardous materials like chemical pesticides (in the
name of pest and disease control and crop protection)
and hazardous wastes (in the name of recyclables) to the
developing countries in the South. CONCLUSION It is impossible to separate economic development issues
from
environmental
issues. Almost
all
forms
of
development for human welfare erode the environmental
resources upon which they must be based, and
environmental degradation would necessarily undermine
economic development. It is a vicious circle. In the end,
the solution to the problem is sustainable development, a
process of change in which the exploitation of
environmental resources, the direction of economic
investments, the orientation of technological innovations
and institutional changes are made consistent with the
present and well as future needs. Environmental
policy
decisions
would
require
imposition of some new ‘environmental taxes’ like
pollution tax, waste tax, tree tax and logging tax etc. and
reduction in the regular income taxes. It will require to
enhance the prices of environmental goods and services
(such as water and energy sources) in order to force the
society for their judicious use and consumption. Economic incentives have to be given to recycling
industries and those saving water and energy in industrial
operations by way of reduction in taxation and reduced
cost of inputs (raw materials, water and electricity). Sustainability in human society with good quality of life for
all can be achieved in two ways: 1. By persuading the people to ‘behave ethically’ towards
environment, ‘reduce consumption’, and have a ‘simpler
life-style’; 1. By persuading the people to ‘behave ethically’ towards
environment, ‘reduce consumption’, and have a ‘simpler
life-style’; 2. By
embracing
the
philosophy
of
‘sustainable
development’ with appropriate technologies that allow
people to enjoy the same good quality of life with high
standard
of
living,
but
at
a
significantly
lower
‘environmental cost’ (Schumacher, 1973). p
(
y)
Some pragmatic policy decision has to be taken by the
government of all nations with regard to water and energy
pricing in society and production of consumer goods by
the industries. The short-term objectives of reducing the
water and power prices may give fillip to high water and
energy
consumption
with
severe
environmental
consequences, waste and pollution. Developed nations
are paying high environmental cost (by way of
greenhouse gas emission) for the cheap auto fuel, which
is in fact at the cost of the whole society. ‘Polluter-Pay-
Principle’ has to be enforced in the matters of water and
energy pricing and in the matters of waste generation. There has to be a ‘Waste and Pollution Tax’ added up
with the consumer products, water and the auto fuel at
source. THE POLITICAL PERSPECTIVES FOR SUSTAINABLE
DEVELOPMENT The recent trend of ‘deregulation and liberalization’ in
all countries (even in nations with communist philosophy)
have increasingly allowed companies to do much as they
like: All economic development plans and projects are
executed and implemented through some political
decision at local, regional or federal level and political
decisions are often made to meet the societal goals. In
democracy ‘eco-vote’ plays critical role in planning for
development. Sometimes a political decision is taken to
fulfill the election promises to a particular section of the
society even at the cost of environment. When it comes
to setting priorities- whether society is to be benefited or
the environment, or both, obviously societal needs come
first. The fact remains that if environment suffer, society
can never remain apart and is bound to suffer. Political
maturity requires a perfect planning for striking a
judicious balance between the two. 1. Their activities generate more than half the
greenhouse gases emitted by industrial sectors. 2. They dominate in both mining and trade of natural
resources and commodities, thus affecting forests, soils,
water and marine ecosystems. 2. They dominate in both mining and trade of natural
resources and commodities, thus affecting forests, soils,
water and marine ecosystems. y
3. They control about four fifths of the land cultivated
worldwide for export of crops. y
3. They control about four fifths of the land cultivated
worldwide for export of crops. 4. They dominate global and national industry and
transport, and these developmental activities are major
sources of waste and pollution, including toxic and
hazardous wastes, unsafe consumer products and
occupational health hazards. p
6. They are major transmitters of environmentally j
At the Rio Earth Summit, Brazil, 1992, the whole world J. Agric. Biotech. Sustain. Dev. 26 was seen to be divided into two eco-political blocks of
North and South on the issues of ‘carbon emission’ and
over the ‘rights and access to the genetic resources of
the tropical forests’. The ‘arrogance and ignorance’ of the
politicians of some developed nations refused to meet the
obligations of Rio Convention and which still continues
today. The arrogant statement of the then U.S. President
George Bush in 1992, that- “conventions like these are
not going to compel the U.S. citizens to give up their
current life-style” expose the political immaturity of a head
of state in planning for sustainable development. THE POLITICAL PERSPECTIVES FOR SUSTAINABLE
DEVELOPMENT Greening of politics is an urgent requirement today and it
must be incorporated in the national and international
agenda of every nation for appropriate planning and
decision making on vital issues of development and
environment. take a hard decision over cutting in the production of
‘private cars’ and ‘subsidize’ the cost of public transport
instead of the petrol. Government should force the
industries to produce and manufacture ‘durable’ goods
and not ‘disposable ’ones. All planning and policies for development of appropriate
environmental technologies for sustainable development
have to be economically viable and socially acceptable. It
is also the responsibility of the academia to educate the
politicians and decision makers about the benefits of
sustainable development technologies. They have to be
educated about the ‘hidden cost’ of a particular
developmental activity and product such as the ‘fossil
fuels’ and ‘plastic bags’ which is apparently cheap at its
face value, but are proving very costly in terms of human
sustainability. The convenient but ‘non-biodegradable’
plastic bags used in the groceries, cause health hazard
during manufacture and also recycling. They have to be
‘banned’ all over the world. Wrong political decisions made for rapid resource
exploitation and economic development in some Asian
and African nations e.g. for construction of huge dams for
hydro-power, clearing of ‘tropical forest’ for fodder
plantation and export earnings, installation of nuclear
power plants and dumping of nuclear and toxic wastes
has adversely affected the ecology of the country,
irreversibly damaged the ecosystems and biodiversity,
displaced and uprooted large sections of human societies
from their homes as ‘ecological refugees’ for narrow
socio-political and socio-economic gains. Damages done
to the human environment due to the political conflicts
and tensions, terrorist activities, wars and battles
resulting from international politics unleashed by arrogant
political decisions is also of great concern. REFERENCES Adams W (2001). Green Development; 2
nd Edition, Routledge Pub.,
London, U.K. Axinn GH (1996). Philosophy of Sustainable Development; In Rajiv K. Sinha (ed.) Environmental Crisis and Human’s at Risk; INA Shree
Publications, Jaipur, India. pp. 137-142. Eklington J, Julia H (1989). The Green Consumer Guide – From
Shampoo to Champagne: High Street Shopping for Better
Environment; Victor Gollancz Ltd. London. Ekins P (1992). The Gaia Atlas of Green Economics; Doubleday /
Anchor Pubublication. Fien J (2001): Education for Sustainability; TELA Series, Australian
Conservation Foundation; Centre for Innovation and Research in
Environmental Education, Griffith Eco-Centre, Griffith University,
Nathan Campus, Brisbane. Making
economic
development
programs
less
dependent upon the ‘fossil fuels’ and more dependent on
renewable energy sources, less energy and material
intensive and more equitable in its social and economic
impact on global level is the need of the hour. A
‘sustainable hydrogen fuel economy’ in place of ‘fossil
fuel economy’ must be established if an environmentally
and economically sustainable world is to be left to our
children and grandchildren. p
Goodland D, Serafy D (1991). Environmentally Sustainable Economic
Development: Building on Brundtland, UNESCO, Geneva. IUCN WWF, UNEP (1991): Caring for the Earth: A Strategy for
Sustainable Living; Earthscan, U.K. Lovins A, Brown L, Flavin C, Postal S (1999). Picturing a Sustainable
Society; In L. Starke (ed.) ‘State of the World (1999)’, World Watch
Institute, Washington. g
Label G, Gregory, Hal K (1987) Will We Survive ? Sustainable
Development: A Guide to Our Common Future; The Report of World
Commission on Environment and Development (WECD). p
(
)
Myers N (ed.) (1994). The GAIA Atlas of Planet Management; GAIA
Books, Ltd., London. p. 272. g
A sustainable future for the human society will be
determined: Meadows DH, Meadows DL, Randers J (1992). Beyond the Limits:
Confronting Global Collapse: Envisioning a Sustainable Future;
Chelsea Green Publication; Post Mills., VT. 1. Not by the megawatt of energy which will be produced,
but by the fact that how they will be produced and from
what source? Milbrath LW (1989). Envisioning a Sustainable Society; State University
of New York Press. Sinha RK (1994). Development Without Destruction; Environmentalist
Publishers, Jaipur, India. 2. Not by the quantity of food that will be produced, but by
the quality of the food, and that how they will be
produced? Sinha RK, Greenway M (2004). CONCLUSION Even the government of nations may have to Given the difficulty of changing people, the second option
appears to be more pragmatic. However, technology
should never be seen as a ‘silver bullet’ solving all the
world’s environmental ills. Environmental education for
sustainability can definitely change people in course of
time and correct human behavior. Technology has provided environmentally sound
alternatives for sustainable development in many cases
but there is a sad lack of necessary ‘political will’ to
implement it because there is fear of resistance from the Sinha et al. Sinha et al. 27 mighty industrial lobby and their political friends who want
to
continue
with
the
obsolete
and
destructive
technologies for their own political and economic gains. Is
it not ironic that man stepped on moon in 1969, but has
not been able to commercialize the use of solar, wind and
hydrogen power as a viable alternative to destructive oil,
and manufacture automobiles run on hydrogen fuels? It is
perhaps not favorable to the oil rich nations of world and
their ‘purchased politicians’ in the decision making bodies
of west. The ‘addiction’ to the ‘cheap oil’ stopped the
technologically capable western
world to go for
sustainable alternative. materials and technologies whose production, application
and utilization entails heavy environmental damage from
beginning to end of the cycle; 4. By how soon we are able to ‘reduce’ and ‘recycle’ all
those ‘human wastes’ successfully and develop safe and
benign alternatives to those thousands of ‘toxic
chemicals’ used in various developmental activities; chemicals used in various developmental activities;
5. By how soon we are able to commercialize the
‘hydrogen fuel technology’ for our automobiles and all
other renewable sources of energy for power generation;
6. By how soon we switch over completely to ‘Organic
Farming’ to produce ‘chemical-free and health protective
organic foods’ for civilization; 5. By how soon we are able to commercialize the
‘hydrogen fuel technology’ for our automobiles and all
other renewable sources of energy for power generation; gy
p
g
6. By how soon we switch over completely to ‘Organic
Farming’ to produce ‘chemical-free and health protective
organic foods’ for civilization; gy
p
g
6. CONCLUSION By how soon we switch over completely to ‘Organic
Farming’ to produce ‘chemical-free and health protective
organic foods’ for civilization; In the words of Gerald Durrel (1984), ‘At the present
rate of progress and unless something is done quickly,
disaster stares us in the face. Erosion, desertification and
pollution have become our lot. It is a weird form of
suicide, for we are bleeding our planet to death. We are
led by’ sabrerattling politicians’ who are ignorant of
biology, beset by sectarian groups noted for their narrow-
mindness and intolerance, surrounded by powerful
commercial interests whose only interest in nature is
often to rape it’ (Myers, 1994). 7. By how soon we are able to arrest the dangerously
growing menace of soil and biodiversity erosion,
desertification and land degradation; 8. By how soon we are able to arrest the exploding
‘human population’ (consumers on Earth) and the ‘culture
of consumerism’ and learn to live a ‘sustainable life-style’
by embracing the philosophy of 5 P’s (judicious use of
paper, petrol, power, potable water and plastics) and 5 r’s
(refuse, reduce, reuse, recycle and responsibility about
waste) in daily life (Seymour and Girardet, 1987; Milbrath,
1989). p
y
There is sufficient evidence to indicate that the world is
going on the wrong path of development. It is leading to
economic, ecological, social and political deterioration
and the worst ‘moral degradation’ in the name of
development. It has given birth to violent societies,
violence against both man and nature. There are more
accidents, crime, delinquency, drugs, alcoholism and
deadly diseases than ever before. Mankind will perish if
the protection of the environment does not become an
integral part of all technological development, planning
and management. We must seek lessons from history. The flourishing civilizations of the past perished not at the
hands of any cruel enemy, but due to human’s own
activity, clearing of forest, overuse of soil and lack of
awareness
for
development
compatible
with
the
environment (Meadows et al., 1992). REFERENCES Green Technologies for Environmental
Management and Sustainable Development: Giving Better Quality of
Life at Lower Environmental Cost: Pointer Publishers, India. p. 432. ISBN 81-7132-375-8. 3. By how soon we get rid of those developmental J. Agric. Biotech. Sustain. Dev. 28 Better Quality of Life at Lower Environmental Cost: Pointer
Publishers, India. p. 432. UNDP (2004). Human Development Report 2004; United Nation
Development Program; NY. p
Sinha RK (2006). Development, Environment, Human Health and
Sustainability: Vol. I :The Price of Unsustainable Development:
(p.324) ISBN 81-7132-480-0; Vol. II :The Wisdom of Sustainable
Development: (p.342) ISBN 81-7132-481-9. Pointer Publishers,
Jaipur, India p
g
UNEP-CDG (2000). Sustainable Consumption and Production: Creating
Opportunities in a Changing World; Report of the 4
th International
Business Forum, Berlin, 1999. UNEP-DTIE (2002). Sustainable Consumption and Cleaner Production:
Global Status 2002; United Nation Environment Program & Division
of Technology, Industry and Economics, Paris, Cedex, France. Steffen W, Sanderson A,Tyson PD,Jäger J, Matson PA, Moore III B,
Oldfield F, Richardson K, Schellnhuber HJ, Turner II BL, Wasson RJ,
(2004). Global Change and the Earth System: A Planet Under
Pressure; IGBP Global Change Series; Berlin-NY, Springer-Verlag. gy
y
UNEP-GEO (2004-05): Global Environment Outlook (GEO) Year Book
2004-05; UNEP Publication, Nairobi, Kenya. WCED
(1987):
Our
Common
Future; World
Commission
on
Environment and Development; Oxford University Press. Seymour J, Girardet H (1987). Blueprint for Green Planet; Dorling
Kindersley, London. WB (2004). World Development Indicators; World Bank Report,
Washington, D.C. y
Schumacher EF (1973). Small is Beautiful. Harper and Row; UK. g
WHO (1997). Health and Environment in Sustainable Development;
Five Years After the Rio Earth Summit; World Health Organization
Publication, Geneva. p. 242. Schmidheiny S, Chase R DeSimone L (1997): Signals of Change:
Business Progress Towards Sustainable Development; The World
Business Council for Sustainable Development (WBCSD); p
(
)
Tietenberg T (1988). Environment and natural Resource Economics;
Glenview, III; Scott, Forseman & Company. UNDP
(2003). Human
Development
Report
2003:
Millennium
Development Goals; United Nation Development Program; Oxford
University Press.
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Procedure for Establishing an Individual Limited Liability Company
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Asian Journal of Applied Business and Management
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Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 A B S T R A C T A B S T R A C T
In business world, many are experiencing quite a
very rapid development. Many entrepreneurs
choose individual limited liability company in
running their business. The research method used
is normative juridical which is qualitative in
nature based on literature research. Data sources
come from secondary data sources and tertiary
data. The data was analyzed using a deductive
mindset with a descriptive method and data
analysis using a conceptual approach and a statute
approach. Based on the results of the study, it was
found that the concept of liability at PT
Perorangan
UMK
is
limited
liability
and
protection for creditors against the risk of default
by
PT
Perorangan
UMK
is
through
the
enforcement of non-litigation and litigation legal
remedies. The main conclusion is the importance
of reviewing the risks that arise from the addition
of Article 153J which has been amended in Article
109 of the Job Creation Law regarding the
limitation of MSEs' liability which has not further
regulated the protection of PT Perorangan UMK
creditors. Procedure for Establishing an Individual Limited Liability
Company Fauziah Agustini1, Nursaiba Ritonga2, Indah Purnama Sari3*, Devi Marsella Br
Barus4, Rifqa Khairunnisa5
Fakultas Ekonomi, Universitas Negeri Medan
Corresponding Author: Indah Purnama Sari indahprnm54@gmail.com Fauziah Agustini1, Nursaiba Ritonga2, Indah Purnama Sari3*, Devi Marsella Br
Barus4, Rifqa Khairunnisa5
Fakultas Ekonomi, Universitas Negeri Medan
Corresponding Author: Indah Purnama Sari indahprnm54@gmail.com A R T I C L E I N F O
Keywords: Establishment,
Individual Limited Liability
Company, Procedure,
Company
Received : 18, March
Revised : 20, April
Accepted: 21, May
©2023 Agustini, Ritonga, Sari, Barus,
Khairunnisa: This is an open-access
article distributed under the terms of
the Creative Commons Atribusi 4.0
Internasional. A R T I C L E I N F O
Keywords: Establishment,
Individual Limited Liability
Company, Procedure,
Company
Received : 18, March
Revised : 20, April
Accepted: 21, May
©2023 Agustini, Ritonga, Sari, Barus,
Khairunnisa: This is an open-access
article distributed under the terms of
the Creative Commons Atribusi 4.0
Internasional. A R T I C L E I N F O
Keywords: Establishment,
Individual Limited Liability
Company, Procedure,
Company (
DOI: https://doi.org/10.55927/ajabm.v2i2.4237
ISSN-E: 2964-7932
https://journal.formosapublisher.org/index.php/ajabm 285 Agustini, Ritonga, Sari, Barus, Khairunnisa PENDAHULUAN Industri ialah salah satu sendi utama dalam kehidupan warga modern,
salah satu pusat aktivitas manusia untuk memenuhi kehidupan kesehariannya. Kegiatan industri merupakan suatu bentuk transaksi yang ekonomis. Perseroan
Terbatas ialah wujud usaha aktivitas ekonomi yang sangat disukai dikala ini,
Perseroan Terbatas merupakan bentuk usaha kegiatan ekonomi yang paling
disukai saat ini, karena disamping pertanggungjawabannya yang bersifat
terbatas, Perseroan Terbatas juga memberi kemudahan bagi pemilik (pemegang
saham) untuk mengalihkan perusahaannya (kepada setiap orang) dengan
menjual seluruh saham yang dimilikinya pada perusahaan tersebut, serta
keuntungan-keuntungan lainnya. Perseroan Terbatas sebagaimana sesuai
dengan ketentuan Pasal 1 ayat (1) Undang-Undang Nomor 40 Tahun 2007
adalah: “badan hukum yang merupakan persekutuan modal, didirikan
berdasar pada perjanjian, melakukan kegiatan usaha dengan modal dasar yang
seluruhnya terbagi dalam saham, dan memenuhi persyaratan yang ditetapkan
dalam undang-undang ini serta peraturan pelaksanaannya. Dengan demikian,
jelas bahwa setiap perseroan terbatas adalah badan hukum persekutuan modal
yang menjalankan perusahaan.” Apabila seseorang telah mendirikan Perseroan Terbatas untuk bisnis yang
akan jalankan biasanya memerlukan penyesuaian mulai dari penambahan
modal, perubahan pemegang saham, maksud dan tujuan, susunan pengurusan
dan lain-lain, maka perubahan yang berkaitan dengan identitas atau informasi
perusahaan, apapun bentuknya, harus memperhatikan aturan yang berlaku. Informasi yang dimaksud tertulis di anggaran dasar perusahaan kalau
informasi tersebut berubah artinya Perseroan Terbatas tersebut harus
melakukan perubahan anggaran dasar. Perubahan terhadap Perseroan Terbatas
tersebut wajib membuat akta perubahan anggaran dasar yang dimana
anggaran dasar tersebut dibuat dihadapan notaris. Anggaran dasar merupakan
bagian dari akta pendirian yang memuat aturan main dalam Perseroan
Terbatas yang menentukan setiap hak dan kewajiban dari pihak-pihak dalam
anggaran dasar, baik itu Perseroan Terbatas sendiri, pemegang saham, maupun
pengurus. Berdasarkan yang tertulis di atas, maka adapun yang akan dibahas
mengenai permasalahannya yaitu sebagai berikut: Bagaimana Pendirian PT
Perseroan
Terbatas
Perorangan
ini
terbentuk?,
Bagaimanakah
proses
penyelesaian pendirian PT Perseroan Terbatas Perorangan ini dari awal hingga
ke tahap akhir pengesahan nya?, Adakah kekurangan atau kelebihan dalam
mendirikan PT Perseroam Terbatas Perorangan ini?. Serta Adapun tujuan dari
penelitian ini untuk: mengetahui bagaimana proses pendirian PT Perseroan
Terbatas Perorangan ini berlangsung, dan ntuk mengetahui apa apa saja syarat
syarat atau pun langkah langkah yang harus di ambil dalam mendirikan PT
Perseroan Terbatas Perorangan ini. Prosedur Pendirian Perseroan Terbatas Perorangan 2, No. 2, 2023: 285-294 Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 Prosedur Pendirian Perseroan Terbatas Perorangan Fauziah Agustini1, Nursaiba Ritonga2, Indah Purnama Sari3*, Devi Marsella Br
Barus4, Rifqa Khairunnisa5
Fakultas Ekonomi, Universitas Negeri Medan
Corresponding Author: Indah Purnama Sari indahprnm54@gmail.com A B S T R A K
Dalam dunia bisnis saat ini sangat banyak
mengalami perkembangan yang cukup sangat
pesat. Para pengusaha banyak memilih PT
Perseroan
Terbatas
perorangan
dalam
menjalankan usahanya. Metode penelitian yang
digunakan ialah yuridis normatif yang bersifat
kualitatif
yang
didasarkan
pada
penelitian
pustaka. Sumber data berasal dari sumber data
sekunder dan data tersier. Data tersebut dianalisis
menggunakan pola pikir deduktif dengan metode
deskriptif
dan
analisi
data
menggunakan
conceptual
approach
dan
statute
approach. Berdasarkan hasil penelitian ditemukan bahwa
konsep pertanggungjawaban pada PT Perorangan
UMK adalah pertanggungjawaban terbatas dan
pelindungan bagi kreditur terhadap risiko gagal
bayar PT Peroranagan UMK adalah melalui
penegakan upaya hukum non-litigasi dan litigasi. Kesimpulan utama adalah pentingnya peninjauan
kembali
risiko
yang
muncul
terhadap
penambahan
Pasal
153J
yang
telah
diatur
perubahannya dalam Pasal 109 UU Cipta Kerja
mengenai pembatasan pertanggungjawaban UMK
yang belum mengatur lebih lanjut mengenai
perlindungan kreditur PT Perorangan UMK. A R T I C L E I N F O
A B S T R A K
Kata Kunci: Pendirian,
Perseroan Terbatas
Perorangan, Tata Cara,
Perusahaan
Received : 18, March
Revised : 20, April
Accepted: 21, May
©2023 Agustini, Ritonga, Sari, Barus,
Khairunnisa: This is an open-access
article distributed under the terms of
the Creative Commons Atribusi 4.0
Internasional. Dalam dunia bisnis saat ini sangat banyak
mengalami perkembangan yang cukup sangat
pesat. Para pengusaha banyak memilih PT
Perseroan
Terbatas
perorangan
dalam
menjalankan usahanya. Metode penelitian yang
digunakan ialah yuridis normatif yang bersifat
kualitatif
yang
didasarkan
pada
penelitian
pustaka. Sumber data berasal dari sumber data
sekunder dan data tersier. Data tersebut dianalisis
menggunakan pola pikir deduktif dengan metode
deskriptif
dan
analisi
data
menggunakan
conceptual
approach
dan
statute
approach. Berdasarkan hasil penelitian ditemukan bahwa
konsep pertanggungjawaban pada PT Perorangan
UMK adalah pertanggungjawaban terbatas dan
pelindungan bagi kreditur terhadap risiko gagal
bayar PT Peroranagan UMK adalah melalui
penegakan upaya hukum non-litigasi dan litigasi. Kesimpulan utama adalah pentingnya peninjauan
kembali
risiko
yang
muncul
terhadap
penambahan
Pasal
153J
yang
telah
diatur
perubahannya dalam Pasal 109 UU Cipta Kerja
mengenai pembatasan pertanggungjawaban UMK
yang belum mengatur lebih lanjut mengenai
perlindungan kreditur PT Perorangan UMK. A R T I C L E I N F O
Kata Kunci: Pendirian,
Perseroan Terbatas
Perorangan, Tata Cara,
Perusahaan 286 Asian Journal of Applied Business and Management (AJABM)
Vol. TINJAUAN PUSTAKA Menurut Soedjono Dirjosisworo Osakeyhtiö atau PT kegiatan dilakukan
oleh badan hukum yang didirikan atas dasar kontrak bisnis yang modal 287 Agustini, Ritonga, Sari, Barus, Khairunnisa sahamnya terbagi seluruhnya menjadi saham dan memenuhi UU no. 40 2007
sebagaimana telah diubah dengan Peraturan penerapan. Di samping H.M.N. Purwosutjipto, perusahaan saham gabungan
tersebut perkumpulan yang berbentuk badan hukum. Nama badan hukum ini
belum ditentukan “persekutuan” tetapi “perseroan” karena modal badan
hukumnya terdiri dari saham atau saham milik mereka. Menurut Zaen
Ashhadie, joint stock company adalah sebuah bentuk melakukan bisnis dengan
badan hukum yang awalnya dikenal sebagai nama Naamloze Vennootschap
(NV). Definisi "terbatas" dalam suatu perusahaan Tanggung jawab pemegang
saham terbatas, yang hanya terbatas pada nilai nominal seluruh saham
yang dimilikinya. Menurut Abdulkadir Muhammad, yang dimaksud dengan
“usaha” adalah tentang penentuan modal yaitu saham dan syarat-syaratnya
"terbatas" berarti batas tanggung jawab pemegang saham, yaitu dibatasi oleh
jumlah nominal saham yang dimiliki. Perusahaan terbatas adalah persekutuan
badan hukum. R. Ali Rido juga berpendapat bahwa perusahaan saham gabungan itu
bentuk perusahaan dibuat yang mengatur perusahaan dalam kegiatan Bersama
beberapa orang modal tertentu dibagi menjadi saham, yang anggotanya dapat
memiliki satu atau lebih saham dan memiliki tanggung jawab terbatas sampai
dengan jumlah saham yang dimiliki. Ada pengaturan dalam sejarah perkembangan perusahaan saham
gabungan dalam fase stagnan setelah pengenalan KUHD di Indonesia (Hindia
Belanda pada saat itu) tahun 1848 dengan prinsip konsistensi/ prinsip
kerukunan. Amandemen pertama peraturan Pada tahun 1995, sebuah
perusahaan saham gabungan baru didirikan berdasarkan undang-undang UU
Perseroan Terbatas No. 1 dan 12 tahun 1995 (dua belas) tahun kemudian,
pemerintah melakukan perubahan lagi UU No 40 Tahun 2007 Perusahaan
saham gabungan menggantikan undang-undang sebelumnya. Dua kali
perubahan peraturan kelembagaan pada perusahaan saham gabungan dapat
menggambarkan sifat yang berlawanan ketika menghadapi kegiatan ekonomi
yang biasanya cair dan dinamis. METODOLOGI Artikel
ini
disusun
dengan
menggunakan
metode
penelitian
kepustakaan, berdasarkan hasil penelitian atau kajian dalam ilmu hukum
normatif, penelitian ini bersifat deskriptif, kualitatif, legislasi analitis, bahan
sekunder berupa buku, jurnal, berita dan laporan resmi. , jenis data yang
digunakan data sekunder diperoleh secara tidak langsung atau melalui media
perantara dan data sekunder lainnya yang berasal dari jurnal, skripsi dan tesis. HASIL PENELITIAN Contoh PT Perorangan Terbatas g
PT ASI Pudjiastuti Aviation (Susi Air)
Susi Air adalah maskapai penerbangan yang berada di bawah perusahaan
PT ASI Pudjiastuti Aviation. Pemilik dan CEO nya adalah Susi Pudjiastuti. Berpusat dan berkantor di Pangandaran, Jawa Barat, Susi Air memegang
Sertifikat Operator Udara AOC 135-028. 288 Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 PT ASI Pudjiastuti Aviation didirikan pada tahun 2004 dan Susi Air mulai
beroperasi dengan 2 pesawat pada bulan Desember 2004. Operasi pertama
dilakukan di Medan pada tanggal 27 Desember 2004. Tujuannya adalah
kemanusiaan, sebagai tanggapan terhadap gempa bumi dan tsunami. Sejak itu,
2 pesawat Susi Air telah secara permanen berbasis di Medan. Pada tahun 2006
Susi Air mulai mengembangkan rute terjadwal yang berbasis di luar Medan
dan telah berkembang secara signifikan. Hingga saat ini Susi Air
mengoperasikan 49 armada pesawat yang terdiri atas32 Cessna Grand Caravan
C208B, 9 Pilatus PC-6 Turbo Porter, 3 Piaggio P180 Avanti II, 1 Air Tractor
AT802 “Fuel Hauler”, 1 Piper Archer PA-28 dan 1 LET 410 untuk pesawat
sayap tetap. Operasi helikopter dimulai pada akhir 2009 dengan 1 Agusta
Westland Grand A109S dan 1 Agusta Westland Koala A119Ke bergabung
dengan armada pada Maret 2010. g
p
Susi Air mulai membuka penerbangan perdana untuk 6 wilayah, yakni
Dabo, Singkep, Gunung Sitoli, Sumenep, Ternate, dan Masamba pada 4 Januari
2021. Kemudian pada 6 Januari 2021 untuk wilayah Manokwari, Merauke, dan
Wamena. Perusahaan Susi Air telah memiliki 20 basis operasional utama di
Medan, Banda Aceh, Padang, Dabo, Bengkulu, Jakarta, Pangandaran,
Palangkaraya, Samarinda, Tarakan, Malinau, Kupang, Masamba, Manokwari,
Biak, Nabire, Timika, Jayapura, Wamena, dan Merauke. Operasi didukung
lebih dari 140 pesawat, 75 insinyur dan mekanik pesawat, serta 650 staf darat
dan pendukung lainnya. Hingga kini,Susi Air sukses mencapai 150-225
penerbangan per harinya. Sebanyak 40.800 jam penerbangan telah ditempuh. Kemudian telah melayani 196 rute domestik, 164 tujuan domestik, dan 32 rute
komersial. a. Oktober 2008: Pesawat Susi Air jenis Diamond DA-40 melakukan
pendaratan darurat di Lapangan tembak Pusat Pendidikan Infanteri,
Kabupaten Bandung Barat. Penyelidikan kecelakaan dilakukan oleh
Indonesia
Komite
Nasional
Keselamatan
Transportasi. Mereka
menemukan bahwa pilot tidak berlisensi di Indonesia. Kecelakaan itu
disebabkan oleh kelaparan bahan bakar karena kegagalan pompa bahan
bakar. b. 9 September 2011: Pesawat Susi Air jenis Caravan C 208 B pk-VVE, dari
Wamena, Papua, menuju Kenyem, jatuh di Distrik Pasema Kabupaten
Yahukimo, sekitar pukul 12.20 WIT.Kedua pilot tewas dan puing-puing
ditemukan di daerah pegunungan. HASIL PENELITIAN c. 9 September 2011: Pesawat Susi Air Cessna 208B Grand Caravan (PK
BVQ) meluncur dari landasan pacu di Kupang bandara El Tari. Insiden
ini mengakibatkan pesawat menghalangi landasan pacu selama 50 menit
dan menyebabkan dua pesawat Boeing 737 penerbangan komersial
untuk mengalihkan ke Makassar, Sulawesi. c. 9 September 2011: Pesawat Susi Air Cessna 208B Grand Caravan (PK
BVQ) meluncur dari landasan pacu di Kupang bandara El Tari. Insiden
ini mengakibatkan pesawat menghalangi landasan pacu selama 50 menit
dan menyebabkan dua pesawat Boeing 737 penerbangan komersial
untuk mengalihkan ke Makassar, Sulawesi. d. 23 November 2011: Pesawat Cessna 208B Grand Caravan (PK VVG)
hancur setelah lepas landas di Bandara Sugapa, Nabire, Papua. Kecelakaan pesawat terjadi setelah menghindari landasan pacu di
sebuah landasan pacu kurang dikelola di Pegunungan Bintang di Papua
Barat. Insiden tersebut menewaskan seorang kopilot asal Spanyol, Albert d. 23 November 2011: Pesawat Cessna 208B Grand Caravan (PK VVG)
hancur setelah lepas landas di Bandara Sugapa, Nabire, Papua. Kecelakaan pesawat terjadi setelah menghindari landasan pacu di
sebuah landasan pacu kurang dikelola di Pegunungan Bintang di Papua
Barat. Insiden tersebut menewaskan seorang kopilot asal Spanyol, Albert 289 Agustini, Ritonga, Sari, Barus, Khairunnisa Citores. Sedangkan
pilot
Jesse
Becker
serta
dua
awak
yang
mengoperasikan penerbangan kargo dalam keadaan luka parah. Citores. Sedangkan
pilot
Jesse
Becker
serta
dua
awak
yang
mengoperasikan penerbangan kargo dalam keadaan luka parah. Citores. Sedangkan
pilot
Jesse
Becker
serta
dua
awak
yang
mengoperasikan penerbangan kargo dalam keadaan luka parah. g
g
g
e. Maret 2021: Pesawat Susi Air sempat disandera Kelompok Kriminal
Bersenjata (KKB) Papua selama dua jam di lapangan terbang Wangbe,
Kabupaten Puncak pada Maret 2021. e. Maret 2021: Pesawat Susi Air sempat disandera Kelompok Kriminal
Bersenjata (KKB) Papua selama dua jam di lapangan terbang Wangbe,
Kabupaten Puncak pada Maret 2021. f. 23 Juni 2022: Pesawat Susi Air mengalami kecelakaan saat terbang dari
rute Timika, Kabupaten Mimika, Papua ke Kampung Duma, Kabupaten
Nduga. Pesawat Susi Air dilaporkan membawa 7 orang penumpang
termasuk pilot, Capt Doyle Peter PEMBAHASAN Prosedur Pendirian Perseroan Terbatas Perorangan Prosedur Pendirian Perseroan Terbatas Perorangan Pengajuan Nama Perseroan Terbatas. Adapun persyaratan yang
dibutuhkan sebagai berikut: melampirkan asli formulir dan pendirian surat
kuasa, melampirkan photocopy Kartu Identitas Penduduk (KTP) para
pendirinya dan para pengurus perusahaan, melampirkan photocopy Kartu
Keluarga (KK) pimpinan/pendiri PT. Proses ini bertujuan untuk melakukan
pengecekan nama PT, dimana pemakaian PT tidak boleh sama atau mirip sekali
dengan nama PT yang sudah ada maka yang perlu siapkan adalah dua atau
tiga pilihan nama PT, usahakan nama PT mencerminkan kegiatan usaha anda. Disamping itu, pendaftaran nama PT ini bertujuan untuk mendapatkan
persetujuan dari instansi terkait (Kemenkumham) sesuai dengan UUPT dan
Peraturan Pemerintah Republik Indonesia Nomor 43 Tahun 2011 Tentang Tata
Cara Pengajuan dan Pemakaian Nama Perseroan Terbatas. g j
Pembuatan Akta Pendirian. Hal-hal yang perlu diperhatikan dalam
pembuatan akta ini, yaitu: Kedudukan PT, yang mana PT harus berada di
wilayah Republik Indonesia dengan menyebutkan nama Kota dimana PT
melakukan kegiatan usaha sebagai Kantor Pusat, Pendiri PT minimal 2 orang
atau lebih, menetapkan jangka waktu berdirinya PT selama 10 tahun, 20 tahun
atau lebih atau bahkan tidak perlu ditentukan lamanya artinya berlaku seumur
hidup, menetapkan maksud dan tujuan serta kegiatan usaha PT, akta notaris
yang berbahasa Indonesia, setiap pendiri harus mengambil bagian atas saham,
kecuali dalam rangka peleburan, modal dasar minimal Rp50.000.000,00 (lima
puluh juta Rupiah) dan modal disetor minimal 25% (duapuluh lima persen)
dari modal dasar, minimal 1 orang Direktur dan pemegang saham harus WNI
atau Badan Hukum yang didirikan menurut hukum Indonesia, kecuali PT
dengan Modal Asing atau biasa disebut PT PMA. Pembuatan SKDP. Permohonan SKDP (Surat Keterangan Domisili
Perusahaan) diajukan kepada kantor kelurahan setempat sesuai dengan alamat
kantor PT Anda berada, yang mana sebagai bukti keterangan alamat
perusahaan (domisili gedung, jika di gedung). Persyaratan lain yang
dibutuhkan adalah: photocopy Pajak Bumi dan Bangunan (PBB) tahun terakhir,
perjanjian sewa atau kontrak tempat usaha bagi yang berdomisili bukan di
gedung perkantoran, Kartu Tanda Penduduk (KTP) Direktur, Izin Mendirikan
Bangun (IMB) jika PT tidak berada di gedung perkantoran. 290 Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 Pembuatan NPWP. Permohonan pendaftaran NPWP diajukan kepada
Kepala Kantor Pelayanan Pajak sesuai dengan keberadaan domisili PT. Persyaratan lain yang dibutuhkan, adalah: NPWP pribadi Direktur PT,
photocopy KTP Direktur (atau photocopy Paspor bagi WNA, khusus PT PMA),
SKDP, dan akta pendirian PT. p
Pembuatan Anggaran Dasar Perseroan. Dasar Hukum Pendirian PT Perseroan Terbatas Perorangan Undang-Undang Republik Indonesia Nomor 11 Tahun 2020 Tentang
Cipta Kerja, Peraturan Pemerintah Republik Indonesia Nomor 8 Tahun 2021
Tentang Modal Dasar Perseroan Serta Pendaftaran Pendirian, Perubahan, dan
Pembubaran Perseroan Yang Memenuhi Kriteria Untuk Usaha Mikro dan Kecil
dan Peraturan Pemerintah Republik Indonesia Nomor 7 Tahun 2021 Tentang
Kemudahan, Pelindungan, Dan Pemberdayaan Koperasi dan Usaha Mikro,
Kecil, dan Menengah. Kelebihan PT Perseroan Terbatas Perorangan Keuntungan Usaha Sepenuhnya Di Tangan Pemilik Usaha. Pada
dasarnya, berbentuk PT perorangan. Perorangan dibentuk hanya satu orang
saja. Semua resiko, kendala, kerugian, dan juga keuntungan akan ditanggung
dan dihadapi oleh pemilik usaha itu sendiri. Dengan demikian keuntungan
usaha sepenuhnya bisa berada pada tangan si pemilik usaha itu sendiri. Pemilik Usaha Memegang Kekuasaan Penuh. Pada PT perorangan usaha
keseluruhannya akan dikelola oleh manajemen perusahaannya seorang diri,
seperti didalam hal jabatan direktur, manajer, dan pelaksanaan harian
perusahaan juga ditanganinya sendiri. Dengan adanya pemilik usaha akan
menjadi pemeran utama dalam mengambil dan mengatur kebijakan pada
setiap aspek dalam perusahaannya, seperti dalam aktivitas penjualan
seharihari, komunikasi dengan pihak pembeli, pihak ketiga yang mempunyai
kepentingan dalam perusahaan, serta dalam pengolahan keuangan dan data
perusahaan. p
Memiliki Persyaratan Yang Mudah. Syarat Hal ini tentu saja berbeda
dengan syarat pendirian CV dan PT. Dalam mendirikan PT perorangan tidak
memerlukan akta yang dibuat khusus oleh notaris, dan juga tidak memerlukan
pendaftaran pada pengesahan dan pengadilan oleh kementrian Hukum dan
Hak Asasi Manusia (HAM), dan juga pelaku usaha bisa bebas dalam
menggunakan nama perusahaan tidak ada yang mengaturnya. Memiliki Modal Pendirian Kecil. Pada hakikatnya, PT Perorangan atau
Perusahaan Perorangan memang ditujukan bagi para pelaku usaha UMKM
sehingga modal dalam pendirian usahanya pun terbilang cukup minim. Kategori UMKM yang bisa melakukan pendaftaran dan pendirian PT
(Perseroan Terbatas). Prosedur Pendirian Perseroan Terbatas Perorangan Permohonan ini diajukan kepada
Menteri Kemenkumham untuk mendapatkan pengesahan Anggaran Dasar
Perseroan (akta pendirian) sebagai badan hukum PT sesuai dengan UUPT. Persyaratan yang dibutuhkan antara lain: bukti setor bank senilai modal disetor
dalam akta pendirian, Bukti Penerimaan Negara Bukan Pajak (PNBP) sebagai
pembayaran berita acara negara dan akta asli pendirian. p
y
g
p
Mengajukan Surat Izin Usaha Perdagangan (SIUP). SIUP ini berguna agar
PT dapat menjalankan kegiatan usahanya. Namun perlu untuk diperhatikan
bahwa setiap perusahaan patut membuat SIUP, selama kegiatan usaha yang
dijalankannya termasuk dalam Klasifikasi Baku Lapangan Usaha Indonesia
(KBLUI) sebagaimana Peraturan Kepala Badan Pusat Statistik Nomor 57 Tahun
2009 Tentang Klasifikasi Baku Lapangan Usaha Indonesia. Permohonan
pendaftaran SIUP diajukan kepada Kepala Suku Dinas Perindustrian dan
Perdagangan atau Koperasi Usaha Mikro Kecil Menengah dan Perdagangan
kota atau kabupaten terkait sesuai dengan domisili PT. Adapun klasifikasi dari
SIUP
berdasarkan
Peraturan
Menteri
Perdagangan
No.39/M-
DAG/PER/12/2011 Tentang Perubahan Kedua Atas Peraturan Menteri
Perdagangan No.36/M-DAG/PER/9/2007 tentang Penerbitan Surat Izin Usaha
Perdagangan adalah sebagai berikut: SIUP Kecil, wajib dimiliki oleh
perusahaan perdagangan yang kekayaan bersihnya lebih dari Rp50.000.000,00
(lima puluh juta rupiah) sampai dengan paling banyak Rp500.000.000,00(lima
ratus juta rupiah) tidak termasuk tanah dan bangunan tempat usaha; SIUP
Menengah wajib dimiliki oleh perusahaan perdagangan yang kekayaan
bersihnya lebih dari Rp500.000.000,00 (lima ratus juta rupiah) sampai dengan
paling banyak Rp10.000.000.000,00 (sepuluh milyar Rupiah) tidak termasuk
tanah dan bangunan tempat Usaha; SIUP Besar, wajib dimiliki oleh perusahaan
perdagangan yang kekayaan bersihnya lebih dari Rp10.000.000.000,00(sepuluh
milyar Rupiah) tidak termasuk tanah dan bangunan tempat usaha. y
p
)
g
p
Mengajukan Tanda Daftar Perusahaan (TDP). Permohonan pendaftaran
diajukan kepada Kepala Suku Dinas Perindustrian dan Perdagangan dan/atau
Koperasi Usaha Mikro Kecil Menengah dan Perdagangan kota atau kabupaten
terkait sesuai dengan domisili perusahaan. Bagi perusahaan yang telah
terdaftar akan diberikan sertifikat TDP sebagai bukti bahwa perusahaan/badan
usaha telah melakukan wajib daftar perusahaan sesuai dengan Peraturan
Menteri Perdagangan Republik Indonesia No.37/MDAG/PER/9/2007 tentang
Penyelenggaraan Pendaftaran Perusahaan. Berita Acara Negara Republik Indonesia (BNRI). Setelah perusahaan
melakukan wajib daftar perusahaan dan telah mendapatkan pengesahan dari
Menteri Kemenkumham, maka harus di umumkan dalam BNRI dari
perusahaan yang telah diumumkan dalam BNRI, maka PT telah sempurna
statusnya sebagai badan hukum. Demikianlah prosedur pendirian perusahaan 291 Agustini, Ritonga, Sari, Barus, Khairunnisa terbatas perorangan. Sebagai pemilik perusahaan, pastikan Anda memahami
dan memenuhi semua persyaratan hukum yang terkait dengan pendirian
perusahaan. Dasar Hukum Pendirian PT Perseroan Terbatas Perorangan KESIMPULAN DAN REKOMENDASI Meski pendirinya hanya satu orang, akan tetapi perlu ditegaskan bahwa
PT (Perseroan Terbatas) Perorangan statusnya tetap badan hukum sama seperti
PT (Perseroan Terbatas) yang selama ini kita kenal dengan adanya minimal 2
Pemegang saham dan pendiri (selanjutnya disebut PT biasa). Status PT
Perorangan atau Perseroan Perorangan sebagai badan hukum ditegaskan di
dalam Pasal 1 PP Nomor.8 Tahun 2021 yang menyebutkan Perseroan Terbatas,
yang selanjutnya disebut Perseroan adalah badan hukum yang merupakan
persekutuan modal, didirikan berdasarkan perjanjian, melakukan kegiatan
usaha dengan modal dasar yang seluruhnya terbagi dalam saham atau badan
hukum perorangan yang memenuhi kriteria usaha mikro dan kecil
sebagaimana diatur dalam peraturan perundang-undangan mengenai usaha
mikro dan kecil. Dalam penelitian ini masih perlu dilanjutkan dengan proses
yang lebih mendalam kaitannya tentang prosedur pendirian PT Perorangan
baik dengan membandingkan dengan beberapa PT Perorangan lainnya tentang
prosedur PT Perorangan. p
g
PP No 8 tahun 2021 selanjutnya, menentukan bahwa kriteria modal mikro
adalah usaha dengan modal di bawah Rp1.000.000.000,00 (satu miliar rupiah)
dan usaha kecil dengan modal anatara Rp1.000.000.000,00 (satu miliar rupiah)
sampai dengan Rp5.000.000.000,00 (lima miliar rupiah). Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 perkembangan usaha dikarenakan biasanya jika ada suatu usaha ingin
mengikuti tawaran atau tender resmi dari mitra lain pelaku usaha wajib
memenuhi terlebih dahulu persyaratan yaitu minimal berbadan hukum PT atau
minimal CV. Resiko Kerugian Di Tangan Pribadi. Pendirian PT Perorangan seperti
yang sudah dijelaskan diatas bahwa PT Perorangan atau Perusahaan
Perorangan dibentuk hanya oleh satu orang saja dan semua resiko, kendala,
kerugian akan ditanggung dan dihadapi oleh pemilik usaha itu sendiri. Kelangsungan Usaha Relatif Singkat. PT perorangan atau perusahaan
perorangan yang didirikan hanya satu orang pendiri saja dan tidak selalu baik
dalam sistem manajemen perusahaan perorangan karena terkadang pelaku
usaha hanya cenderung kewalahan dalam mengambil dan mengatur
keputusannya
sendiri
sehingga
bisa
menimbulkan
masalah
dalam
mengembangkan kemajuan usahanya. Potensi Manajemen Administrasi Perusahaan Lemah. Perusahaan
Perorangan yang didirikan oleh satu orang pendiri saja, tentunya akan
membawa resiko bagi sistem manajemen administrasi atau juga tata kelola
perusahaannya. Dimana dalam hal ini, data pengelolaan keuangan dan
perusahaan dapat terkelola secara kurang maksimal. Kekurangan PT Perseroan Terbatas Perorangan Kelonggaran Perizinan Dapat Menghambat Perkembangan Usaha. PT
Perorangan bisa dikategorikan atau dikatakan sebagai usaha skala mikro, maka
merek hanya cukup dengan mengurus surat izin usaha mikro dan kecil saja
dan tidak memerlukan pembuatan serta mempunyai surat izin usaha
perdagangan dan tanda daftar perusahaan. Akan tetapi dengan ketiadaan SIUP
(Surat Izin Usaha Perdagangan) ini justru bisa menghambat dalam 292 Asian Journal of Applied Business and Management (AJABM)
Vol. 2, No. 2, 2023: 285-294 PENELITIAN LANJUTAN Penelitian ini masih memiliki keterbatasan, maka perlu dilakukan
penelitian lanjutan mengenai topik “Prosedur Pendirian Perseroan Terbatas
Perorangan” untuk menyempurnakan penelitian ini, serta memberi informasi
bagi pembaca. 293 Agustini, Ritonga, Sari, Barus, Khairunnisa UCAPAN TERIMA KASIH Puji dan syukur kami panjatkan kepada Tuhan Yang Maha Esa, karena
atas berkat dan rahmat-Nya, kami dapat menyelesaikan jurnal ini. Penulisan
jurnal ini dilakukan dalam rangka untuk memenuhi salah satu tugas mata
kuliah regulasi bisnis, Universitas Negeri Medan. Kami menyadari bahwa
tanpa bantuan dan bimbingan dari berbagai pihak, cukup sulit bagi kami untuk
menyelesaikan karya tulis ilmiah ini. Oleh sebab itu kami mengucapkan terima
kasih kepada Ibu Sabda Dian Nurani Siahaan S.Pd., M.B.A selaku sebagai
Dosen pengampu mata kuliah Regulasi Bisnis, serta teman sekelompok yaitu
Nursaiba Ritonga, Devi Marsella Br Barus, Rifqa Khairunnisa dan Indah
Purnama Sari. DAFTAR PUSTAKA Perkembangan Hukum PT Perorangan (One Person Company)
http://digilib.iblam.ac.id/140/1/TESIS%20AISHA%20IBLAM_merged.pdf
http://openjournal.unpam.ac.id/index.php/rjih/article/view/12669
https://ejournal.undip.ac.id/index.php/notarius/article/download/43800/28
813
https://jurnal.uisu.ac.id/index.php/alhikmah/article/download/5951/4399
http://jurnal.unissula.ac.id/index.php/JIMU/article/download/26780/7461
https://profilpelajar.com/Susi_Air
https://jurnal.usu.ac.id/index.php/jmim/article/view/2303/0
https://eprints.umk.ac.id/4533/3/BAB_II.pdf
https://rechtsvinding.bphn.go.id/ejournal/index.php/jrv/article/download/
405/237 294
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http://oceanrep.geomar.de/8498/2/essd-2-79-2010.pdf
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English
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Nordic Seas and Arctic Ocean CFC data in CARINA
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Open Access
Earth System
Science
Data Open Access
Earth System
Science
Data Open Access
Earth System
Science
Data Earth Syst. Sci. Data, 2, 79–97, 2010
www.earth-syst-sci-data.net/2/79/2010/
© Author(s) 2010. This work is distributed under
the Creative Commons Attribution 3.0 License. Nordic Seas and Arctic Ocean CFC data in CARINA Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson1, K. A. Olsson2,*, T. Tanhua3, and J. L. Bullister4
1Bjerknes Centre for Climate Research, Uni Research, Bergen, Norway
2Department of Chemistry, University of Gothenburg, G¨oteborg, Sweden
3Leibniz-Institut f¨ur Meereswissenshaften, Marine Biogeochemie, Kiel, Germany
4Pacific Marine Environmental Laboratory, NOAA, Seattle, Washington, USA
*present address: Volvo Technology Corporation, Environment & Chemistry, Gothenburg, Sweden
Received: 22 September 2009 – Published in Earth Syst. Sci. Data Discuss.: 16 October 2009
Revised: 1 February 2010 – Accepted: 9 February 2010 – Published: 15 February 2010 Abstract. Water column data of carbon and carbon relevant hydrographic and hydrochemical parameters have
been retrieved from a large number of cruises and collected into a new database called CARINA (CARbon IN
the Atlantic). These data have been merged into three sets of files, one for each of the three CARINA regions;
the Arctic Mediterranean Seas (AMS), the Atlantic (ATL) and the Southern Ocean (SO). The first part of
the CARINA database consists of three files, one for each CARINA region, containing the original, non-
adjusted cruise data sets, including data quality flags for each measurement. These data have then been subject
to rigorous quality control (QC) in order to ensure highest possible quality and consistency. The data for
most of the parameters included were examined in order to quantify systematic biases in the reported values,
i.e. secondary quality control. Significant biases have been corrected for in the second part of the CARINA
data product. This consists of three files, one for each CARINA region, which contain adjustments to the
original data values based on recommendations from the CARINA QC procedures, along with calculated and
interpolated values for some missing parameters. Here we present an overview of the QC of the CFC data for the AMS region, including the chlorofluorocarbons
CFC-11, CFC-12 and CFC-113, as well as carbon tetrachloride (CCl4). The Arctic Mediterranean Seas is
comprised of the Arctic Ocean and the Nordic Seas, and the quality control was carried out separately in these
two areas. For the secondary QC of the CFCs we used a combination of tools, including the evaluation of
depth profiles and CFC ratios, surface saturations and a crossover analysis. This resulted in a multiplicative
adjustment of data from some cruises, while other data were flagged to be of questionable quality, which
excluded them from the final data product. Data coverage and parameter measured
Repository-Reference: doi: CARINA.AMS.V1.2,
doi:10.3334/CDIAC/otg.CARINA.AMS.V1.2
Available at:
http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html
Coverage: Nordic Seas: 59.60–82.35◦N, 35.23◦W–28◦E;
Arctic Ocean: 60.7–90◦N, circumpolar
Location Name: Nordic Seas; Arctic Ocean
Correspondence to: E. Jeansson
(emil.jeansson@uni.no)
Nordic Seas: Date/Time Start: 1982-02-28;
Nordic Seas: Date/Time End: 2003-10-13
Arctic Ocean: Date/Time Start: 1991-07-26;
Arctic Ocean: Date/Time End: 1997-10-15
Published by Copernicus Publications. Data coverage and parameter measured Nordic Seas: Date/Time Start: 1982-02-28;
Nordic Seas: Date/Time End: 2003-10-13
Arctic Ocean: Date/Time Start: 1991-07-26;
Arctic Ocean: Date/Time End: 1997-10-15 Nordic Seas: Date/Time Start: 1982-02-28;
Nordic Seas: Date/Time End: 2003-10-13
Arctic Ocean: Date/Time Start: 1991-07-26;
Arctic Ocean: Date/Time End: 1997-10-15 Available at:
http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html
Coverage: Nordic Seas: 59.60–82.35◦N, 35.23◦W–28◦E;
Arctic Ocean: 60.7–90◦N, circumpolar
Location Name: Nordic Seas; Arctic Ocean Correspondence to: E. Jeansson
(emil.jeansson@uni.no) Correspondence to: E. Jeansson
(emil.jeansson@uni.no) Published by Copernicus Publications. 80 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA Data Product
Data Product
Exchange File
Exchange File
Units
Parameter Name
Flag name
Parameter Name
Flag Name
station
STANBR
day
DATE
month
DATE
year
DATE
latitude
LATITUDE
decimal degrees
longitude
LONGITUDE
decimal degrees
cruiseno
depth
Meters
temperature
CTDTMP
◦C
salinity
sf
SALNTY
SALNTY FLAG W
ctdsal
ctdsf
CTDSAL
CTDSAL FLAG W
pressure
CTDPRS
decibars
cfc11
cfc11f
picomole kg−1
cfc12
cfc12f
picomole kg−1
cfc113
cfc113f
picomole kg−1
ccl4
ccl4f
picomole kg−1
pf11
ppt
pf12
ppt
pf113
ppt
pccl4
ppt
pf11, pf12, pf113 and pccl4 are the partial pressures of the compounds, expressed in ppt (10−12 atmospheres). For a complete list of all parameters available in CARINA see Key et al. (2009). Note the different names for the parameters in the Exchange
files (the individual cruise files) and the merged data product. pf11, pf12, pf113 and pccl4 are the partial pressures of the compounds, expressed in ppt (10−12 atmospheres). For a complete list of all parameters available in CARINA see Key et al (2009) Note the different names for the parameters in the Exch For a complete list of all parameters available in CARINA see Key et al. (2009). Note the different names for the parameters in the Exchange
files (the individual cruise files) and the merged data product. (such as 14C, 13C and SF6) reported in the individual cruise
files than has been included in the secondary QC. The second
part of the CARINA database consists of three merged data
files, one for each region, and contains only the data consid-
ered being of “good” quality. Data coverage and parameter measured
Repository-Reference: doi: CARINA.AMS.V1.2,
doi:10.3334/CDIAC/otg.CARINA.AMS.V1.2
Available at:
http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html
Coverage: Nordic Seas: 59.60–82.35◦N, 35.23◦W–28◦E;
Arctic Ocean: 60.7–90◦N, circumpolar
Location Name: Nordic Seas; Arctic Ocean
Correspondence to: E. Jeansson
(emil.jeansson@uni.no)
Nordic Seas: Date/Time Start: 1982-02-28;
Nordic Seas: Date/Time End: 2003-10-13
Arctic Ocean: Date/Time Start: 1991-07-26;
Arctic Ocean: Date/Time End: 1997-10-15
Published by Copernicus Publications. These files include: data values
from the original cruise files, some of which have been ad-
justed based on the secondary QC processes as part of CA-
RINA (see Key et al., 2009); interpolated values for nutri-
ents, oxygen and salinity if those data were missing for indi-
vidual samples and if interpolation could be made according
to criteria described in Key et al. (2009). It also contains
calculated carbon parameters when applicable, e.g., if total
dissolved inorganic carbon (TCO2) and alkalinity (TA) were
measured, pH was calculated from these. E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA the parameter was not measured; Adjustments for
the CFCs are multiplicative. Flag 3 means that the data are of questionable quality and are not included in the merged data product. Table 2. CARINA cruises with CFC data in the Arctic Ocean. ND denotes “no data”, i.e. the parameter was
the CFCs are multiplicative. Flag 3 means that the data are of questionable quality and are not included in th Table 2. CARINA cruises with CFC data in the Arctic Ocean. ND denotes “no data”, i.e. the parameter was not measured; Adjustments for
the CFCs are multiplicative. Flag 3 means that the data are of questionable quality and are not included in the merged data product. Cruise No. EXPOCODE
Year
Country/Institute
P.I. Sampled area
CFC11
CFC12
CFC113
CCl4
2
06AQ19930806
1993
USA/LDEO
W. Smethie
Laptev Sea
1
1
1
ND
3
06AQ19960712
1996
Canada/BIO;Germany/IfMK
P. Jones/M. Rhein
Laptev and Kara Seas
1
1
ND
1
47
18SN19940724
1994
Canada/BIO
P. Jones
Canadian Basin
1.05
1
Flag 3
1
48
18SN19970803a
1997
Canada/BIO
P. Jones/K. Azetsu-Scott
Baffin Bay
1
1
1
1
49
18SN19970831a
1997
Canada/BIO
P. Jones/K. Azetsu-Scott
Canadian archipelago
1
1
1
1
50
18SN19970924a
1997
Canada/BIO
P. Jones/K. Azetsu-Scott
Canada Basin
1
1
1
1
177
77DN19910726
1991
Canada/BIO
P. Jones
Eurasian Basin
1
1
ND
1
a The three 1997 cruises is really one cruise, divided in three parts. Abbreviations: BIO=Bedford Institute of Oceanography (Canada); IfMK=Institut f¨ur Meereskunde, Kiel (Germany); LDEO=Lamont Do-
herty Earth Observatory (USA). Abbreviations: BIO=Bedford Institute of Oceanography (Canada); IfMK=Institut f¨ur Meereskunde, Kiel (Germany); LDEO=Lamont Do-
herty Earth Observatory (USA). process can be found on the CARINA website at CDIAC,
http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html. Norwegian Seas (Bullister and Weiss, 1983). After that a
decade passed without any CFC sampling in the AMS re-
gion, i.e. the Arctic Ocean and the Nordic Seas. In 1991
annual measurements of transient tracers commenced in the
Nordic Seas as a part of the Atlantic Climate Change Pro-
gram (ACCP) and later by CLIVAR (Climate Variability and
Prediction) Atlantic activities. These measurements went on 1
Introduction CARINA (CARbon IN the Atlantic) is a database of carbon
relevant data from hydrographic cruises in the Arctic, At-
lantic and Southern Oceans. The database was initiated as
an essentially informal, unfunded project in Kiel, Germany
in 1999, with the main goal to create a database of carbon
relevant variables in the ocean to be used for accurate assess-
ments of oceanic carbon inventories and uptake rates. Not
only the collection of data, but also the quality control of
the data has been a main focus of the project. During the
project, both primary and secondary quality control (QC) of
the data has been performed. The CARINA database con-
sists of essentially two parts: The first part is the individual
cruise files containing all the data that were reported for dis-
crete water samples collected during the cruise, along with
the corresponding data quality flag for each measurement. In
most cases, the groups directly involved in making the mea-
surements provided the data values contained in these files. These files are in WOCE Hydrographic Program (WHP) ex-
change format where the first lines consist of the condensed
metadata. Information on these file formats can be found
in the WHP manuals at http://whpo.ucsd.edu/manuals.html. The values in these files are based on the direct measure-
ments made on the individual water samples and are not cal-
culated from other parameters or interpolated from surround-
ing measurements; i.e. no adjustments have been applied to
the reported values. In many cases there are more parameters Here we describe the data and present an overview of
the secondary QC of the chlorofluorocarbon (CFC) com-
pounds CFC-11, CFC-12 and CFC-113, and carbon tetra-
chloride (CCl4). In this study we treat CCl4 as a member
of the CFC family of chemical compounds, despite not be-
ing a “true” CFC. All the Arctic Mediterranean Seas (AMS)
CFC values in the merged data file have been adjusted ac-
cording to the values in Table 1 (Nordic Seas) and Table 2
(Arctic Ocean). For an overview of all parameters and ad-
justments of the AMS data the reader is referred to Olsen
et al. (2009) and Jutterstr¨om et al. (2010). Information on
the secondary QC of oxygen, nutrients, TCO2 and TA data is
found in Falck and Olsen (2009), Olafsson and Olsen (2010),
Olsen (2009a and b), respectively. More details to the Earth Syst. Sci. 1
Introduction Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ 81 Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA Table 1. CARINA cruises with CFC data in the Nordic Seas. ND denotes “no data”, i.e. the parameter was not measured. Adjustments
for the CFCs are multiplicative and the presented numbers been applied in the merged data product. Flag 3 means that the data are of
questionable quality and are not included in the merged data product. Cruise No.a
EXPOCODE
Year
Country/Institute
P.I. CFC11
CFC12
CFC113
CCl4
36
18HU19820228
1982
USA/SIO
R. Weiss/D. Wallace
1.05
1
ND
ND
67
316N20020530
2002
USA/LDEO
W. Smethie
1
1
0.9
ND
91
34AR19970805
1997
Sweden/UGOT
T. Tanhua/A. Olsson
0.95b
1
1
1
117
58AA19940224
1994
Sweden/UGOT
E. Fogelqvist
1
Flag 3
ND
0.9
119
58AA19950217
1995
Sweden/UGOT
A. Olsson/T. Tanhua
1.1
Flag 3
Flag 3
ND
120
58AA19961121
1996
Sweden/UGOT
E. Fogelqvist/T. Tanhua/A. Olsson
1
1
ND
ND
125
58AA20010527
2001
Sweden/UGOT
A. Olsson/E. Jeansson
1
0.95
ND
ND
128
58GS20030922
2003
Sweden/UGOT
A. Olsson/E. Jeansson
1
0.95
ND
ND
129
58JH19911105
1991
USA/BNL; USA/PMEL
D. Wallace/J. Bullister
1
ND
ND
1
131
58JH19921105
1992
USA/BNL; USA/PMEL
D. Wallace/J. Bullister
0.95
1
1
1.05
133
58JH19931106
1993
USA/BNL; USA/PMEL
D. Wallace/J. Bullister
1
1
0.95
ND
135
58JH19940723
1994
Sweden/UGOT
E. Fogelqvist/T. Tanhua
Flag 3
Flag 3
Flag 3
Flag 3
136
58JH19941028
1994
USA/BNL; USA/PMEL
D. Wallace/J. Bullister
1
1
1
1
138
58JH19951108
1995
USA/BNL; USA/PMEL
D. Wallace/J. Bullister
1
0.95
1
1
140
58JH19961030
1996
USA/PMEL; USA/BNL
J. Bullister/D. Wallace
1
1
1.05
1
141
58JH19970414
1997
USA/PMEL; USA/BNL
J. Bullister/D. Wallace
1
1
1
1
142
58JH19980801
1998
USA/PMEL; USA/BNL
J. Bullister/D. Wallace
1
1.05
1.1
1
143
58JH19990615
1999
USA/PMEL; USA/BNL
J. Bullister/D. Wallace
1
1
Flag 3
1
144
58JH20000527
2000
USA/PMEL; USA/BNL
J. Bullister/D. Wallace
1
1.05
Flag 3
0.95
176
74JC19960720
1996
Sweden/UGOT
E. Fogelqvist/A. Olsson
1
1
1
Flag 3
179
77DN20020420
2002
Canada/BIO
P. Jones
1
1
Flag 3c
Flag 3c Abbreviations: BIO=Bedford Institute of Oceanography (Canada); BNL=Brookhaven National Laboratory (USA); LDEO=Lamont Doherty
Earth Observatory (USA); PMEL=Pacific Marine Environmental Laboratory, NOAA (USA); SIO=Scripps Institution of Oceanography
(USA); UGOT=University of Gothenburg (Sweden). Abbreviations: BIO=Bedford Institute of Oceanography (Canada); BNL=Brookhaven National Laboratory (USA); LDEO=Lamont Doherty
Earth Observatory (USA); PMEL=Pacific Marine Environmental Laboratory, NOAA (USA); SIO=Scripps Institution of Oceanography
(USA); UGOT=University of Gothenburg (Sweden). Table 2. CARINA cruises with CFC data in the Arctic Ocean. ND denotes “no data”, i.e. 2.0.1
CFC partial pressure In addition to the concentration values, the CARINA data
product also includes calculated partial pressures for the dis-
solved CFC (and for CCl4) samples; the pCFC data, ex-
pressed with units of pico (10−12) atmospheres or parts-per-
trillion (ppt). The pCFC of a water sample is computed
from the expression pCFC=CSW/F(Θ, S) (Doney and Bullis-
ter, 1992), where CSW is the concentration (in pmol kg−1)
of the dissolved CFC in the seawater sample and F(Θ, S)
is the solubility of the CFC as a function of potential temper-
ature and salinity (Warner and Weiss, 1985; Bu and Warner,
1995; Bullister and Wisegarver, 1998). This conversion of
dissolved CFC concentrations to pCFCs removes the strong
dependency on the CFC concentration on the temperature
and salinity of the seawater sample and makes it possible to
directly compare the levels of dissolved CFCs in the ocean
with the equivalent equilibrium atmospheric partial pressures
or atmospheric mixing ratios. Figure 1. Map of the Arctic Mediterranean Seas showing all sta-
tions with CFC data in the CARINA data collection. until 2000 within the repeated hydrographic surveys con-
ducted by the Institute of Marine Research (IMR) in Bergen,
Norway (B¨onisch et al., 1997; Karstensen et al., 2005; see
also Olsen et al., 2009). The CFC measurement program
was headed by Brookhaven National Laboratory (BNL) be-
tween 1991 and 1995 and by NOAA’s Pacific Marine Envi-
ronmental Laboratory (PMEL) between 1996 and 2000 (e.g.,
Karstensen et al., 2005). Between 1995 and 2003 consider-
able CFC sampling was also conducted during the EU funded
projects ESOP, ESOP II and TRACTOR, mostly by Univer-
sity of Gothenburg (UGOT). The data from these projects are
all included in the Nordic Seas part of the CARINA database,
where 21 out of the total 35 cruises contain CFC data. In
addition the CARINA data set includes 26 cruises from the
Arctic Ocean, and seven of those contain CFC data, collected
between 1991 and 1997. These cruises sampled the different
basins of the Arctic Ocean, but also the Baffin Bay and the
Canadian archipelago. The Arctic Ocean data are described
in the end of this paper (Sect. 7). 2
Data Provenance and Structure The cruise on C.S.S. Hudson in the winter of 1982 col-
lected an extensive set of CFC samples in the Greenland and Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 82 Figure 1. Map of the Arctic Mediterranean Seas showing all sta-
tions with CFC data in the CARINA data collection. ibration scale (http://bluemoon.ucsd.edu/pub/cfchist/). More
information of the CFC data from each individual cruise can
be found in the metadata accompanying the individual cruise
files, http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html. Depth profiles of all CFCs for the Nordic Seas cruises are
presented in Figs. 2–5 and relationships between CFC-11 and
the other CFCs can be found in Figs. 6–8. These figures
have served a valuable tool in the QC and will be referred
to when appropriate. The cruise ID (EXPOCODE) is com-
posed of the ships code and the starting date of the cruise
and is given in Tables 1 and 2. More information of the EX-
POCODES and the ships included in the Nordic Seas Carina
can be found in Olsen et al. (2009). ibration scale (http://bluemoon.ucsd.edu/pub/cfchist/). More
information of the CFC data from each individual cruise can
be found in the metadata accompanying the individual cruise
files, http://cdiac.ornl.gov/oceans/CARINA/Carina inv.html. 2.1
Analysis approach As with the other parameters of CARINA, also the CFC data
were subject to secondary quality control (QC). However, the
transient behaviour of these compounds present some inher-
ent problems with identifying and quantifying offsets in a
straightforward way, as can be done for most of the other
parameters. Therefore, a number of tools are used for the
consistency control of the data and adjustments are recom-
mended if there is consensus in the results from the differ-
ent methods. For the quality evaluation of the Nordic Seas
CFC data we used depth profiles of the CFCs, relationships
between CFC-11 and the other CFCs and the surface satu-
rations of the CFCs. The CFC data also underwent a con-
sistency analysis using crossover and inversion approaches
(Johnson et al., 2001; Tanhua et al., 2010), customised for
the Nordic Seas (Olsen et al., 2009). An overview of the Nordic Seas data included in the sec-
ondary QC can be found in Table 1, and the station positions
in Fig. 1. The CFC data in the CARINA data set have all been
determined by a similar analytical method, based on a purge
and trap pre-treatment technique in combination with gas
chromatography with electron capture detection (e.g., Bullis-
ter and Weiss, 1983; Fogelqvist, 1999). The values have
been calibrated against gas-phase standards. The precision
of the analysis is typically between 1 and 2%, and the over-
all accuracy before secondary QC is typically estimated to be
roughly twice that. All results are reported on the SIO-98 cal- A useful tool for quality control of CFCs is the sur-
face saturation, which is the ratio of the measured surface
(<20 dbar) concentration to the calculated equilibrium con-
centration of the CFC. The equilibrium concentration of a Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 83 CFC-11 vs. pressure (dbar) for all Nordic Seas cruises in CARINA. The red dots mark data from each specific cruise, an
the CFC-11 data from all Nordic Seas CARINA cruises. The inserted map shows the specific cruise track. www.earth-syst-sci-data.net/2/79/2010/ 2.1
Analysis approach function of time is calculated from the solubility
mpound and the atmospheric history of the CFC
t al., 2000; Bullister 2008, http://cdiac.ornl.gov/
w atmCFC html)
In much of the surface layer
CFC-11 and CFC-12 are close to equilibrium with
lying atmosphere. Consistently, most cruises in th
Seas CARINA show surface saturations for CFC
CFC 12 between 90 and 100% of equilibrium w Figure 2. CFC-11 vs. pressure (dbar) for all Nordic Seas cruises in CARINA. The red dots mark data from each specific cruise, and the grey
dots shows the CFC-11 data from all Nordic Seas CARINA cruises. The inserted map shows the specific cruise track. CFC-11 and CFC-12 are close to equilibrium with the over-
lying atmosphere. Consistently, most cruises in the Nordic
Seas CARINA show surface saturations for CFC-11 and
CFC-12 between 90 and 100% of equilibrium, with some
clear exceptions (see Fig. 9). However, saturations in the CFC as a function of time is calculated from the solubility
of the compound and the atmospheric history of the CFC
(Walker et al., 2000; Bullister 2008, http://cdiac.ornl.gov/
oceans/new atmCFC.html). In much of the surface layer
of the world ocean the observed concentrations of dissolved www.earth-syst-sci-data.net/2/79/2010/ Earth Syst. Sci. Data, 2, 79–97, 2010 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 84 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in
CFC-12 vs. pressure (dbar). See Fig. 2 for specifications. Figure 3. CFC-12 vs. pressure (dbar). See Fig. 2 for specifications. surface waters of the Greenland Sea of ∼80% have been re-
ported by several authors (Bullister and Weiss, 1983; Rhein,
1991; Anderson et al., 2000). This low saturation is gen-
erally considered to be a feature of deep-water formation
regions where gas exchange rates are not rapid enough to
bring the exceptionally deep winter mixed layers into equi-
librium with the overlying atmosphere. Thus, low saturation
levels do not prove that there is an offset in the data. Further-
more, the CFC saturations are possibly time-dependent in the
North Atlantic, with a lower degree of saturation prior to the
1990s when the atmospheric increase was faster (Tanhua et
al., 2008), and this might also be expected for the Nordic
Seas. 2.1
Analysis approach 2 for specifications. E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 85 Figure 4. CFC-113 vs. pressure (dbar). See Fig. 2 for specifications. al., 2001; Roether et al., 2001), which makes comparisons
with the other CFCs more difficult. However, these non-
stable behaviours appear to be in part temperature dependent,
with more rapid removal rates in warmer water (≥13 ◦C). Since the surface waters of the Nordic Seas generally are sig-
nificantly colder than 13 ◦C, average removal rates, although
still significant, may be slower in the AMS than in some other
regions. ferent cruises, within 300 km from each other. Since two
cruises can cross at several points, in different hydrographic
regimes, each cruise pair’s crossover stations were divided
into groups of stations, or clusters; up to 6 clusters were de-
fined, each within a circle of maximum radius of 175 km. Profiles of the cruises in each cluster were interpolated us-
ing a piecewise cubic hermite interpolating approach, which
minimizes extrapolation. The interpolated profiles of each
cruise were then averaged and an offset and standard devi-
ation profile for each cluster was calculated from data be-
low 1900 dbar. From these profiles a weighted mean offset
and weighted mean standard deviation were determined for
each cruise pair and used for the inversion that calculated
the corrections. The inversion method closely followed that
of Johnson et al. (2001). They presented three models of
different complexity to adjust a number of parameters and
found that a model of intermediate complexity, the Weighted
Least Square (WLSQ), showed the most satisfactory results. In the WLSQ model the standard deviation of each crossover
is included in the calculation, but no a priori assumptions
are made about the quality of the measurements. When this
assumption is made a maximum allowed range of adjust-
ments is set for each cruise, which tends to decrease the ad-
justments of individual cruises on cost of the overall perfor-
mance. Models that do not include the uncertainty of the
offset values are considered too simple (Johnson et al., 2001;
Tanhua et al., 2010). From Fig. 9 it can be seen that the saturation of CFC-11
and CFC-12 in general follow each other very well, and the
same is true for their uncertainty. They are also in agree-
ment with the values for CCl4. 2.1
Analysis approach CFC-113, on the other
hand, frequently shows saturation as low as 70–80% (Fig. 9),
consistent with the slower gas exchange and perhaps non-
stable behaviour, and the variability of the saturation is larger. Some cruises deviate from the assumption that the saturation
of CFC-11 and CFC-12 should be consistent to each other
(Fig. 9). This will be taken into account when summarising
the results from the different quality controls. www.earth-syst-sci-data.net/2/79/2010/ 2.1
Analysis approach CFC-113 and CCl4 have a slower gas transfer velocity
than CFC-12, 20% slower for CFC-113 (e.g., Roether et al.,
2001) and 12% for CCl4 (Huhn et al., 2001), so in some cir-
cumstances a lower degree of saturation for these compounds
might be expected. Another issue of importance is the non-
stable behaviour of these two species in seawater (Huhn et Figure 3. CFC-12 vs. pressure (dbar). See Fig. 2 for specifications. North Atlantic, with a lower degree of saturation prior to the
1990s when the atmospheric increase was faster (Tanhua et
al., 2008), and this might also be expected for the Nordic
Seas. CFC-113 and CCl4 have a slower gas transfer velocity
than CFC-12, 20% slower for CFC-113 (e.g., Roether et al.,
2001) and 12% for CCl4 (Huhn et al., 2001), so in some cir-
cumstances a lower degree of saturation for these compounds
might be expected. Another issue of importance is the non-
stable behaviour of these two species in seawater (Huhn et North Atlantic, with a lower degree of saturation prior to the
1990s when the atmospheric increase was faster (Tanhua et
al., 2008), and this might also be expected for the Nordic
Seas. CFC-113 and CCl4 have a slower gas transfer velocity
than CFC-12, 20% slower for CFC-113 (e.g., Roether et al.,
2001) and 12% for CCl4 (Huhn et al., 2001), so in some cir-
cumstances a lower degree of saturation for these compounds
might be expected. Another issue of importance is the non-
stable behaviour of these two species in seawater (Huhn et surface waters of the Greenland Sea of ∼80% have been re-
ported by several authors (Bullister and Weiss, 1983; Rhein,
1991; Anderson et al., 2000). This low saturation is gen-
erally considered to be a feature of deep-water formation
regions where gas exchange rates are not rapid enough to
bring the exceptionally deep winter mixed layers into equi-
librium with the overlying atmosphere. Thus, low saturation
levels do not prove that there is an offset in the data. Further-
more, the CFC saturations are possibly time-dependent in the Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA
Figure 4. CFC-113 vs. pressure (dbar). See Fig. 2 for specifications. E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA
Figure 4. CFC-113 vs. pressure (dbar). See Fig. 2.2
Crossover and inversion In accordance with most of the CARINA data also the
Nordic Seas CFCs underwent consistency evaluation with a
crossover analysis, using the cnaX scripts described by Tan-
hua et al. (2010); with some minor modifications applied in
the Nordic Seas (Olsen et al., 2009). The cnaX crossover
routine defines crossover points from station pairs, from dif- Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ 86
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARIN
Figure 5. CCl4 vs. pressure (dbar). See Fig. 2 for specifications. E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 86 86
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CA
Figure 5. CCl4 vs. pressure (dbar). See Fig. 2 for specifications. Figure 5. CCl4 vs. pressure (dbar). See Fig. 2 for specifications. As mentioned in Sect. 3 the results can not be applied
in a straight-forward way due to the transient nature of the
CFCs, and the known transient behaviour of the Nordic Seas
(e.g., Bullister and Weiss, 1983; Blindheim and Rey, 2004;
Karstensen et al., 2005). The increase of the atmospheric
CFC levels until, at least, the early 1990s (Walker et al.,
2000) is likely to result in increased deep-water concentra-
tions with time, and it is therefore very important to assess
any offsets from the inversions together with the other tools
used in the secondary QC; most importantly the surface sat-
uration, but also depth profiles and ratios between the CFCs. The result of the crossover analysis is thus a tool to iden-
tify cruises where an offset is possibly present, which is then
confirmed or rejected by other methods. For the crossovers
in the Nordic Seas only data from depths below 1900 m have
been used in order to minimize the effect of vertical mix-
ing, which may result in higher CFC concentrations; deep
convection in the Greenland Sea down to 1600 m have been
reported in 2002 (Ronski and Bud´eus, 2005). the results from the inversions with the surface saturations. If any offset is found for both these indicators, and are con-
sistent in direction and magnitude, an adjustment is recom-
mended. The CFC ratios and depth profiles are also consid-
ered to support the decision. 2.2
Crossover and inversion The applied adjustments were never smaller than ±5%, or
larger than ±10%. The lower limit was set to avoid adjust-
ing biases that are either the result of natural variability or
not significant in comparison to the precision of the mea-
surements. The upper limit of adjustment was adopted both
to minimise the risk of erroneously reducing differences due
the transient behaviour of the CFCs, and also to be con-
sistent with the saturation difference between CFC-11 and
CFC-12, which did not exceed 10% for any cruise except
one (58AA20010527). Earth Syst. Sci. Data, 2, 79–97, 2010 2.3
Adjusted cruise data sets Here we will discuss the cruises that have to be considered
further after the different quality controls, and motivate any
adjustments made to the data. As mentioned above any ad-
justment is based on the combined results of the crossover
analyses and the surface saturations, but the CFC ratios
and depth profiles are also taken into account. We have The results of the WLSQ inversion of cnaX crossovers are
shown in Fig. 10, which shows the correction factors of the
different CFCs that were suggested by the analyses. These
suggestions will be viewed in the light of the previously de-
scribed quality controls. The overall strategy is to compare Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 87 FC-11 vs. CFC-12 for the Nordic Seas data. See Fig. 2 for specifications. Figure 6. CFC-11 vs. CFC-12 for the Nordic Seas data. See Fig. 2 for specifications. in some of the cruise data the surface saturations have been
very high, which may have been caused by a contamination,
or co-eluting chromatographic peak near CFC-113, while the
surface saturation is very low at times, which could be due to
unknown removal processes. Therefore we want to recom-
mend caution with using the CFC-113 data, and make sure
that these potential problems with this compound are appre-
ciated. determined correction factors in steps of 5% since the applied
methods do not make a more accurate determination possi-
ble. This is consistent with the analyses of the North Atlantic
CFCs (Steinfeldt et al., 2010). This is equivalent to stating
that most data are accurate to within 5%, and only obvious
deviations from this could be unambiguously detected and
adjusted. In contrary to the NA group we have, in some occa-
sions, applied corrections also for CFC-113 and CCl4. How-
ever, especially for CFC-113 this may be somewhat prob-
lematic due to analytical problems connected to this CFC; determined correction factors in steps of 5% since the applied
methods do not make a more accurate determination possi-
ble. This is consistent with the analyses of the North Atlantic
CFCs (Steinfeldt et al., 2010). This is equivalent to stating
that most data are accurate to within 5%, and only obvious
deviations from this could be unambiguously detected and
adjusted. 2.3
Adjusted cruise data sets In contrary to the NA group we have, in some occa-
sions, applied corrections also for CFC-113 and CCl4. How-
ever, especially for CFC-113 this may be somewhat prob-
lematic due to analytical problems connected to this CFC; Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ 88
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA
Figure 7. CFC-11 vs. CFC-113. See Fig. 2 for specifications. E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 88 Figure 7. CFC-11 vs. CFC-113. See Fig. 2 for specifications. In the following sub-sections (each header) we refer to the
cruises by their respective EXPOCODES while the numbers
in the parenthesis corresponds to the cruise numbers they
have in the merged CARINA data file (see Table 1). been larger based on the surface saturation, however, due to
the potential problems with this CFC (see above) we prefer
to be more careful when applying a correction of CFC-113
data. As stated above caution is advised for the usage of these
data. 2.3.3
34AR19970805 (91) This 1982 cruise had a suggested correction factor of 1.25
for CFC-11, the largest offset of all cruises for CFC-11, and
a suggested correction factor of >1.1 for CFC-12. However,
since this is the oldest cruise in the dataset, these large offsets
are not un-expected considering the transient nature of the
CFCs and the rapidly increasing atmospheric levels of CFCs
at the time of the cruise. The saturation of CFC-11 was in
the order of 5% higher than for CFC-12, and taking this to-
gether we applied an adjustment of 1.05 to the CFC-11 data. This will make the CFC-11 and CFC-12 more consistent, but
will keep the clear difference between these data, collected
a decade earlier during late winter, and the rest of the cruise
data sets. This cruise sampled the Greenland-Scotland Ridge, and dis-
played a wider spread in the data vs. pressure (Figs. 2–5)
due to the complex hydrography in the area, but still a tight
relationship between CFC-11 and CFC-12 (Fig. 6). Never-
theless, due to the limited overlap with other cruises in the
Nordic Seas we did not consider this cruise for adjustments. However, the saturation of CFC-11 is very high and almost
10% higher than for CFC-12 and the North Atlantic group
recommended a correction factor of 0.95 of the CFC-11 data
(Steinfeldt et al., 2010). Since this will decrease the satura-
tion difference the CFC-11 data have been adjusted accord-
ing to this. 2.3.6
58AA20010527 (125) There was clearly an issue with the more shallow CFC-12
data for this cruise. The surface saturation was ∼120%, and
showed large uncertainty, while CFC-11 was only slightly
oversaturated. The depth profiles and the CFC relationship
indicate that it is the data from the upper parts of the water
column that are a problem. Due to this a careful re-check of
the CFC-12 data was performed, resulting in recommenda-
tions to flag a rather large amount of the surface samples as
questionable. The inversion suggested that the CFC-12 data
was 7% too high and we applied an adjustment factor of 0.95. 2.3.2
316N20020530 (67) While near-surface CFC-11 and CFC-12 samples were fully
saturated, the surface saturation of CFC-113 was the highest
of all cruises. In qualitative accordance with this, the inver-
sion suggested a correction of 0.80, but we applied a more
modest adjustment of 0.9. Possibly the correction could have The inversion gave a strong offset for CFC-12 in these data,
with a suggested correction factor of 0.3. However, this offset
cannot be adjusted by a single correction factor; especially
since the surface saturations implies that the CFC-12 values
might be only 5% too high. Nevertheless, since the offset Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 89 Figure 8. CFC-11 vs. CCl4. See Fig. 2 for specifications. Figure 8. CFC-11 vs. CCl4. See Fig. 2 for specifications. Figure 8. CFC-11 vs. CCl4. See Fig. 2 for specifications. implied from the inversion is too large to account for and
inconsistent with the surface saturation, we flagged the CFC-
12 data as questionable, which excluded these data in the
final CARINA data product. not alone motivate an adjustment. The inversion suggested a
correction factor of 1.1 for the CFC-11 data, which would put
the surface saturation in level with most of the Nordic Seas
cruises. The adjustment also makes the deep-water values
consistent with the values from the time-adjacent cruises (see
Fig. 10), which justifies the correction. The results of the WLSQ inversions of the cnaX crossovers
also implied that the CCl4 is too high, and should be lowered
by 10%. This is supported by the mean surface saturation
that is 115%, and we thus adjusted the data with a factor of
0.9. www.earth-syst-sci-data.net/2/79/2010/ 2.3.5
58AA19950217 (119) There was a very large offset suggested for CFC-113 from
the inversion, and at the same time the surface saturation was
the lowest seen for any of the cruises, for all measured CFCs,
with rather large uncertainties (Fig. 9). The spread in the
CFC-12 data was larger than for any of the other Nordic Seas
cruises (not shown) and based on these results we flagged the
CFC-12 and CFC-113 data as questionable and thus not used
in the final data product. As mentioned above also CFC-
11 showed a low saturation with quite large scatter in the
surface values. However, this can be expected for a winter
cruise in the Greenland Sea, with a deep mixed layer, and can Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 90 0.4
0.6
0.8
1.0
1.2
1.4
1.6
18HU19820228
58JH19911105
58JH19921105
58JH19931106
58AA19940224
58JH19940723
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58AA19950217
58JH19951108
74JC19960720
58JH19961030
58AA19961121
58JH19970414
34AR19970805
58JH19980801
58JH19990615
58JH20000527
58AA20010527
77DN20020420
316N20020530
58GS20030922
Surface saturation
CFC−11
18HU19820228
58JH19911105
58JH19921105
58JH19931106
58AA19940224
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34AR19970805
58JH19980801
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77DN20020420
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CFC−12
0.4
0.6
0.8
1.0
1.2
1.4
1.6
Surface saturation
18HU19820228
58JH19911105
58JH19921105
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58JH19940723
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58AA19950217
58JH19951108
74JC19960720
58JH19961030
58AA19961121
58JH19970414
34AR19970805
58JH19980801
58JH19990615
58JH20000527
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77DN20020420
316N20020530
58GS20030922
CFC−113
18HU19820228
58JH19911105
58JH19921105
58JH19931106
58AA19940224
58JH19940723
58JH19941028
58AA19950217
58JH19951108
74JC19960720
58JH19961030
58AA19961121
58JH19970414
34AR19970805
58JH19980801
58JH19990615
58JH20000527
58AA20010527
77DN20020420
316N20020530
58GS20030922
CCl4
Figure 9. Surface saturations (upper 20 dbars) of the CFCs in the Nordic Seas cruises of CARINA. The error bars show the standard
deviations. The cruises are sorted chronologically in order to see any trends in the data. 18HU19820228
58JH19911105
58JH19921105
58JH19931106
58AA19940224
58JH19940723
58JH19941028
58AA19950217
58JH19951108
74JC19960720
58JH19961030
58AA19961121
58JH19970414
34AR19970805
58JH19980801
58JH19990615
58JH20000527
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77DN20020420
316N20020530
58GS20030922
CFC−12
20228
11105
21105
31106
40224
40723
41028
50217
51108
60720
61030
61121
70414
70805
80801
90615
00527
10527
20420
20530
30922
CCl4 Figure 9. Surface saturations (upper 20 dbars) of the CFCs in the Nordic Seas cruises of CARINA. The error bars show the standard
deviations. The cruises are sorted chronologically in order to see any trends in the data. 2.3.5
58AA19950217 (119) 0.6
0.8
1.0
1.2
1.4
18HU19820228
58JH19911105
58JH19921105
58JH19931106
58AA19940224
58JH19941028
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74JC19960720
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58JH19970414
58JH19980801
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Correction
CFC−11
18HU19820228
58JH19911105
58JH19921105
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CFC−113
18HU19820228
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58JH20000527
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77DN20020420
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CCl4
Figure 10. Suggested correction factors (and their standard deviations) of the CFCs from the cnaX inversions of the crossover analyses of
the Nordic Seas data. The blue and red dots show the results before and after the adjustments were applied, respectively. 58JH19940723
and 34AR19970805 were not included in the final inversions for any of the CFCs. The cruises are sorted chronologically in order to see any
trends in the data. Correction Figure 10. Suggested correction factors (and their standard deviations) of the CFCs from the cnaX inversions of the crossover analyses of
the Nordic Seas data. The blue and red dots show the results before and after the adjustments were applied, respectively. 58JH19940723
and 34AR19970805 were not included in the final inversions for any of the CFCs. The cruises are sorted chronologically in order to see any
trends in the data. Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 91 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA
91
Figure 11. CFC-11 vs. pressure (dbar) for all Arctic Ocean cruises in CARINA. The red dots mark the data from each specific cruise, and
the grey dots shows the CFC-11 data from all Arctic Ocean CARINA cruises. The inserted map shows the specific cruise track. Figure 11. CFC-11 vs. pressure (dbar) for all Arctic Ocean cruises in CARINA. The red dots mark the data from each specific cruise, and
the grey dots shows the CFC-11 data from all Arctic Ocean CARINA cruises. The inserted map shows the specific cruise track. Figure 12. CFC-12. See Fig. 11 for specifications. 2.3.5
58AA19950217 (119) 2.3.7
58GS20030922 (128)
The surface saturation was between 5 and 10% higher for
CFC-12 than for CFC-11, and this is somewhat supported
by the inversions, suggesting a correction factor of 0.85 for
CFC-12, and a smaller one of 0.94 for CFC-11. Obviously,
both CFCs cannot be adjusted since that would keep the dif-
ference in surface saturations constant. An adjustment factor
of 0.95 is applied to the CFC-12 data. 2.3.8
58JH19911105 (129)
The WLSQ inversion implied that the CFC-11 values from
this cruise were too high and suggested a downward correc-
tion of almost 20%. The CCl4 values were, on the other
hand, suggested to have an offset of only 5%. The surface
saturations were close to 100% for CFC-11 and ∼85% for
CCl4. Unfortunately no CFC-12 data are available for this
cruise, making any judgment of the CFC-11 values more dif-
ficult. However, the offset in the deep water, seen from the Figure 12. CFC-12. See Fig. 11 for specifications. Figure 12. CFC-12. See Fig. 11 for specifications. 2.3.8
58JH19911105 (129) 2.3.7
58GS20030922 (128) The surface saturation was between 5 and 10% higher for
CFC-12 than for CFC-11, and this is somewhat supported
by the inversions, suggesting a correction factor of 0.85 for
CFC-12, and a smaller one of 0.94 for CFC-11. Obviously,
both CFCs cannot be adjusted since that would keep the dif-
ference in surface saturations constant. An adjustment factor
of 0.95 is applied to the CFC-12 data. The WLSQ inversion implied that the CFC-11 values from
this cruise were too high and suggested a downward correc-
tion of almost 20%. The CCl4 values were, on the other
hand, suggested to have an offset of only 5%. The surface
saturations were close to 100% for CFC-11 and ∼85% for
CCl4. Unfortunately no CFC-12 data are available for this
cruise, making any judgment of the CFC-11 values more dif-
ficult. However, the offset in the deep water, seen from the www.earth-syst-sci-data.net/2/79/2010/ Earth Syst. Sci. Data, 2, 79–97, 2010 92
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARI
Figure 13. CFC-113. See Fig. 11 for specifications. Figure 14. CCl4. See Fig. 11 for specifications. inversion, is not supported by the surface saturation, where
the latter agrees with the saturation of the cruises the few
years after 1991. Thus, no adjustment is recommended for
CFC-11. We also left CCl4 without any adjustment, but this
and the suggested correction from the inversion support
increase of the CCl4 values we applied an adjustment of 1
2.3.10
58JH19931106 (133) E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 92 Figure 13. CFC-113. See Fig. 11 for specifications. Figure 14. CCl4. See Fig. 11 for specifications. and the suggested correction from the inversion support an
increase of the CCl4 values we applied an adjustment of 1.05. inversion, is not supported by the surface saturation, where
the latter agrees with the saturation of the cruises the few
years after 1991. Thus, no adjustment is recommended for
CFC-11. We also left CCl4 without any adjustment, but this
is a less certain case since the inversion and the surface satu-
ration actually support each other. Nevertheless, when com-
paring the surface saturation in the 1992 cruise (see Sect. 5.9)
with this 1991 cruise the former should be adjusted in order
to reach a higher consistency. 2.3.7
58GS20030922 (128) Due to this we decided to be
somewhat cautious and leave the 1991 as they are. 2.3.10
58JH19931106 (133) The result from the cnaX WLSQ inversion suggests that the
CFC-113 data are almost 20% too high. The surface satu-
ration for CFC-113 was 85% during the cruise, while both
CFC-11 and CFC-12 showed full saturation. The CFC-113
saturation is approximately 5% higher than the general mean
for CFC-113, and we adjusted the CFC-113 data with a
correction factor of 0.95. www.earth-syst-sci-data.net/2/79/2010/ 2.3.12
58JH19951108 (138) The surface saturation was 5% higher for CFC-12 than for
CFC-11, with low uncertainty in both values. The inversion
suggested a rather small upward correction of CFC-11 and
an even smaller downward correction of CFC-12. Due to the
fact that the inversion and the saturation difference point in
the same direction we apply a 0.95 adjustment of the CFC-12
data. There were some differences in surface saturations in these
data (Fig. 9), with CFC-11 and CCl4 being supersaturated
by 10% and CFC-12 with 5%. CFC-113 on the other hand
displayed one of the lowest surface saturations of all Nordic
Seas data (<70%). The inversions suggested small correc-
tions for CFC-11 and CFC-12, downward for the former and
upward for the latter. Since the CCl4 saturation is as high
as for CFC-11, and received no suggested offset from the
WLSQ inversion, we adjusted the CFC-12 data with 1.05,
which will make these three CFCs consistent. The situation
for CFC-113 is different though. The inversion suggested
that the data are too low, in agreement with the low satura-
tion values, and that the correction factor should be 1.25. We
follow the direction of this correction and applied an adjust-
ment factor of 1.1, which is our upper limit of adjustment to
tracer data. 2.3.11
58JH19940723 (135) There was a 5% saturation difference between CFC-11 and
CFC-12, with the former being higher, but the inversions did
not suggest any clear correction, but indicated that the CFC-
11 data are slightly too high. Since this is consistent with
the difference in surface saturation we applied a correction
factor of 0.95 of the CFC-11 data. The WLSQ inversions
suggested a correction factor for CCl4 of 1.1. The surface
saturation of CCl4 in these data was the lowest of all cruises
in the Nordic Seas (<80%). Since both the low saturation The inversions identified large offsets for CFC-11 and CFC-
12 for this cruise (not shown), and the saturations were gen-
erally high with large uncertainties (Fig. 9). However, most
of the stations were located in, or in the vicinity of, the over-
flow regions along the Greenland-Scotland Ridge, so a larger
spread of the data could be expected. Nevertheless, the qual-
ity of the data is questionable and the data will be flagged as
poor and not be included in the merged data file; this was also
found by the North Atlantic group (Steinfeldt, et al., 2010). Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 93 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA
Figure 15. CFC-11 vs. CFC-12 for the Arctic Ocean data. See Fig. 11 for specifications. Figure 15. CFC-11 vs. CFC-12 for the Arctic Ocean data. See Fig. 11 for specifications. Figure 16. CFC-11 vs. CFC-113. See Fig. 11 for specifications. 2.3.12
58JH19951108 (138)
The surface saturation was 5% higher for CFC 12 than for
2.3.14
58JH19980801 (142) Figure 15. CFC-11 vs. CFC-12 for the Arctic Ocean data. See Fig. 11 for specifications. Figure 16. CFC-11 vs. CFC-113. See Fig. 11 for specifications. Figure 16. CFC-11 vs. CFC-113. See Fig. 11 for specifications. Figure 16. CFC-11 vs. CFC-113. See Fig. 11 for specifications. 2.3.14
58JH19980801 (142) 2.3.13
58JH19961030 (140) The surface saturation of CFC-113 was in the order of 70%,
lower than for the other CFCs (Fig. 9). The inversion sug-
gested a correction factor of 1.2, which is too high as com-
pared to the saturation value, but we adjusted the data with
1.05. Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ 94
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CAR
Figure 17. CFC-11 vs. CCl4. See Fig. 11 for specifications. 0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
77DN19910726
06AQ19930806
18SN19940726
06AQ19960712
18SN19970803
18SN19970831
18SN19970924
Surface saturation
CFC−11
77DN19910726
06AQ19930806
18SN19940726
06AQ19960712
18SN19970803
18SN19970831
18SN19970924
CFC−12
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
Surface saturation
77DN19910726
06AQ19930806
18SN19940726
06AQ19960712
18SN19970803
18SN19970831
18SN19970924
CFC−113
77DN19910726
06AQ19930806
18SN19940726
06AQ19960712
18SN19970803
18SN19970831
18SN19970924
CCl4
Figure 18. Surface saturations (upper 20 dbars) of the CFCs in the Arctic Ocean cruises of CARINA. The error bars show the stan
deviations. The cruises are sorted chronologically in order to see any trends in the data. 2.3.15
58JH19990615 (143)
The inversion indicated a very large offset for CFC-113 and
2.3.16
58JH20000527 (144)
No consistency was seen in the surface saturations, w 94
E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CAR
Figure 17 CFC-11 vs CCl4 See Fig 11 for specifications E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 94 Figure 17. CFC-11 vs. CCl4. See Fig. 11 for specifications. s (upper 20 dbars) of the CFCs in the Arctic Ocean cruises of CARINA. The error bars show the standard
ed chronologically in order to see any trends in the data. Figure 18. Surface saturations (upper 20 dbars) of the CFCs in the Arctic Ocean cruises of CARINA. The error bars show the standard
deviations. The cruises are sorted chronologically in order to see any trends in the data. Figure 18. Surface saturations (upper 20 dbars) of the CFCs in the Arctic Ocean cruises of CARINA. The error bars show the standard
deviations. The cruises are sorted chronologically in order to see any trends in the data. 2.3.18
77DN20020420 (179) The analytical method is the same as for the Nordic Seas
data; see Sect. 2. All CFCs were sampled during this cruise, but there were
some analytical problems with the CFC-113 and the CCl4
data, giving data of too low quality. As a result, these data
were flagged as questionable (by R. Key) in an earlier stage
of the quality assessment and are thus not included in the
CARINA data set. 2.3.16
58JH20000527 (144) The inversion indicated a very large offset for CFC-113 and
suggested a correction factor of 2.3. This is too high to give
reliable data, especially since the surface saturation equalled
the mean saturation of all CFC-113 cruise data, even if the
uncertainty was relatively high. Based on this the CFC-113
data are flagged as questionable and not included in the final
data product. No consistency was seen in the surface saturations, where
CFC-11 was equilibrated, and CFC-12 and CCl4 was under-
saturated and oversaturated, respectively. These differences
are supported by the inversions that suggest correction fac-
tors of 1.05 and 0.95, for CFC-12 and CCl4, respectively. Since these two controls are consistent we followed the rec-
ommendations from the inversions for CFC-12 and CCl4 Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ 95 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA (Fig. 10). CFC-113 was clearly undersaturated (∼70%), with
quite high uncertainty, but the inversion suggested a large off-
set and correction of >1.5 and we flagged the CFC-113 data
as questionable. characteristics, and hide actual offsets in the data. Moreover,
due to the many difficulties connected to surveys in the Arctic
Ocean the sampling cover of this area is much sparser than in
the Nordic Seas, and thus crossover analysis are less suitable
for these data. An overview of the Arctic Ocean CFC data included in
CARINA can be found in Table 2, and the geographical lo-
cation of the stations in Fig. 1. The description of the other
Arctic Ocean cruises, 26 in total, and all other sampled pa-
rameters can be found in Jutterstr¨om et al. (2010). The col-
lection of CFC data contains five cruises, where the most re-
cent one, in 1997, has been divided in three parts. Due to
the sparse number of cruises, often covering different parts
of the Arctic Ocean, only one crossover was found, and this
suggested only a small offset. The second QC did instead
follow most of the initial steps of the procedure used for the
Nordic Seas data, including a careful check of the depth pro-
files, CFC ratios and surface saturations. The CFC profiles
and relationships are shown in Figs. 11–17. 2.3.17
74JC19960720 (176) The surface saturation was consistent for all CFCs and did
not deviate from the overall mean for the Nordic Seas cruises;
slightly below full saturation for all except CFC-113 that
showed a saturation of 80%. The inversion only found a clear
offset for CCl4, and suggested that these data should be in-
creased by 15%. However, the fact that this deviation was
not observed in the surface saturation, led us to flag the CCl4
data as questionable, and hence to exclude them from the fi-
nal data product. The other CFCs are included without any
recommended adjustments. 2.4
Consistency Test of Final Nordic Seas CFC Data An evaluation of the consistency of the final Nordic Seas
CFC data was performed with a cnaX crossover analysis
(Tanhua et al., 2010) of the data, after the recommended ad-
justments had been applied. The corrections suggested by
the WLSQ are shown in Fig. 10. As can be seen the adjusted
data did not show offsets larger than ±10% (depicted by the
dashed lines), except a few exceptions (mentioned above). No trend could be seen in the CFC-11 or CFC-12 data. CFC-
113 and CCl4, on the other hand, show some indications of
this; CFC-113 seem to be decreasing up to the end of the
1990s (even if this might not be statistically significant due
to the large variability) and then clearly higher values in 2003
(58GS20030922), while CCl4 shows an increasing trend dur-
ing the 1990s, which might be somewhat surprising. As for the Nordic Seas data, the surface saturations were
used as a quality control tool. The calculated values and their
uncertainties are shown in Fig. 18. The overall means, and
their standard deviations were, for CFC-11 0.88 ±0.06; CFC-
12 0.87±0.04; CFC-113 0.68±0.35; and CCl4 0.92±0.14. The saturations of CFC-11 and CFC-12 were stable, seen
from the low uncertainty among all data. They were also con-
sistent with each other; throughout the collection their rela-
tionship differed less than 2%, except for 1991 and the 1994
cruises. The large spread in the 1991 data, and the amount
of reflagging now recommended for this cruise, makes it al-
most impossible to suggest any reasonable adjustment. The
1994 data is better, though, but the difference in saturation
between the different CFCs is larger. 2.5
Arctic Ocean CFC data 2.6
Individual cruise assessments of the Arctic
Ocean data From the profiles and the relationships, most of the CFC data
from these cruises seem to be of good quality, with a few
exceptions. The earliest cruise, with the Swedish icebreaker
Oden in 1991 (77DN19910726; #177) showed a large spread
(Figs. 11–12, 14–15, 17), and the metadata also stated that
there were some problems with the general precision. There-
fore these data were carefully re-checked, resulting in the
recommendation to flag a substantial amount of values as
questionable, especially for CFC-11. 18SN19940724 (47)
had some problem with the CFC-113 data, showing a large
scatter, and these are now flagged questionable. 2.7.1
18SN19940724 (47) Fogelqvist, E.: Determination of volatile halocarbons in seawa-
ter, in: Methods of Seawater Analysis, 3rd edition, edited by:
Grasshoff, K., Kremling, K., and Ehrhardt, M., 501–519, Wiley-
VCH, 1999. This was the only cruise that received any adjustments. Those were based on the difference in surface saturation be-
tween CFC-11 and CFC-12, where the former was 4% lower,
and both showed low uncertainty. For all other cruises the
saturations are consistent, or with a somewhat higher satu-
ration for CFC-11. Moreover, when comparing the CFC-
11/CFC-12 relationship among all cruises (see Fig. 15) the
1994 data does seem a bit too high in CFC-12 relative to
CFC-11. In addition, the deep-water mean for this cruise
is actually the lowest of all the Arctic cruises, which would
then support an upward adjustment of the data. Therefore,
we applied an adjustment of CFC-11 with 1.05. Huhn, O., Roether, W., Beining, P., and Rose, H.: Validity limits
of carbon tetrachloride as an ocean tracer, Deep-Sea Res., 48,
2025–2049, 2001. Johnson, G. C., Robbins, P. E., and Hufford, G. E.: Systematic
adjustments of hydrographic sections for internal consistency, J. Atmos. Ocean. Tech., 18, 1234–1244, 2001. Jutterstr¨om, S., Anderson, L. G., Bates, N. R., Bellerby, R., Johan-
nessen, T., Jones, E. P., Key, R. M., Lin, X., Olsen, A., and Omar, Jutterstr¨om, S., Anderson, L. G., Bates, N. R., Bellerby, R., Johan-
nessen, T., Jones, E. P., Key, R. M., Lin, X., Olsen, A., and Omar,
A. M.: Arctic Ocean data in CARINA, Earth Syst. Sci. Data, 2,
71 78 2010 Jutterstr¨om, S., Anderson, L. G., Bates, N. R., Bellerby, R., Johan-
nessen, T., Jones, E. P., Key, R. M., Lin, X., Olsen, A., and Omar,
A. M.: Arctic Ocean data in CARINA, Earth Syst. Sci. Data, 2,
71–78, 2010,
http://www.earth-syst-sci-data.net/2/71/2010/. A. M.: Arctic Ocean data in CARINA, Earth Syst. Sci. Data, 2,
71–78, 2010,
http://www.earth-syst-sci-data.net/2/71/2010/. CFC-113 was supersaturated with ∼30%, with a very large
uncertainty. In addition the data were very noisy (not shown). Together this suggests that the precision of the CFC-113 data
is rather poor and we flagged them as questionable. Karstensen, J., Schlosser, P., Wallace, D. W. R., Bullister, J. L., and Blindheim, J.: Water mass formation in the Green-
land Sea during the 1990s, J. Geophys. Res., 110, C07022,
doi:10.1029/2004JC002510, 2005. Acknowledgements. 2.5
Arctic Ocean CFC data The secondary QC of the Arctic Ocean cruises in CARINA
was treated separated from the Nordic Seas cruises. The
main reason is that the Arctic Ocean and the Nordic Seas are
two hydrographically different regions; the ice conditions af-
fect the surface saturations of the CFCs, and the deep waters
of the Arctic Ocean are less homogeneous than those in the
Nordic Seas. Thus, differences revealed by comparing data
from these two areas may both be confused with regional The saturation of CFC-113 is not as constant, however,
seen from the very large uncertainty. When looking at the
different cruises (Fig. 18), 18SN19940724 stands out with a
very high degree of supersaturation, but as mentioned pre-
viously this cruise has a very large spread. When omitting www.earth-syst-sci-data.net/2/79/2010/ Earth Syst. Sci. Data, 2, 79–97, 2010 E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 96 these data the mean of the CFC-113 saturation is 0.54±0.13. This is very low, obviously, but it is hard to evaluate how
reasonable this number is. Carbon Cycle Program. Additional support from the International
Ocean Carbon Coordination Project IOCCP (Dr. Maria Hood)
and the Hanse Institute for Advanced Study (HWK Delmenhorst,
Germany) are gratefully acknowledged. The saturation of CCl4 has been very variable, as seen in
Fig. 18; from a slight supersaturation with a large spread
(77DN19910726 and 18SN19970831), to a clear undersat-
uration with a small scatter (06AQ19960712). Edited by: V. Gouretski 2.7
Recommendations for the Arctic Ocean data 2.7
Recommendations for the Arctic Ocean data With only one crossover available it is clearly more difficult
to assess any adjustments to the data. Nevertheless, the sec-
ondary QC identified some issues and some differences in
the data that can support some adjustments. Most of the rec-
ommendations for the Arctic Ocean data were on reflagging
samples as questionable, and hence exclude some data from
the final data product. The motivation for this was to ob-
tain as many reliable cruise data sets as possible. This is es-
pecially true for the 77DN19910726 cruise, which, as men-
tioned above, showed a generally larger spread in all CFCs
compared to the other Arctic Ocean cruises (see Figs. 11, 14,
15, 17). However, except for the rather large amount of rec-
ommended reflagging no other adjustments are suggested for
this cruise. Anderson, L. G., Chierici, M., Fogelqvist, E., and Johannessen, T.:
Flux of anthropogenic carbon into the deep Greenland Sea, J. Geophys. Res., 105(C6), 14339–14345, 2000. Blindheim, J. and Rey, F.: Water-mass formation and distribution
in the Nordic Seas during the 1990s, ICES J. Mar. Sci., 61(5),
846–863, 2004. B¨onisch, G., Blindheim, J., Bullister, J. L., Schlosser, P., and Wal-
lace, D. W. R.: Long-term trends of temperature, salinity, density,
and transient tracers in the central Greenland Sea, J. Geophys. Res., 102(C8), 18553–18571, 1997. Bu, X. and Warner, M. J.: Solubilities of chlorofluorocarbon 113 in
water and seawater, Deep-Sea Res., 42(7), 1151–1161, 1995. Bullister, J. L. and Weiss, R. F.:
Anthropogenic chlorofluo-
romethanes in the Greenland and Norwegian seas, Science,
221(4607), 265–268, 1983. Bullister, J. L. and Wisegarver, D. P.: The solubility of carbon tetra-
chloride in water and seawater, Deep-Sea Res., 45, 1285–1302,
1998. The
very
low
surface
saturation
of
CCl4
in
the
06AQ19960712 cruise (Fig. 18) might indicate that the data
should be corrected, and this is somewhat supported by the
relatively low mean in the deep water. However, the mag-
nitude of such an adjustment is almost impossible to assess,
and we will therefore leave these data without changes. Doney, S. C. and Bullister, J. L.: A chlorofluorocarbon section in the
Eastern North Atlantic, Deep-Sea Res. Part I, 39(11–12), 1857–
1883, 1992. Falck, E. and Olsen, A.: Nordic Seas dissolved oxygen data in CA-
RINA, Earth Syst. Sci. Data Discuss., 2, 537–553, 2009,
http://www.earth-syst-sci-data-discuss.net/2/537/2009/. 2.7.1
18SN19940724 (47) 2.7.1
18SN19940724 (47) We would like to acknowledge all the
tremendous work by different people collecting the data described
in this paper, the P.I.s for sharing the data and, not the least,
the captains and crews on all vessels used during the different
surveys. This work has been possible due to support from the EU
through IP CARBOOCEAN (511176) and through NOAA’s Global Key, R. M., Tanhua, T., Olsen, A., Hoppema, M., Jutterstr¨om, S.,
Schirnick, C., van Heuven, S., Kozyr, A., Lin, X., Velo, A., Wal-
lace, D. W. R., and Mintrop, L.: The CARINA data synthesis
project: introduction and overview, Earth Syst. Sci. Data Dis-
cuss., 2, 579–624, 2009,
http://www.earth-syst-sci-data-discuss.net/2/579/2009/. Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/ www.earth-syst-sci-data.net/2/79/2010/ E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA E. Jeansson et al.: Nordic Seas and Arctic Ocean CFC data in CARINA 97 Ronski, S. and Bud´eus, G.:
Time series of winter convec-
tion in the Greenland Sea, J. Geophys. Res., 110, C04015,
doi:10.1029/2004JC002318, 2005. Olafsson, J. and Olsen, A.: Nordic Seas nutrients data in CARINA,
Earth Syst. Sci. Data Discuss., in preparation, 2010. Olsen, A.: Nordic Seas total dissolved inorganic carbon data in CA-
RINA, Earth Syst. Sci. Data, 1, 35–43, 2009a,
http://www.earth-syst-sci-data.net/1/35/2009/. Steinfeldt, R., Tanhua, T., Bullister, J. L., Key, R. M., Rhein, M., Steinfeldt, R., Tanhua, T., Bullister, J. L., Key, R. M., Rhein, M.,
and Khler, J.: Atlantic CFC data in CARINA, Earth Syst. Sci. Data, 2, 1–15, 2010,
http://www.earth-syst-sci-data.net/2/1/2010/. Olsen, A.: Nordic Seas total alkalinity data in CARINA, Earth Syst. Sci. Data, 1, 77–86, 2009b,
http://www.earth-syst-sci-data.net/1/77/2009/. http://www.earth-syst-sci-data.net/2/1/2010/. Tanhua, T., van Heuven, S., Key, R. M., Velo, A., Olsen, A., and
Schirnick, C.: Quality control procedures and methods of the
CARINA database, Earth Syst. Sci. Data, 2, 35–49, 2010,
http://www.earth-syst-sci-data.net/2/35/2010/. Olsen, A., Key, R. M., Jeansson, E., Falck, E., Olafsson, J., van
Heuven, S., Skjelvan, I., Omar, A. M., Olsson, K. A., Anderson,
L. G., Jutterstr¨om, S., Rey, F., Johannessen, T., Bellerby, R. G. J., Blindheim, J., Bullister, J. L., Pfeil, B., Lin, X., Kozyr, A.,
Schirnick, C., Tanhua, T., and Wallace, D. W. R.: Overview of
the Nordic Seas CARINA data and salinity measurements, Earth
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timate anthropogenic CO2 in the upper ocean, J. Geophys. Res.,
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18SN19940724 (47) J., Weiss, R. F., and Salameh, P. K.: Reconstructed histo-
ries of the annual mean atmospheric mole fractions for the halo-
carbons CFC-11, CFC-12, CFC-113 and carbon tetrachloride, J. Geophys. Res., 105(C6), 14285–14296, 2000. Rhein, M.: Ventilation rates of the Greenland and Norwegian Seas
derived from distributions of the chlorofluoromethanes F11 and
F12, Deep-Sea Res. A, 38(4), 485–503, 1991. Warner, M. J. and Weiss, R. F.: Solubilities of chlorofluorocarbons
11 and 12 in water and seawater, Deep-Sea Res., 32(12), 1485–
1497, 1985. Roether, W., Klein, B., and Bulsiewicz, K.: Apparent loss of CFC-
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2001. Earth Syst. Sci. Data, 2, 79–97, 2010 www.earth-syst-sci-data.net/2/79/2010/
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Rhizobium inoculation enhanced the resistance of alfalfa and soil enzymatic activity in Cu-polluted soils
|
Research Square (Research Square)
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cc-by
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Rhizobium inoculation enhanced the resistance of
alfalfa and soil enzymatic activity in Cu-polluted
soils
Chengjiao Duan
Institute of Soil and Water Conservation CAS & MWR: Chinese Academy of Sciences and Ministry of
Water Resources Institute of Soil and Water Conservation
Yuxia Mei
Huazhong Agriculture University
Qiang Wang
Northwest Agriculture and Forestry University
Yuhan Wang
Northwest Agriculture and Forestry University
Qi Li
Central China Normal University
Maojun Hong
Northwest Agriculture and Forestry University
Sheng Hu
Northwest Agriculture and Forestry University
Shiqing Li
Institute of Soil and Water Conservation CAS & MWR: Chinese Academy of Sciences and Ministry of
Water Resources Institute of Soil and Water Conservation
Linchuan Fang
(
flinc629@hotmail.com
)
Northwest Agriculture and Forestry University
https://orcid.org/0000-0003-1923-7908
Research Article
Keywords: Antioxidant enzymes, Copper stress, Legume-rhizobium, Soil enzymes, Plant-soil systems Rhizobium inoculation enhanced the resistance of
alfalfa and soil enzymatic activity in Cu-polluted
soils
Chengjiao Duan
Institute of Soil and Water Conservation CAS & MWR: Chinese Academy of Sciences and Ministry of
Water Resources Institute of Soil and Water Conservation
Yuxia Mei
Huazhong Agriculture University
Qiang Wang
Northwest Agriculture and Forestry University
Yuhan Wang
Northwest Agriculture and Forestry University
Qi Li
Central China Normal University
Maojun Hong
Northwest Agriculture and Forestry University
Sheng Hu
Northwest Agriculture and Forestry University
Shiqing Li
Institute of Soil and Water Conservation CAS & MWR: Chinese Academy of Sciences and Ministry of
Water Resources Institute of Soil and Water Conservation
Linchuan Fang
(
flinc629@hotmail.com
)
Northwest Agriculture and Forestry University
https://orcid.org/0000-0003-1923-7908
Research Article
Keywords: Antioxidant enzymes, Copper stress, Legume-rhizobium, Soil enzymes, Plant-soil systems
Posted Date: August 6th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-721941/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Research Article Keywords: Antioxidant enzymes, Copper stress, Legume-rhizobium, Soil enzymes, Plant-soil systems
Posted Date: August 6th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-721941/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Page 1/23 Abstract Although some studies have reported an important role of rhizobia in mitigating heavy metal toxicity, the
regulatory mechanism of the alfalfa-rhizobium symbiosis system to resist copper (Cu) stress through
biochemical reactions in the plant-soil system is still unclear. Hence, this study assessed the effects of
rhizobium inoculation (i.e., Sinorhizobium meliloti CCNWSX0020) on the growth of alfalfa and soil
enzyme activities under Cu stress. Our results showed that rhizobium inoculation markedly alleviated Cu-
induced growth inhibition by increasing chlorophyll content, height and biomass and the contents of
nitrogen and phosphorus in alfalfa. The content of malondialdehyde (MDA) was increased in both shoot
and root of alfalfa under Cu stress. The application of rhizobium alleviated Cu-induced phytotoxicity by
increasing the activity of antioxidant enzymes and soluble protein content of tissues and inhibiting the
level of lipid peroxidation (i.e., MDA level). In addition, rhizobium inoculation improved soil nutrient
cycling, increased soil enzyme activities (i.e., β-glucosidase activity and alkaline phosphatase) and
microbial biomass nitrogen. Both Pearson correlation coefficient analysis and partial least squares path
modeling (PLS-PM) identified that the interactions between soil nutrient content, enzyme activity,
microbial biomass and plant antioxidant enzymes and oxidative damage could jointly regulate plant
growth. This study provides comprehensive insights into the mechanism of action of the legume-
rhizobium symbiosis system to mitigate Cu stress and provide an efficient strategy for phytoremediation
of Cu-polluted soils. 1. Introduction In recent decades, copper (Cu) has led to severe soil and water pollution because of industrial production,
sewage irrigation and heavy use of fertilizers and pesticides (Adrees et al. 2015; Huang et al. 2018;
Saxena et al. 2020). Cu contamination of both water and soil not only directly threatens plants with
severe toxicity (e.g., plant growth retardation, leaf shrinkage, and interference with a variety of metabolic
processes) (Chen et al. 2015), but also endangers the living environment of soil organisms and damages
soil quality, which ultimately has harmful effects on human (Huang et al. 2020; Chen et al. 2021). Cu ions are highly susceptible to absorbed by plant roots, competing with each other and transferred to
other organs (Sun et al. 2015; Duan et al. 2018). Plant growth restriction, leaf shrinkage, nutrient scarcity,
antioxidant enzyme activity reduction, and lipid peroxidation of cells are common phenomena of plant
damage caused by Cu stress (Liu et al. 2016; Abbas et al. 2017). In response to metal-induced oxidative
stress, plants have evolved integrated metal detoxification mechanisms that often regulate antioxidative
enzymes and non-enzymatic antioxidants autonomously to alleviate excessive contents of reactive
oxygen species (ROS) and malondialdehyde (MDA) (Chen et al. 2018; Fang et al. 2020; Zhou et al. 2020). For example, to effectively increase detoxification capacity, antioxidant enzyme activity of plants
increases upon exposure to heavy metals (Mostofa et al. 2014), which favors plant growth as well
as causes an enhancement in biomass and heavy metal uptake. Page 2/23 Soil enzymes are both mediators of most soil transformation processes and catalysts for organic matte
decomposition and nutrient cycling (Ju et al. 2019; Aponte et al. 2020). Up to now, soil enzyme activities
have been commonly used as an indicator of ecological health of terrestrial ecosystems under heavy
metal contamination (Yang et al. 2016; Duan et al. 2018). Cu-contamination has deleterious effects on
the abundance and activity of soil microorganisms, primarily in terms of soil basal respiration, microbial
biomass and enzymatic activity, and even soil microbial activity (Molina-Santiago et al. 2019; Zheng et a
2019). Nutrient deficiency and high toxicity of heavy metal contaminated soils are two dominant factors
limiting plant growth. The interactions between contaminated stressed plants and soils are extremely
complex and the transfer of Cu is associated with plant-soil biochemical systems. 1. Introduction Therefore, to promote
plant growth and optimize potential health risks, there is an urgent need to explore effective strategies
that can mitigate metal phytotoxicity and improve soil quality. Recently, legumes have attracted interest due to their functions in the remediation of phytotoxicity in
metal-polluted soils (Naveed et al. 2015; Duan et al. 2019; Ju et al. 2019). The symbiotic relationship
between legumes and soil microorganisms, such as rhizobia, can promote plant growth directly or
indirectly by increasing nitrogen (N) and phosphorus (P) uptake and enhancing plant defenses in heavy
metal-contaminated soils. Therefore, legume-rhizobia symbiosis is widely used in phytoremediation of
heavy metals (Dary et al. 2010; Kong et al. 2015). In addition, it has been shown that rhizobia can
enhance the soil quality and benefit plant growth by enhancing the activity and diversity of soil
microorganisms and reducing soil pathogens (Wang et al. 2016; Ju et al. 2019). Furthermore, inoculation
with rhizobia was found to effective in reducing ROS levels and accelerating the ascorbate-glutathione
cycle to protect plant seedlings from excessive Cu stress (Pajuelo et al. 2011; Chou et al. 2019). However,
a detailed mitigation mechanism of legume-rhizobium mediated mitigation of Cu stress in the
biochemical response of the plant-soil system are still limited. Alfalfa is a perennial forage grass that can survive in extreme environments and is widely distributed in
the mining areas of northwest China (Cui et al. 2018a). Therefore, it is important to further improve the
resistance of plant pastures to heavy metals, reduce their accumulation in tissues, and increase the
biomass of plant for safe livestock production. In this study, a copper-resistant strain (Sinorhizobium
meliloti) was selected as an exogenous additive. The main objectives of this study were: (1) to analyze
the effects of rhizobium inoculation on the growth and physiological resistance of alfalfa; (2) to
determine the regulatory mechanisms of rhizobium inoculation to alleviate Cu stress in plants through
biochemical responses of the plant-soil system. These results will help us better understand the role of
alfalfa-rhizobium symbiosis and the regulatory mechanisms against metallic Cu toxicity. 2.1. Experimental design The soil sample utilized in this study was collected from the soil (0-20 cm) of the uncontaminated soil
within the Yangling District, Shaanxi, China. The properties of the soil were: pH, 8.49, total Cu, 13.2 mg kg- Page 3/23 1, soil organic carbon (SOC), 7.65 g kg-1, total nitrogen (TN), 0.2 g kg-1, total phosphorus (TP), 0.36 g kg- 1, soil organic carbon (SOC), 7.65 g kg-1, total nitrogen (TN), 0.2 g kg-1, total phosphorus (TP), 0.36 g kg- 1, soil organic carbon (SOC), 7.65 g kg-1, total nitrogen (TN), 0.2 g kg-1, total phosphorus (TP), 0.36 g kg-
1. The collected soil was air-dried, removed from impurities such as stones and plant debris and sieved. After that, CuSO4 solution was added, mixed thoroughly and aged in the dark at room temperature for
three months. Ultimately, the experiment included five Cu-addition level: 0, 200, 400, 600 and 800 mg kg-1,
respectively (denoted as Cu 0, Cu 200, Cu 400, Cu 600 and Cu 800, respectively). 1, soil organic carbon (SOC), 7.65 g kg-1, total nitrogen (TN), 0.2 g kg-1, total phosphorus (TP), 0.36 g kg-
1. The collected soil was air-dried, removed from impurities such as stones and plant debris and sieved. After that, CuSO4 solution was added, mixed thoroughly and aged in the dark at room temperature for
three months. Ultimately, the experiment included five Cu-addition level: 0, 200, 400, 600 and 800 mg kg-1,
respectively (denoted as Cu 0, Cu 200, Cu 400, Cu 600 and Cu 800, respectively). 1. The collected soil was air-dried, removed from impurities such as stones and plant debris and sieved. After that, CuSO4 solution was added, mixed thoroughly and aged in the dark at room temperature for
three months. Ultimately, the experiment included five Cu-addition level: 0, 200, 400, 600 and 800 mg kg-1,
respectively (denoted as Cu 0, Cu 200, Cu 400, Cu 600 and Cu 800, respectively). The Cu contaminated soil (600 g) was evenly packed into a plastic pot (10 cm diameter). Alfalfa seeds
were sterilized in hydrogen peroxide solution (30%, v:v), then washed several times with distilled water,
placed in seedling trays containing germination paper, which was placed in an incubator to await seed
germination. Twenty seedlings showing the same growth characteristics were selected and transplanted
into each pot. After the alfalfa has grown its first leaves, the plant roots are injected with a rhizobia
bacterial solution. 2.1. Experimental design The strain we used was a metal-resistant rhizobia (Sinorhizobium meliloti
CCNWSX0020) (Fan et al. 2011; Duan et al. 2019). The source and growth of S. meliloti can be seen in
our previous study (Duan et al. 2019). The S. meliloti suspensions (20 mL) were added to the plant roots
once a week (three times in total). The uninoculated controls received the same amount of sterile distilled
water. There were three replicates of each treatment. Plants and soils were harvested on day 60 after the
first inoculation, and indicators such as plant and soil enzyme activity were measured. 2.3. Assays of soil properties Soil pH was determined by conventional methods, and the detailed steps were referred to the previous
study (Duan et al. 2019). The SOC and TN were determined using the K2CrO7–H2SO4 oxidation method
and Kjeldahl method, respectively. Soil air-dried soils were wet digested with H2SO4 and HClO4, and TP
was determined at 880 nm using an ultraviolet spectrophotometer (UV3200, Shimador, Japan). Soil NH4
+-
N and NO3
−-N were determined using a continuous flow autoanalyzer. Dissolved organic carbon (DOC) in
fresh soil samples was extracted with 50 mL of distilled water and then measured using a Liqui TOCII
analyzer (Elementar, Germany). The available P (AP) was determined via sodium bicarbonate extraction. Total soil Cu content was determined using a modified USEPA Method 3051A. The procedure was as
follows: the soil samples (sieved to 0.149 mm) were digested by fifteen mL of acid mixture (i.e., 8 mL
HNO3, 2 mL HClO4 and 5mL HCl), diluted and fixed with distilled water, and finally the Cu concentration
was determined by atomic absorption spectrophotometer. 2.2. Determination of plant indexes The chlorophyll content of plant leaves was extracted with 90% acetone, and then quantified using a
spectrophotometer (Sobrino-Plata et al. 2014), the details of the method can be found in our previous
study (Fang et al. 2020). Use a straightedge to measure alfalfa height and root length. The shoot and root
were washed with sterilized deionized water and dried at 60 °C to constant weight. About 0.3 g of alfalfa
samples were digested with 8 mL of HNO3 and 2 mL of HClO4 mixture, and then diluted to a certain
volume with distilled water, and the Cu concentration was determined using an atomic absorption
spectrophotometer (Hitachi, FAAS Z-2000, Japan). Total Cu uptake = shoot/root biomass Í shoot/root Cu
concentration. The shoot and root samples were digested with H2SO4 and H2O2, then diluted and fixed
with distilled water, and finally N and P content of tissue was determined by flow analyzer. Fresh shoots and roots were used to determine alfalfa MDA, soluble protein content and antioxidant
enzyme activities. The MDA content of alfalfa tissues was determined using the kit provided by Suzhou
Comin Biotechnology Co., Ltd (Suzhou, China). The procedure was as follows: 1 mL of the extraction was
added to grind the shoot and root parts of the alfalfa. Then centrifuge at 8000 rpm for 15 min. The
supernatant was aspirated and added to the color development solution in a boiling water bath for 30
min. After cooling and centrifugation, the MDA content in the supernatant was then determined. The
soluble protein content was also determined according to the kit procedure. Plant antioxidant enzyme activities (i.e., total superoxide dismutase (SOD), peroxidase (POD), catalase
(CAT), and ascorbate peroxidase (APX)) were also determined using the purchased kits. Fresh alfalfa
tissue samples were first ground with 1 mL of the extraction and then centrifuged at 8000 rpm for 15 min. Page 4/23 Page 4/23 The supernatant was determined spectrophotometrically after the addition of the appropriate
chromogenic agent to the supernatant. For detailed steps, please refer to the previous studies of our
group (Chen et al. 2018; Duan et al. 2018). The supernatant was determined spectrophotometrically after the addition of the appropriate
chromogenic agent to the supernatant. For detailed steps, please refer to the previous studies of our
group (Chen et al. 2018; Duan et al. 2018). 2.4. Assays of soil enzyme activities and microbial biomass The methods for measuring soil enzyme activities including urease (UR), β-glucosidase (BG), alkaline
phosphatase (ALP) and catalase were as previously described (Guan 1986; Duan et al. 2018). The UR, BG
and ALP activities were determined using a spectrophotometer at 587, 400 and 578 nm, respectively. Among them, UR was used by the sodium phenolate colorimetric method, BG by the p-nitrophenol
colorimetric method, and ALP by the sodium benzyl phosphate colorimetric method. Moreover, soil
catalase activity was determined using the method of potassium permanganate titration. Microbial biomass carbon (MBC) and nitrogen (MBN) were analyzed using an improved method (Vance
et al. 1987; Cui et al. 2018b). Weigh 10 g of fresh soil samples were fumigated with ethanol-free
chloroform in the dark for 24 hours, and then extracted with 40 mL of 0.5 M potassium sulfate solution
for 30 min. The supernatant was filtered and the extractable organic carbon (EOC) and nitrogen (EON)
contents were determined simultaneously by LiquiTOC II analyzer (Elementar, Germany). Similarly, 10 g of
unfumigated soil samples were taken to determine the EOC and EON. MBC and MBN were calculated
from the difference of EOC and EON between fumigated and non-fumigated samples, respectively. 2.5. Statistical analyses Page 5/23
All the data used in this study were average values of replicated experiments. Analysis of variance
(ANOVA) with the Duncan’s tests was conducted at a significant level of P < 0.05 by the SPSS 20
software. All bar graphs were plotted using Origin Pro 2021. Pearson correlation coefficient analysis and
partial least squares path modeling (PLS-PM) analysis were performed in R software (version 3.6.2). The
software packages "ggcorrplot" and "plspm" were used, respectively. The correlation heat map was used Page 5/23 Page 5/23 to compare and determine the relationships between different indicators, and PLS-PM was used to
determine the direct and indirect factors affecting plant growth. to compare and determine the relationships between different indicators, and PLS-PM was used to
determine the direct and indirect factors affecting plant growth. 3.1. Plant growth phenotype and the N and P content of alfalfa Based on Fig. 1, the shoot height, root length and biomass of alfalfa were increased as the increasing of
Cu concentration in treatments, but in a way, rhizobium inoculation alleviated the growth inhibition of the
alfalfa. For example, compared to the non-inoculated treatment, alfalfa height, root length and shoot and
root biomass in the inoculated treatment were increased by 19.15%, 6.94%, 35.29% and 33.33%,
respectively, under the Cu 800 treatment (Fig. 1). The chlorophyll content increased significantly after
inoculation with rhizobium, and the increase of chlorophyll by inoculation with rhizobium was more
distinct at the Cu concentration of 800 mg kg-1, which was 1.44 times higher than that of the non-
inoculated treatment (Table 1). At Cu 800 mg kg-1, the chlorophyll a and b were significantly lower than
that of other treatments. The N level of alfalfa shoot and root was superlative in the Cu 0 treatment, but did not differ significantly
with increasing Cu stress (Table 1). Inoculation with rhizobium increased N content of shoot at the Cu
concentrations of 0 mg kg-1 and 800 mg kg-1. Interestingly, the root N content was significantly increased
by rhizobium inoculation. In addition, the P level in alfalfa tissues consistently decreased with the
increasing Cu concentration (Table 1). Compared to the uninoculated treatment, inoculation with rhizobia
significantly increased the P levels in the alfalfa tissues (Table 1), particularly for the Cu 600 and Cu 800
treatments (P < 0.05). 3.2. Differences Cu and Cu uptake by alfalfa It is noteworthy that the effect of rhizobia on copper concentration in difference parts of alfalfa was not
uniform (Table 2). Specifically, exogenous addition of rhizobia significantly reduced the Cu concentration
in the shoot but noticeably increased the Cu concentration in the root (P < 0.05). In the shoots, the Cu
uptake by the inoculated plants was noticeably lower than that of the non-inoculated plants in the Cu 0,
Cu 400 and Cu 600 treatments (P < 0.05). Interestingly, rhizobium inoculation decreased the Cu uptake of
root in treatments with low Cu concentrations (0 or 200 mg kg-1). However, under high Cu concentrations,
the Cu uptake of root was increased with by rhizobium inoculation. Except for Cu 0 treatment, the transfer
coefficients of Cu were considerably less than 1.0 (Table 2). And the rhizobium inoculation increased Cu
transfer coefficients in treatments with low Cu concentrations (0 or 200 mg kg-1). However, under high Cu
concentrations, the Cu transfer coefficients were decreased with rhizobium inoculation. 3.3. Plant oxidative damage, soluble protein and antioxidant enzyme activity Compared with the uninoculated alfalfa, application
of rhizobium reduced the CAT activity in shoot by 31.44%, 62.40%, 61.87% and 19.92% for the Cu 0, Cu
200, Cu 400 and Cu 800 treatments, respectively (P < 0.05); while application of rhizobia markedly
enhanced the CAT activity in the Cu 600 treatment (P < 0.05) (Fig. 3c). The inoculation of rhizobium had
no obvious effect on CAT activity in the alfalfa root. Differences in alfalfa tissue APX activity between
uninoculated and inoculated plants were not consistent and were influenced by specific Cu treatments
(Fig. 3d). And the application of rhizobium increased the alfalfa APX activity in the low Cu concentrations
(0 or 200 mg kg-1). SOD activity of shoot was significantly and negatively correlated to the content of N
and P (P < 0.01). However, the APX activity of alfalfa (shoot and root) was significantly and positively
correlated with the content of N and P, respectively (P < 0.05) (Fig. 5). 3.3. Plant oxidative damage, soluble protein and antioxidant enzyme activity Exploring the effect of heavy metals on lipid peroxidation damage by measuring the MDA content of lipid
peroxidation reaction (Fig. 2a). Based on Fig. 2a, the MDA content was increased in both shoots and Page 6/23 roots as the increasing of Cu concentration in treatments, but in a way, rhizobium inoculation reduced the
accumulation of MDA in plant tissues. The content of MDA in the shoot and root parts of Cu 800 mg kg-1
increased by 29.2% and 41.4%, respectively, compared with that of Cu 0 mg kg-1 (Fig. 2a). In the Cu 400,
Cu 600 and Cu 800 treatment, the reduction of shoot after inoculation of rhizobium was 13.8%, 17.7%
and 17.8%, respectively; and reduction in the root was 17.6%, 18.4% and 24.6%, respectively. This
indicating that inoculation of rhizobium had a greater relieving effect on roots than aboveground parts. Additionally, MDA content in shoots and roots was noticeably negatively correlated to N and P content (P
< 0.001) content (Fig. 5). In non-inoculated plants, the highest shoot and root soluble protein contents were detected in the Cu 800
treatment, which was 1.83 and 1.21 times higher compared to the Cu 0 treatments, respectively (Fig. 2b). Compared with the non-inoculated treatment, the rhizobium-inoculated plants exhibited higher soluble
protein content in the alfalfa tissue (Fig. 2b). In the Cu 400, Cu 600 and Cu 800 treatment, the reduction of
shoot after inoculation of rhizobium was 47.9%, 29.8% and 20.8%, respectively; and reduction in the root
was 19.5%, 8.8% and 16.1%, respectively. In addition, soluble protein content in roots was significantly
positively correlated to N content (P < 0.05) (Fig. 5b). The SOD activity in the shoots of non-inoculated
plants showed no obvious change, while the SOD activity in the roots of alfalfa showed a downward
trend under copper stress (Fig. 3a). Rhizobium inoculation significantly increased SOD activity of the
shoot under Cu 600 mg kg-1 (P < 0.05). Plants inoculated with rhizobium exhibited higher SOD activity in
the roots compared to uninoculated plants (Fig. 3a). For example, in the Cu 600 treatment, the increases
of shoot and root after inoculation of rhizobium was 22.1% and 65.3%, respectively (Fig. 3b). The highest
root POD activity was exhibited in the Cu 600 treatment. Rhizobium inoculation significantly increased
the POD activity in the shoots and roots (P < 0.05). 3.5. Driving factors affecting plant growth The N content of shoot and root showed the strongest and positive correlations with DOC, β-glucosidase,
alkaline phosphatase, urease and SOC, but the strongest and negative correlations with MBN, NH4
--N, AP
and Cu concentrations (P < 0.05) (Fig. S2). In addition, the plant P showed the strongest positive
correlation with MBC, soil enzyme activities, and SOC; and strongest negative correlation with MBN, NH4
--
N, TN, AP and Cu concentrations (P < 0.05) (Fig. S2). We used PLS-PM to further reveal the effects of
plant physiological indicators, soil physicochemical properties and soil biochemical indicators on alfalfa
growth (Fig. 6). The PLS-PM method showed that plant antioxidant enzyme activities, soil nutrient
content and soil enzyme activities had a significant positive direct effect (0.35, 0.28 and 0.42,
respectively; P < 0.01) on plant growth (Fig. 6a). The application of S. meliloti (0.34), soil microbial
biomass (0.61), soil enzyme activities (0.82), soil nutrient (0.28), and plant antioxidant enzyme activities
(0.35) had positive total effects on the plant growth, whereas the plant oxidative damage (-0.13) induced
negative total effects (Fig. 6b). 3.4. Soil nutrient, enzyme activities and microbial biomass The soil Cu concentration decreased significantly under rhizobium inoculation (P <0.05) (Table 3). Rhizobium inoculation significantly increased NO3
--N and NH4
+-N content in Cu 400 and Cu 800
treatments (P < 0.05). In the inoculated treatment, the highest AP content was detected in the Cu 600 mg
kg-1, which was higher of 42.19% and 27.93% compared to the Cu 0 and the Cu 800 treatments,
respectively (Table 3). However, the effect of rhizobium inoculation on AP was not obvious. And the Page 7/23 Page 7/23 rhizobium inoculation increased the DOC content in the low Cu concentrations (200 or 400 mg kg-1), on
the contrary, application of rhizobia significantly reduced the DOC at the Cu concentration of 600 mg kg-1
(P < 0.05). rhizobium inoculation increased the DOC content in the low Cu concentrations (200 or 400 mg kg-1), on
the contrary, application of rhizobia significantly reduced the DOC at the Cu concentration of 600 mg kg-1
(P < 0.05). The changes of soil enzymes (i.e., catalase, UR, BG and ALP) were shown in Fig. 4. In the non-inoculated
treatment, the catalase activity in Cu 0 was significantly higher than that in other treatments, the
increasing Cu concentration strongly inhibited catalase activity. Rhizobium inoculation remarkably
increased catalase activity in Cu 400 and Cu 600 treatments (P < 0.05). The inoculation of rhizobia had a
notable effect on the BG and ALP activity. However, the inoculation of rhizobium only enhanced the UR
activity in the low Cu concentrations (0 or 200 mg kg-1). Rhizobium inoculation significantly increased
MBN in Cu 200, Cu 400 and Cu 600 treatments (P < 0.05) (Fig. S1). 4. Discussion Plants grown in Cu-contaminated soils could suffer from physiological dysfunction, growth inhibition,
reduced biomass, and metal accumulation, among other phenomena (Duan et al. 2019; Saeid and
Abooalfazl 2019; Fang et al. 2020). In this study, inoculation of rhizobium (i.e., S. meliloti) not only
increased the plant height and biomass of alfalfa, but also increased its chlorophyll content (Table 1; Fig. 1), indicating that alfalfa-rhizobium symbiosis plays an important role in soil Cu bioremediation. Plants grown in Cu-contaminated soils could suffer from physiological dysfunction, growth inhibition,
reduced biomass, and metal accumulation, among other phenomena (Duan et al. 2019; Saeid and
Abooalfazl 2019; Fang et al. 2020). In this study, inoculation of rhizobium (i.e., S. meliloti) not only
increased the plant height and biomass of alfalfa, but also increased its chlorophyll content (Table 1; Fig. 1), indicating that alfalfa-rhizobium symbiosis plays an important role in soil Cu bioremediation. Moreover, our results showed that the inoculation of rhizobia significantly promoted Cu accumulation in
alfalfa roots (Table 2). Stambulska and Bayliak (2019) found that the pathway that reduces the toxic
effects of heavy metals on legumes may be due to their preferential accumulation in the root nodules of
legume-rhizobium symbiosis. Chlorophyll is an important substance for photosynthesis in plants, and
chlorophyll content has a direct impact on photosynthetic efficiency (Tang et al. 2021). Inoculation with
rhizobium significantly increased chlorophyll content (Chou et al. 2019), which helped to promote
photosynthetic reaction rate and alleviate the toxic effects of Cu stress. Copper stress reduces the total N Moreover, our results showed that the inoculation of rhizobia significantly promoted Cu accumulation in
alfalfa roots (Table 2). Stambulska and Bayliak (2019) found that the pathway that reduces the toxic
effects of heavy metals on legumes may be due to their preferential accumulation in the root nodules of
legume-rhizobium symbiosis. Chlorophyll is an important substance for photosynthesis in plants, and
chlorophyll content has a direct impact on photosynthetic efficiency (Tang et al. 2021). Inoculation with
rhizobium significantly increased chlorophyll content (Chou et al. 2019), which helped to promote
photosynthetic reaction rate and alleviate the toxic effects of Cu stress. Copper stress reduces the total N Page 8/23 Page 8/23 content in plant tissues and affects the N fixation of alfalfa, but inoculation with rhizobium significantly
increases the N content of alfalfa roots (Table 1), providing sufficient source of N for plant growth and
alleviating alfalfa toxicity. 4. Discussion In addition, the effect of rhizobium inoculation on N content of the shoots was
remarkably lower than that of the roots (Table 1). The nodules probably function in the root system and
are the main nitrogen-fixing organ. Moreover, this indicates that the Cu-resistant strain (i.e., S. meliloti) is
able to survive at 0–800 mg kg-1 Cu concentrations and promote alfalfa nitrogen fixation. Heavy metal-
tolerant rhizobia affect the biological effectiveness of metals in soil, mainly because rhizobia promote
plant growth by regulating biological nitrogen fixation (Duan et al. 2019; Shen et al. 2019; Shen et al. 2020). The P content in alfalfa increased significantly after application with rhizobia at 600 and 800 mg
kg-1 Cu concentration (Table 1). These results demonstrate that alfalfa-rhizobium symbiosis alleviates Cu
stress in soils by increasing biomass, N and P content, and chlorophyll content of alfalfa. Oxidative damage and antioxidant enzyme activities can effectively reflect the intensity of toxicity
suffered by plant cells, and are important for understanding the metal-specific toxicity mechanisms in
plants (Chen et al. 2018; Romero-Puertas et al. 2018). Excessive accumulation of Cu led to the production
of large amounts of MDA in alfalfa seedlings, which intensified oxidative stress in cells (Fig. 2). Moreover,
the MDA contents were significantly and negatively correlated to both plant N and P content (Fig. 5). The
high level of MDA caused severe damage to plant cell membrane and inhibited plant uptake of N, P and
other nutrients. Under Cu stress, plants inoculated with rhizobia significantly reduced the MDA content in
the aboveground and roots (Fig. 2). The results of PLS-PM further supported that the rhizobium
inoculation had a strong negative effect on MDA (Fig. 6). This indicates that plants inoculated with
rhizobium suffered less oxidative damage and had a higher antioxidant capacity under Cu stress. These
results suggest that inoculation with rhizobium can effectively reduce the damage to alfalfa by reactive
oxygen species under Cu stress. The soluble protein content of plants can indicate the physiological and biochemical reactions in plants,
and the higher the content, the more vigorous the metabolic activity, which is conducive to better
resistance of plants to external stresses (Yang et al. 2019). Plants inoculated with rhizobium exhibited
higher soluble protein content in alfalfa tissue compared to uninoculated plants (Fig. 2b). 4. Discussion This finding
indicates that the addition of rhizobia improved the symbiotic performance of alfalfa and promoted an
increase in soluble protein content, especially under non-optimal conditions. Meanwhile, alfalfa has high
antioxidant enzyme activities that protect their cells from oxidative damage caused by external
environmental stresses (i.e., higher MDA levels) (Filis et al. 2016; Hojati et al. 2017). Cu stress reduced the
SOD activity in alfalfa tissue (Fig. 3a). Cu-contamination induced destruction of membranes and enzyme
systems results in the reduce of SOD activity, especially at high Cu concentration (600 and 800 mg kg-1). Interestingly, inoculation with rhizobia had a more pronounced effect on the increase of SOD activity in
alfalfa roots (Fig. 3a). This result indicates that rhizobium application enhanced superoxide dismutase
activity in tissues and improved their resistance to adversity stresses. Furthermore, in comparison with
uninoculated alfalfa tissue, the activities of POD and APX in shoot and root of inoculated alfalfa were
increased at different levels of symbiosis development (Fig. 3). Moreover, our results showed that a Page 9/23 Page 9/23 significant positive correlation between APX activities and the N and P content of alfalfa (Fig. 5). Heavy
metal resistant rhizobacteria in soil can directly affect soil Cu concentration through chelation,
precipitation and biosorption. In addition, the alfalfa-rhizobium symbiotic system can promote plant
nitrogen fixation, stimulate the release of phytohormones and antioxidant enzyme activities, and
ultimately reduce the toxicity in alfalfa and promote alfalfa growth (Hao et al. 2014; Fang et al. 2020). Nonetheless, addition of rhizobia reduced the Cu-induced CAT activities in the shoots, except for the Cu
600 treatment (Fig. 3c). It suggests that rhizobium inoculated in the shoots inhibit the damage caused by
excess hydrogen peroxide and therefore did not need to induce more CAT activities to eliminate the
production of hydrogen peroxide caused by Cu concentration in the alfalfa tissues (Cao et al. 2017;
Beiyuan et al. 2021). Hence, it is hypothesized that rhizobia addition mitigates Cu-toxicity in alfalfa by
increasing antioxidant enzyme activities and soluble protein content. Soil enzyme activity was an important indicator to characterize the fertility and health of soils
contaminated with toxic metals. Rhizobium inoculation significantly increased catalase activity in Cu 400
and Cu 600 treatments (Fig. 4a). Some studies showed that the soil catalase could achieve detoxification
by changing the valence reference of heavy metal ions (Yang et al. 2016; Fang et al. 2017). 4. Discussion Meanwhile,
inoculation with rhizobium significantly promoted alkaline phosphatase activity (Fig. 4d). Phosphatase in
soils was mainly produced by microbial activity and was critical for mobilizing the organic forms of P
(Duan et al. 2019; Wei et al. 2019). This suggests that soil catalase and phosphatase activities were
positively influenced directly and indirectly by the legume-rhizobia symbiosis. There was a significant
negative correlation between urease, phosphatase and catalase activities and Cu content (Fig. S2), it was
shown that the legume-rhizobia symbiosis regulated the rate of enzyme synthesis by Cu or altered the
interference of enzyme-producing microbial community toxicity, thus reducing metal toxicity in soil (Yu et
al. 2019; Fang et al. 2020). Moreover, N and P contents of alfalfa were significantly positively correlated
with activities of four soil enzymes (Fig. S2). Further, PLS-PM results showed a significant positive total
effect of soil enzymes and nutrient content on plant growth following S. meliloti application (Fig. 6). Based on the above information, we found that the legume-rhizobium symbiosis system promoted alfalfa
growth in Cu-contaminated soil by regulating plant physiological and biochemical properties, soil
nutrients, and soil enzyme activities. Funding This work was financially supported by the National Natural Science Foundation of China (41977031,
41671406), National Funds for Distinguished Young Scientists of Shaanxi Province (2020JC-31). Consent for publication: Not applicable. Consent for publication: Not applicable. Competing interests: The authors declare no competing interests. Competing interests: The authors declare no competing interests. 5. Conclusions Our results showed that excessive accumulation of Cu in alfalfa exhibited varied toxicity symptoms,
including decreased biomass, chlorotic leaves, and inhibition of antioxidant enzyme activities. Rhizobium
inoculation significantly improved the growth of alfalfa under Cu stress due to effectively improving
detoxification ability. Legume-rhizobium symbiosis system resists Cu-induced oxidative stress in alfalfa
tissues by enhancing antioxidant enzyme activities to scavenge superfluous MDA. Moreover, soil
catalase, phosphatase, and β-glucosidase, as well as MBN, were higher in the rhizobium inoculated
treatment compared to the non-inoculated control. These results can improve our understanding of the
mechanism of microbial inoculation to mitigate Cu toxicity and provide guidance for pasture cultivation
in heavy metal contaminated areas. Page 10/23 Author contribution Chengjiao Duan: writing - original draft, writing - review & editing, visualization; Yuxia Mei: Methodology,
Writing - review & editing; Qiang Wang: Methodology, Writing - review & editing; Yuhan Wang:
Methodology, Writing - review & editing; Qi Li: Investigation, Methodology; Maojun Hong:
Investigation; Sheng Hu: Investigation; Shiqing Li: Writing - review & editing; Linchuan Fang: Funding
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Food Chem 67:433–440. Page 14/23 Page 14/23 46. Tables able 1 The chlorophyll, nitrogen and phosphorus content in alfalfa tissue. Table 1 The chlorophyll, nitrogen and phosphorus content in alfalfa tissue. Treatments
Chlorophyll content (mg g-1)
Nitrogen (g kg-1)
Phosphorus (g kg-1)
a
b
Total
Shoot
Root
Shoot
Root
Cu
0
Control
0.62 ±
0.01 Ab
0.42 ±
0.02 Aa
1.04 ±
0.02 ABb
21.1 ±
0.37 Ab
17.5 ±
0.17 Aa
1.25 ±
0.01 Ab
0.81 ±
0.01 Ab
S.meliloti
0.66 ±
0.02 BCa
0.47 ±
0.03 Aa
1.13 ±
0.03 Ba
23.1 ±
0.41 Aa
17.2 ±
0.18 Aa
1.51 ±
0.03 Aa
1.33 ±
0.02 Aa
Cu
200
Control
0.63 ±
0.01 Ab
0.43 ±
0.01 Aa
1.06 ±
0.01 Ab
20.0 ±
0.39 Ba
15.9 ±
0.29 Bb
1.2 ±
0.01 Ba
0.76 ±
0.01 Ba
S.meliloti
0.74 ±
0.02 Aa
0.48 ±
0.02 Aa
1.22 ±
0.03 Aa
21.4 ±
0.93 Ba
17.2 ±
0.23 Aa
1.24 ±
0.01 Ba
0.74 ±
0.02 Ba
Cu
400
Control
0.56 ±
0.02 Aa
0.41 ±
0.01 Aa
0.97 ±
0.01 Bb
17.1 ±
0.11 Ca
14.3 ±
0.07 Cb
1.09 ±
0.03 Ca
0.60 ±
0.01 Ca
S.meliloti
0.62 ±
0.01 Ca
0.42 ±
0.01 ABa
1.04 ±
0.01 Ca
17.8 ±
0.30 Ca
15.2 ±
0.09 Ca
0.97 ±
0.02Db
0.63 ±
0.01 Ca
Cu
600
Control
0.61 ±
0.03 Aa
0.40 ±
0.02 Aa
1.01 ±
0.04 ABb
17.7 ±
0.32 Ca
14.4 ±
0.12 Cb
0.90 ±
0.01 Db
0.59 ±
0.01 Cb
S.meliloti
0.71 ±
0.01 ABa
0.45 ±
0.01 Aa
1.16 ±
0.01 ABa
18.4 ±
0.05 Ca
15.6 ±
0.02 Ca
0.97 ±
0.02 Da
0.64 ±
0.02 Ca
Cu
800
Control
0.38 ±
0.04 Bb
0.22 ±
0.01 Bb
0.61 ±
0.02 Cb
17.1 ±
0.18 Cb
14.7 ±
0.15 Cb
0.74 ±
0.01 Eb
0.51 ±
0.01 Db
S.meliloti
0.52 ±
0.03 Da
0.37 ±
0.01 Ba
0.88 ±
0.02 Da
18.9 ±
0.38 Ca
16.2 ±
0.07 Ba
1.05 ±
0.02 Ca
0.55 ±
0.02 Da
Note: The capitalized letters indicate significant differences between different Cu concentrations, whereas
the lower-case letters indicate significant differences between non-inoculated and inoculated alfalfa
under the same Cu concentration condition (P < 0.05). Each value represents the mean ± SE (n = 3). Table 3 Effect of rhizobium inoculation on soil physicochemical properties. the lower-case letters indicate significant differences between non-inoculated and inoculated alfalfa
under the same Cu concentration condition (P < 0.05). TF (translocation factor: shoot concentration/root
concentration). Each value represents the mean ± SE (n = 3). Tables bl
d h
l
k
f
lf lf Table 2 Cu concentrations and the total uptake of Cu in alfalfa tissue. Page 15/23
Note: The capitalized letters indicate significant differences between different Cu concentrations, whereas Treatments
Cu concentrations (mg kg-1)
Total uptake (μg plant-1)
TF
Shoot
Root
Shoot
Root
Cu 0
Control
8.54 ± 0.07
Da
24.9 ± 0.56
Ea
3.25 ± 0.03
Ba
9.30 ± 0.21
Da
0.34 ± 0.01
Ab
S.meliloti
6.45 ± 0.12
Db
3.06 ± 0.22
Eb
2.68 ± 0.05
Bb
1.18 ± 0.08
Eb
2.13 ± 0.19
Aa
Cu
200
Control
12.3 ± 0.90
Ca
42.8 ± 0.92
Da
2.96 ± 0.22
Ba
14.3 ± 0.31
Ca
0.29 ± 0.03
Bb
S.meliloti
10.4 ± 0.15
Ba
26.1 ± 0.04
Db
3.41 ± 0.05
Aa
10.3 ± 0.02
Db
0.40 ± 0.01
Ba
Cu
400
Control
15.9 ± 0.27
Ba
50.4 ± 0.33
Cb
2.45 ± 0.04
Ca
15.6 ± 0.10
Bb
0.32 ± 0.01
Ba
S.meliloti
8.54 ± 0.08
Cb
64.6 ± 0.32
Ca
1.89 ± 0.02
Cb
22.4 ± 0.11
Ba
0.13 ± 0.01
Ca
Cu
600
Control
28.7 ± 0.56
Aa
93.3 ± 1.20
Ab
4.13 ± 0.08
Aa
18.8 ± 0.24
Ab
0.31 ± 0.01
Ba
S.meliloti
15.7 ± 0.70
Ab
119 ± 0.75
Aa
3.16 ± 0.14
Ab
31.5 ± 0.20
Aa
0.13 ± 0.01
Cb
Cu
800
Control
13.2 ± 0.70
Ca
55.2 ± 2.89
Bb
1.49 ± 0.08
Da
9.06 ± 0.47
Db
0.24 ± 0.02
Ca
S.meliloti
7.50 ± 0.70
CDb
83.1 ± 0.68
Ba
1.31 ± 0.12
Da
19.9 ± 0.16
Ca
0.09 ± 0.01
Cb
the lower-case letters indicate significant differences between non-inoculated and inoculated alfalfa
under the same Cu concentration condition (P < 0.05). TF (translocation factor: shoot concentration/root
concentration). Each value represents the mean ± SE (n = 3). the lower-case letters indicate significant differences between non-inoculated and inoculated alfalfa
under the same Cu concentration condition (P < 0.05). TF (translocation factor: shoot concentration/root
concentration). Each value represents the mean ± SE (n = 3). the lower-case letters indicate significant differences between non-inoculated and inoculated alfalfa
under the same Cu concentration condition (P < 0.05). TF (translocation factor: shoot concentration/root
concentration). Each value represents the mean ± SE (n = 3). Tables The capitalized letters indicate significant differences between different Cu concentrations,
whereas the lower-case letters indicate significant differences between non-inoculated and inoculated
alfalfa under the same Cu concentration condition (P < 0.05). Each value represents the mean ± SE (n =
3). Tables Page 16/23 Page 16/23 Page 16/23 Treatments
Cu
concentration
(mg kg-1)
NO3
--N
(mg kg-
1)
NH4
+-N
(mg kg-
1)
TN
(g kg-1)
AP
(mg g-
1)
SOC
(g kg-1)
DOC
(mg kg-
1)
Cu 0
Control
8.23 ± 0.36
Ea
2.67 ±
0.04
ABb
0.44 ±
0.01
Da
0.77 ±
0.01 Aa
18.3 ±
0.59 Eb
6.66 ±
0.11
Aa
133 ±
3.93
ABa
S.meliloti
5.34 ± 0.17
Eb
2.94 ±
0.07 Ba
0.43 ±
0.01
Ca
0.76 ±
0.01 Ca
22.8 ±
0.67
Da
6.65 ±
0.20
Aa
138 ±
2.80
ABa
Cu
200
Control
194 ± 0.75
Da
2.83 ±
0.03 Aa
0.41 ±
0.01
Da
0.77 ±
0.01 Aa
21.7 ±
0.09
Da
6.67 ±
0.14
Aa
136 ±
0.71 Ab
S.meliloti
185 ± 0.48
Db
2.73 ±
0.03 Ca
0.42 ±
0.01
Ca
0.78 ±
0.01
ABa
21.8 ±
0.19
Da
6.63 ±
0.18
Aa
144 ±
2.50 Aa
Cu
400
Control
336 ± 1.09
Ca
2.71 ±
0.05
ABb
1.84 ±
0.01
Ab
0.77 ±
0.01 Aa
35.8 ±
0.86
Ba
6.54 ±
0.13
Aa
97.8 ±
2.24 Cb
S.meliloti
310 ± 3.74
Cb
3.22 ±
0.05 Aa
2.31 ±
0.01
Aa
0.79 ±
0.01 Aa
35.5 ±
1.42
Ba
6.57 ±
0.09
Aa
113 ±
1.47 Da
Cu
600
Control
536 ± 7.06
Ba
2.61 ±
0.08 Ba
1.57 ±
0.01
Ba
0.78 ±
0.01 Aa
38.7 ±
1.08
Aa
6.75 ±
0.02
Aa
135 ±
0.86 Aa
S.meliloti
505 ± 7.29
Bb
2.71 ±
0.04 Ca
1.63 ±
0.01
Ba
0.78 ±
0.01
ABa
39.4 ±
0.34
Aa
6.45 ±
0.05
Ab
124 ±
1.92 Cb
Cu
800
Control
757 ± 8.76
Aa
2.65 ±
0.02 Bb
1.21 ±
0.01
Cb
0.77 ±
0.01 Aa
27.3 ±
1.23
Ca
6.40 ±
0.07
Aa
124 ±
4.52 Ba
S.meliloti
708 ± 7.16
Ab
3.12 ±
0.07 Aa
1.63 ±
0.01
Ba
0.77 ±
0.01
BCa
28.4 ±
0.35
Ca
6.62 ±
0.04
Aa
133 ±
5.74
BCa
Note: TN: total nitrogen; AP: available phosphorus; SOC: soil organic carbon; DOC: dissolved organic Note: TN: total nitrogen; AP: available phosphorus; SOC: soil organic carbon; DOC: dissolved organic Note: TN: total nitrogen; AP: available phosphorus; SOC: soil organic carbon; DOC: dissolved organic Note: TN: total nitrogen; AP: available phosphorus; SOC: soil organic carbon; DOC: dissolved organic
carbon. Figures Page 17/23 Figure 1
The effect of inoculation with S. meliloti on length and biomass in alfalfa tissue with different Cu
concentration treatments. Figure 1
The effect of inoculation with S. meliloti on length and biomass in alfalfa tissue with different Cu
concentration treatments. Figure 1 Figure 1 The effect of inoculation with S. meliloti on length and biomass in alfalfa tissue with different Cu
concentration treatments. The effect of inoculation with S. meliloti on length and biomass in alfalfa tissue with different Cu
concentration treatments. Page 18/23 Figure 2
The effect of inoculation with S. meliloti on MDA and soluble protein in alfalfa tissue with different Cu
concentration treatments. Figure 2 The effect of inoculation with S. meliloti on MDA and soluble protein in alfalfa tissue with different Cu
concentration treatments. The effect of inoculation with S. meliloti on MDA and soluble protein in alfalfa tissue with different Cu
concentration treatments. The effect of inoculation with S. meliloti on MDA and soluble protein in alfalfa tissue with different Cu
concentration treatments. Page 19/23 Figure 3
The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. Figure 3
The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. The effect of inoculation with S. meliloti on plant antioxidant enzyme activities in alfalfa tissue. Page 20/23 Figure 4
The effect of inoculation with S. meliloti on soil enzyme activities under different Cu concentration
treatments. Figure 4 Figure 4 The effect of inoculation with S. meliloti on soil enzyme activities under different Cu concentration
treatments. The effect of inoculation with S. meliloti on soil enzyme activities under different Cu concentration
treatments. The effect of inoculation with S. meliloti on soil enzyme activities under different Cu concentration
treatments. Page 21/23 Figure 5
A correlation heat map illustrating pairwise relationships between plant nutrient elements and plant
properties in alfalfa shoot (a) and root (b) based on Pearson correlationcoefficient analysis. Figure 5 Figure 6 Partial least squares path modeling (PLS-PM) disentangling major pathways of the effects of S. meliloti,
soil microbial biomass, enzyme activity, soil nutrient, plant oxidative damage and plant antioxidant
enzyme activities on plant growth. Partial least squares path modeling (PLS-PM) disentangling major pathways of the effects of S. meliloti,
soil microbial biomass, enzyme activity, soil nutrient, plant oxidative damage and plant antioxidant
enzyme activities on plant growth. Figure 5 A correlation heat map illustrating pairwise relationships between plant nutrient elements and plant
properties in alfalfa shoot (a) and root (b) based on Pearson correlationcoefficient analysis. Page 22/23 Page 22/23 Page 22/23 Page 22/23 SupplementaryMaterial.docx Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupplementaryMaterial.docx Page 23/23
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IL-17RA in Non-Hematopoietic Cells Controls CXCL-1 and 5 Critical to Recruit Neutrophils to the Lung of Mycobacteria-Infected Mice during the Adaptive Immune Response
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IL-17RA in Non-Hematopoietic Cells Controls CXCL-1
and 5 Critical to Recruit Neutrophils to the Lung of
Mycobacteria-Infected Mice during the Adaptive
Immune Response
Robin Lombard, Emilie Doz-Deblauwe, Florence Carreras, Mathieu Epardaud,
Yves Le Vern, Dominique Buzoni, Nathalie Winter Immune Response
ard, Emilie Doz-Deblauwe, Florence Carreras, Mathieu Epardaud,
Yves Le Vern, Dominique Buzoni, Nathalie Winter To cite this version: Robin Lombard, Emilie Doz-Deblauwe, Florence Carreras, Mathieu Epardaud, Yves Le Vern, et al.. IL-17RA in Non-Hematopoietic Cells Controls CXCL-1 and 5 Critical to Recruit Neutrophils to the
Lung of Mycobacteria-Infected Mice during the Adaptive Immune Response. PLoS ONE, 2016, 11
(2), 18 p. 10.1371/journal.pone.0149455. hal-01274518 Distributed under a Creative Commons Attribution 4.0 International License Robin Lombard, Emilie Doz☯, Florence Carreras☯, Mathieu Epardaud, Yves Le Vern,
Dominique Buzoni-Gatel, Nathalie Winter* INRA, Université de Tours, UMR 1282, Infectiologie et Santé Publique, Nouzilly, France INRA, Université de Tours, UMR 1282, Infectiologie et Santé Publique, Nouzilly, France ☯These authors contributed equally to this work. * nathalie.winter@tours.inra.fr ☯These authors contributed equally to this work. * nathalie.winter@tours.inra.fr HAL Id: hal-01274518
https://hal.science/hal-01274518v1
Submitted on 15 Feb 2016 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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 RESEARCH ARTICLE Abstract During chronic infection with Mycobacterium tuberculosis (Mtb), bacilli multiplication is con-
strained within lung granulomas until excessive inflammation destroys the lung. Neutrophils
are recruited early and participate in granuloma formation, but excessive neutrophilia exac-
erbates the tuberculosis disease. Neutrophils thus appear as potential targets for therapeu-
tic interventions, especially in patients for whom no antibiotic treatment is possible. Signals
that regulate neutrophil recruitment to the lung during mycobacterial infection need to be
better understood. We demonstrated here, in the mouse model, that neutrophils were
recruited to the lung in two waves after intranasal infection with virulent Mtb or the live atten-
uated vaccine strain Bacillus Calmette Guérin (BCG). A first wave of neutrophils was swiftly
recruited, followed by a subsequent adaptive wave that reached the lung together with IFN-
γ- and IL-17A-producing T cells. Interestingly, the second neutrophil wave did not partici-
pate to mycobacteria control in the lung and established contacts with T cells. The adaptive
wave was critically dependent on the expression of IL-17RA, the receptor for IL-17A,
expressed in non-hematopoietic cells. In absence of this receptor, curtailed CXCL-1 and 5
production in the lung restrained neutrophil recruitment. CXCL-1 and 5 instillation reconsti-
tuted lung neutrophil recruitment in BCG-infected IL17RA-/- mice. OPEN ACCESS Citation: Lombard R, Doz E, Carreras F, Epardaud
M, Le Vern Y, Buzoni-Gatel D, et al. (2016) IL-17RA
in Non-Hematopoietic Cells Controls CXCL-1 and 5
Critical to Recruit Neutrophils to the Lung of
Mycobacteria-Infected Mice during the Adaptive
Immune Response. PLoS ONE 11(2): e0149455. doi:10.1371/journal.pone.0149455 Editor: Selvakumar Subbian, Public Health Research
Institute at RBHS, UNITED STATES
Received: December 16, 2015
Accepted: January 31, 2016
Published: February 12, 2016 Editor: Selvakumar Subbian, Public Health Research
Institute at RBHS, UNITED STATES Editor: Selvakumar Subbian, Public Health Research
Institute at RBHS, UNITED STATES Editor: Selvakumar Subbian, Public Health Research
Institute at RBHS, UNITED STATES
Received: December 16, 2015
Accepted: January 31, 2016
Published: February 12, 2016 y
p
p
p
expressed in non-hematopoietic cells. In absence of this receptor, curtailed CXCL-1 and 5
production in the lung restrained neutrophil recruitment. CXCL-1 and 5 instillation reconsti-
tuted lung neutrophil recruitment in BCG-infected IL17RA-/- mice. Copyright: © 2016 Lombard et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. IL-17RA in Non-Hematopoietic Cells Controls
CXCL-1 and 5 Critical to Recruit Neutrophils
to the Lung of Mycobacteria-Infected Mice
during the Adaptive Immune Response Robin Lombard, Emilie Doz☯, Florence Carreras☯, Mathieu Epardaud, Yves Le Vern,
Dominique Buzoni-Gatel, Nathalie Winter* IL-17RA and Lung Neutrophils in Mycobacterial Infection currently corresponds to about one third of the world population [3]. Vaccination with M. bovis Bacillus Calmette Guérin (BCG), a live attenuated strain, induces a strong and long-last-
ing immune response. However, BCG provides high levels of protection only against the most
severe forms of TB and, despite broad vaccination coverage, BCG is unable to control global
pandemics of TB [4]. The WHO has declared the fight against TB to be a global priority. In
latently infected individuals, CD4 and CD8 T and B cells that are recruited to the lung together
with innate cells, form a specific multicellular structure, the granuloma [5]. Excessive inflam-
mation within the granuloma leads to caseification and lung tissue destruction. The roles of
macrophages in mycobacterial killing and evasion, and of dendritic cells in linking innate and
adaptive responses to mycobacteria are well established [6]. The role played by neutrophils is
more debated. They are among the first cells to respond to mycobacterial infection and partici-
pate in the onset of adaptive immunity [7, 8] and granuloma formation [9]. However, chronic
neutrophilia is involved in TB physiopathology, although the mechanisms underlying neutro-
phil accumulation long after primary infection are not entirely clear [10–12]. currently corresponds to about one third of the world population [3]. Vaccination with M. bovis Bacillus Calmette Guérin (BCG), a live attenuated strain, induces a strong and long-last-
ing immune response. However, BCG provides high levels of protection only against the most
severe forms of TB and, despite broad vaccination coverage, BCG is unable to control global
pandemics of TB [4]. The WHO has declared the fight against TB to be a global priority. In
latently infected individuals, CD4 and CD8 T and B cells that are recruited to the lung together
with innate cells, form a specific multicellular structure, the granuloma [5]. Excessive inflam-
mation within the granuloma leads to caseification and lung tissue destruction. The roles of
macrophages in mycobacterial killing and evasion, and of dendritic cells in linking innate and
adaptive responses to mycobacteria are well established [6]. The role played by neutrophils is
more debated. They are among the first cells to respond to mycobacterial infection and partici-
pate in the onset of adaptive immunity [7, 8] and granuloma formation [9]. However, chronic
neutrophilia is involved in TB physiopathology, although the mechanisms underlying neutro-
phil accumulation long after primary infection are not entirely clear [10–12]. Competing Interests: The authors have declared
that no competing interests exist. IL-17 cytokines play an important role in inflammation. The best characterized member of
this large family is IL-17A. IL-17F is closely related to IL-17A and these two molecules can
form heterodimers with different effects on the fine-tuning of the inflammatory response
depending on the pathological context [13]. IL-17 cytokines signal through receptors of the IL-
17R family consisting of five subunits, which can assemble in different combinations to form
diverse functional receptors. The IL-17RA subunit is common to several receptors used by at
least four ligands containing IL-17A or F proteins [14]. IL-17 receptors mediate signaling
through pathways generally associated with innate immunity and they connect the innate and
adaptive arms of the immune response [14]. IL-17RA is expressed ubiquitously, and particu-
larly in non hematopoietic epithelial cells, endothelial cells and fibroblasts [14]. In response to
mycobacterial infection, IL-17A is produced principally by CD4+ CD8- αβ+ T cells, which are
also known as Th17 cells [15], and Uδ+ T cells [16, 17]. Vaccine-induced Th17 cells favor the
recruitment of protective Th1 cells in response to Mtb infection [15], IL-17A contributes to the
formation of a mature granuloma [17, 18] and is required to constrain multiplication of Mtb
clinical isolates [19] demonstrating beneficial effects. However, IL-17A is also detrimental
because its unrestricted production leads to lung tissue destruction [10]. We investigated how neutrophils were recruited to the lung in mice inoculated by the intra-
nasal (i.n.) route with high dose of live attenuated BCG or low dose of virulent Mtb. While
BCG multiplication in the lung was controlled by the adaptive response, Mtb was not. In both
situations we observed that, in addition to neutrophils recruited early in infection, a second
adaptive wave of neutrophils was recruited to the lung, together with T cells. IL-17RA
expressed by non-hematopoietic cells, was critically involved in the adaptive wave of neutrophil
recruitment. In absence of this receptor, even though CXCL-2 was produced, CXCL-1 and 5
production in the lung was curtailed and neutrophils were not recruited. CXCL-1 and 5 instil-
lation restored lung recruitment to the lung in IL-17RA-/- BCG-infected mice. Introduction Following exposure to virulent Mycobacterium tuberculosis (Mtb), one of the three leading
infectious cause of human mortality [1], a large number of individuals do not show evidence of
T-cell sensitization suggesting that innate mechanisms in the lung may clear infection [2]. In
others, the adaptive immune response, characterized by a delayed hypersensitivity reaction to
tuberculin, is initiated. However, this is generally not enough to eradicate all bacilli and most
people remain latently infected with Mtb. The estimated latent tuberculosis (TB) reservoir Funding: This work was supported by the Agence
Nationale pour la Recherche (FR) Grant N° ANR-
008-MIEN-001 17MycImPact to NW, the Région
Centre (FR) 2013-00085470 to NW and the Région
Centre (FR) fellowship to RL. The funders had no role
in study design, data collection and analysis, decision
to publish, or preparation of the manuscript. PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 1 / 18 Ethics statement and mouse treatments Experimental protocols complied with French law (Décret: 2001–464 29/05/01) and EEC regu-
lations (86/609/CEE) for the care and use of laboratory animals and were carried out under
Authorization for Experimentation on Laboratory Animals Number B-37-201. Our animal
protocol (number 2012-06-14) was approved by the “Val de Loire” Ethics Committee for Ani-
mal Experimentation (CEEA VdL) and was registered with the French National Committee for
Animal Experimentation. 2 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection Six- to eight-week-old C57BL/6 male mice were obtained from SAS Janvier (Le Genest Saint
Isle—France); IL-17RA-/- mice originally produced by Ye and coworkers [20] were reared in the
INRA specific pathogen-free resident animal facility. Mice, anesthetized by i.p. injection of keta-
mine/xylasine cocktail, received 5x106 CFU of BCG or 103 CFU of Mtb under 20 μl in each nos-
tril. To deplete the neutrophil adaptive wave, mice were i.p. injected on day 17, 19 and 21
following BCG or Mtb inoculation with 200 μg of NIMPR14 mAb [21] which specifically
depletes Ly-6G+ neutrophils, control mice were injected with the same quantity of IgG2b Ab
(both produced in the laboratory).We produced hematopoietic chimeras, by injecting 7x106 BM
cells from either WT or IL-17RA-/- donor mice intravenously into WT or IL-17RA-/- mice. Six
weeks later, we checked the genotype of the donor BM, by performing PCR on blood cells. CXCL-1 and 5 chemokines (R&D systems, Minneapolis, MN, USA) were mixed in PBS and
instilled i.n. to mice at day 20 μl after BCG infection. Each mouse received 100 μg of each che-
mokine under 20 μl in each nostril. Control mice received equivalent volume of PBS. Bacterial strains and CFU determination Wild-type BCG strain 1173P2 Pasteur [22] and recombinant Myc 409 strains expressing EGFP
[7] were grown in Beck-Proskauer medium, supplemented with hygromycin (50 μg/ml) for
Myc 409. The Mtb strain laboratory adapted strain from human origin H37Rv was cultured in
7H9 medium supplemented with ADC (5% BSA fraction V, 2% dextrose, 0.003% beef catalase
and 0.85% NaCl; BD Microbiology Systems, San Jose, CA, USA). The fast growing non patho-
genic species M. smegmatis was grown in LB medium (Becton Dickinson, USA) Bacteria were
harvested at mid-exponential growth phase and frozen at -70°C. CFU were counted after plat-
ing dilutions on Middlebrook 7H11 agar supplemented with OADC (ADC supplemented with
0.005% oleic acid, BD Microbiology Systems). For the preparation of heat-killed (HK) BCG,
bacilli suspended in PBS were heated for 30 min at 80°C. For lung CFU determination, tissues
were disrupted with ceramic beads (Lysing Matrix D, MP Biomedicals Europe, Illkirch, France)
in PBS, in a Ribolyser apparatus (Fastprep-24, MP Biomedicals), in accordance with the manu-
facturer’s instructions. Appropriate dilutions were plated on 7H11 plates supplemented with
OADC and CFU were counted after 21 days. For determination of neutrophil bacterial killing
activity cells were infected with M. smegmatis or BCG at a MOI of 10. After 20 h of incubation,
neutrophils were lyzed and bacterial CFU were determined after plating. PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 Lung and bone marrow cell preparation, antibodies, flow cytometry and
cell sorting Lungs were perfused with 10 ml PBS. Single-cell suspensions were obtained from lung tissue
after 1 h of treatment at 37°C with 1.5 mg/ml collagenase D and 40 units/ml DNAse A (Roche,
Mannheim, Germany) in RPMI 1640 complete medium supplemented with 10% FBS (Gibco
BRL, Life Technologies, Paisley, UK), 2 mM L-glutamine (Gibco), 100 U penicillin and 100 μg/
ml streptomycin (Gibco). Cells were filtered through a nylon cell strainer with 100 μm pores
(BD Falcon) and suspended in complete medium for stimulation with HK BCG. For the collec-
tion of cells after Broncho Alveolar Lavage (BAL), mice were killed and their lungs were
washed four times with 0.5 ml PBS each time. The washing fluid from all four washes was
pooled. BAL cells were washed once in PBS and were then suspended in complete medium. Bone marrow neutrophils were purified from bone-marrow by positive magnetic sorting (Mil-
tenyi Biotec, Bergish Gladbach, Germany) after labeling with anti-Ly-6G PE-conjugated Ab
(clone 1A8) as previously described [23]. For flow cytometry, cells were incubated for 20 min
with 2% total mouse serum, and then with PBS supplemented with 5% FCS and 0.1% total
mouse serum, for staining of the surface markers CD11b (clone M1/70), Ly6G (clone 1A8), Ly- 3 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection 6C (clone AL-21), CD3ε (clone 145-2C11), CD4 (clone L3T4), γδ (clone GL3) all from BD Bio-
sciences (San Rose, CA, USA) Before intracellular staining for IFN-γ and IL-17A, T cells were
incubated with 1 μg/ml ionomycin and 25 ng/ml M phorbol 12-myristate 13-acetate (PMA)
(Sigma-Aldrich, Saint Louis, MO, USA) and HK BCG and treated for 4 h at 37°C with 5 μg/ml
brefeldin A (Sigma-Aldrich). For the purification of lung neutrophils on days 1 and 23,
CD11b+ Ly-6C+ Ly-6G+ cells were sorted on a MoFlo1 high-speed cell sorter (Beckman Coul-
ter, Fort Collins, CO, USA) with Summit Software (Beckman Coulter). Neutrophils were
recovered in complete medium and immediately stimulated with HK-BCG. Detection of chemokines and cytokines by ELISA, measure of Reactive
Oxygen Species and Myeloperoxidase activity For the measurement of antigen-specific cytokine production by lung cells, we dispensed 105
lung tissue cells in individual wells of 96-well plates. The cells were incubated at 37°C, under an
atmosphere containing 5% CO2, and were stimulated with the equivalent of 106 CFU of HK
BCG. Supernatants were harvested 72 h later and assayed for IL-17A and IFN-γ by ELISA. CXCL-1, 2 and 5 production was measured in BAL fluids and lung tissue homogenates by
ELISA. Commercial kits were from R&D Systems (Minneapolis, MN, USA) Myeloperoxidase (MPO) activity was measured immediately after sorting and Reactive
Oygen Species (ROS) produced by neutrophils were assessed after overnight stimulation with
HK BCG (equivalent MOI of 10). 3x105 neutrophils resuspended in 450 μl of PBS were lyzed
by adding 450 μl of 0.05% Triton X100. After sonication and clearance by centrifugation for 10
min at 4°C and 12,000 x g. MPO was determined by mixing 30 μl of lysate with 70 μl of 3, 3’, 5,
5’-tetramethylbenzidine (Sigma Aldrich). After stopping the reaction with hydrochloric acid
(Interchim, Montluçon, France), MPO activity was determined by measuring absorbance at
450 nm. ROS were measured in neutrophils after the addition of 10 μM ROS fluorescent detec-
tion reagent (Invitrogen) and incubation for 60 min at 37°C. Green fluorescence was read in a
flow cytometer (FACS Calibur, BD Biosciences). Immunohistochemistry on mycobacteria-infected lungs In situ lung neutrophil infection was analyzed in mice on day 1 or 23 after infection with 5x106
CFU of the green fluorescent BCG strain Myc409 [7]. Freshly collected lungs were incubated
overnight at 4°C in 4% paraformaldehyde, 10% sucrose (w/vol in PBS) and then immersed in
30% sucrose (w/vol in PBS) for 4 h. Lung tissue was snap frozen in OCT compound (CellPath,
Powys, UK). 8 μm-thick lung sections collected on Superfrost Plus slides (Thermo Fischer Sci-
entific) were air-dried and stored at -80°C. Cryosections were blocked for 30 min with Fc-
blocking antibody 2.4 G2 (BD Biosciences), washed in PBS with 2% FCS and incubated over-
night at 4°C with anti-Ly-6G (clone1A8), (BD Biosciences) followed by incubation with Alexa
594 conjugated anti-rat (Invitrogen) and anti CD3ε (145-2C11, APC conjugated, Miltenyi Bio-
tec) for the localization of T cells and neutrophils. Slides were washed in PBS with 2% and
mounted with Fluoromount-G (eBioscience) including DAPI. Images were captured with a
confocal Leica TCS SP8 microscope. Neutrophils reach the lung in two waves following intranasal infection
with attenuated BCG or virulent Mtb We decided to investigate the kinetics of neutrophil recruitment to the lung in response to live
attenuated BCG that is controlled by the host adaptive response, or virulent Mtb that is not. 5x106 CFU of live attenuated BCG or 103 CFU of virulent Mtb were administered i.n. to target
the lung. Cells from the airspace, obtained after bronchoalveolar lavage (BAL), and from
enzyme-digested lung tissue were analyzed by FACS. CD11b, Ly-6C and Ly-6G triple positive
neutrophils, with characteristic polylobed nucleus (Fig 1A), were distinguished from inflam-
matory monocytes and myeloid-derived suppressor cells [24]. The day after BCG instillation, neutrophils were abundant in both lung tissue and airspace
where they accounted for a high proportion of CD11b+ cells. They rapidly decreased after day 3. However, a second, larger peak of neutrophils was observed at day 23 (Fig 1B). In the airspace,
neutrophils also appeared in two waves, at day 1 and 23 (S1 Fig). A kinetic study with additional
time points showed that the second wave of neutrophil appeared in the lung between days 15
and 17 (S1 Fig). By day 56 after BCG instillation, the number of neutrophils declined (Fig 1B). Following administration of 103 CFU of virulent Mtb, we detected neutrophils in the lung
tissue at day one, albeit in smaller numbers than in mice receiving high dose of BCG (Fig 1C). After a slight decrease at day 7, neutrophil numbers again increased by day 23. Neutrophils
continued to accumulate in Mtb-infected lung tissue at day 56 (Fig 1C). Similar kinetics was
observed in the airspace (S1 Fig). CD11b, Ly-6C, Ly-6G triple positive lung tissue neutrophils sorted by flow cytometry at day
1 and day 23 after BCG infection were then compared (Fig 2). y
g
They displayed similar polymorphonuclear morphology (Fig 2A). In order to analyze their
infection status in vivo, we used the green fluorescent BCG strain Myc409 [7]. Smaller numbers
of BCG-infected neutrophils were recovered from lung tissue on day 23 than on day 1 (Fig 2B)
despite a higher peak of recruitment (Fig 1B). Among all lung tissue neutrophils on day 1, 6%
were infected with BCG whereas on day 23, less than 1% of neutrophils carried fluorescent
bacilli (Fig 2C). Even though BCG phagocytosis by neutrophils seemed less frequent on day 23
than day 1, it remained detectable. Neutrophils were purified from the lung on day 1 or 23 after
BCG instillation. Statistical analysis For analysis of in vivo data, results from two independent experiments were pooled. PRISM
Graphpad 5.0 software (San Diego, CA, USA) was used for statistical analyses. We used the
Kruskal-Wallis followed by Dunn’s post hoc test to analyze the kinetics of neutrophil recruit-
ment to the lung and the nonparametric unpaired Mann-Whitney test for all other compari-
sons. ( P < 0.05, P < 0.01 and P < 0. 001). 4 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection Neutrophils reach the lung in two waves following intranasal infection
with attenuated BCG or virulent Mtb Immature neutrophils were also purified from the bone-marrow for compari-
son. Cells were infected in vitro with BCG or the fast growing species M. smegmatis. After over-
night incubation, intracellular bacterial CFU were determined and compared to the initial
inoculum. Lung neutrophils were more effective than bone-marrow to eliminate bacilli. How-
ever lung neutrophils purified on day 1 or 23 displayed similar killing efficacy (Fig 2D). Myelo-
peroxidase (MPO) activity and reactive oxygen species (ROS) production by the different
neutrophils was measured after in vitro BCG infection. All subsets displayed similar MPO
activity (Fig 2E). Bone marrow neutrophils produced less ROS than lung tissue neutrophils. However lung neutrophils purified on day 1 or 23 post BCG infection did not display signifi-
cant difference in ROS production (Fig 2E). Therefore, activated neutrophils recruited to the
lung on day 1 or 23 after BCG infection were highly similar in phenotype, antimicrobial mole-
cules production and killing ability. IL-17RA and Lung Neutrophils in Mycobacterial Infection equivalent load of heat-killed (HK) bacilli similar numbers of neutrophils were recruited to the
Fig 1. Neutrophils reach the lung in two waves following mycobacterial infection. Wild-type C57BL/6 mice were infected with 5x106 CFU of BCG or 103
CFU of Mtb and euthanized at the time points indicated. Cells were obtained from the lung tissue or airspace from individual animals. (a) Combined labeling
with anti-CD11b, anti-Ly-6C and anti-Ly-6G antibodies was used to identify neutrophils among the cells present in the lung. The characteristic polylobed
nucleus of neutrophils was observed in CD11b Ly-6C Ly-6G triple-positive cells from the R2 gate after flow cytometry sorting and May Grünwald Giemsa
labeling. Slides were observed under an Eclipse 80 microscope (Nikon instrument) equipped with a 40 x objective. (b, c) We determined the numbers of
neutrophils present in the lung tissue by flow cytometry for C57BL/6 mice killed on days 1, 3, 7, 23 and 56 post infection. Lung neutrophil numbers were
determined after infection with BCG (b) or Mtb (c) Data from two independent experiments (n = 5–10). Kruskal-Wallis with Dunn’s post hoc test *P<0.05, **
P<0.01, *** P< 0.001. doi:10.1371/journal.pone.0149455.g001 Fig 1. Neutrophils reach the lung in two waves following mycobacterial infection. Wild-type C57BL/6 mice were infected with 5x106 CFU of BCG or 103
CFU of Mtb and euthanized at the time points indicated. Cells were obtained from the lung tissue or airspace from individual animals. (a) Combined labeling
with anti-CD11b, anti-Ly-6C and anti-Ly-6G antibodies was used to identify neutrophils among the cells present in the lung. The characteristic polylobed
nucleus of neutrophils was observed in CD11b Ly-6C Ly-6G triple-positive cells from the R2 gate after flow cytometry sorting and May Grünwald Giemsa
labeling. Slides were observed under an Eclipse 80 microscope (Nikon instrument) equipped with a 40 x objective. (b, c) We determined the numbers of
neutrophils present in the lung tissue by flow cytometry for C57BL/6 mice killed on days 1, 3, 7, 23 and 56 post infection. Lung neutrophil numbers were
determined after infection with BCG (b) or Mtb (c) Data from two independent experiments (n = 5–10). Kruskal-Wallis with Dunn’s post hoc test *P<0.05, **
P<0.01, *** P< 0.001. doi:10.1371/journal.pone.0149455.g001 equivalent load of heat-killed (HK) bacilli, similar numbers of neutrophils were recruited to the
lung. Neutrophils reaching the lung on day 23 do not control mycobacteria in
i o We then investigated the correlation between mycobacteria multiplication in vivo and the lung
influx of neutrophils. One day after i.n. administration of 5x106 CFU of live BCG or an 5 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection Fig 2. Day 1 or 23 lung neutrophils present similar killing abilities ex vivo. C57BL/6 mice were infected with 5x106 CFU of BCG (a, d, e) or the green
fluorescent recombinant BCG strain Myc 409 (b, c) (a) CD11b, Ly-6C, Ly-6G triple positive neutrophils recruited to the lung on day 1 or 23 were sorted by
flow cytometry and stained with May Grünwald Giemsa. (b) Neutrophils carrying the green fluorescent BCG were analyzed by flow cytometry in five individua
animals. Their numbers on day 1 and 23 are represented and mean +/-SD per lung. (c) In the same animals, the percentage of rBCG-gfp-infected, among all
neutrophils are represented on day 1 or 23. (d) Lung neutrophils, sorted by flow cytometry at day 1 and 23 from BCG-infected mice or bone marrow
neutrophils from naïve mice were infected with M. smegmatis or BCG at a MOI of 10. Bacterial killing was determined as the ratio of the initial inoculum to
CFU obtained after overnight incubation with neutrophils, with 100% killing corresponding to no cell-associated bacilli. (e) The amounts of MPO and ROS
bactericidal compounds produced by lung neutrophils purified at day 1 or 23 after BCG infection were compared with those produced by BM neutrophils. The
results are shown as means ± SD for triplicate wells from two independent experiments (n = 6) Fig 2. Day 1 or 23 lung neutrophils present similar killing abilities ex vivo. C57BL/6 mice were infected with 5x106 CFU of BCG (a, d, e) or the green
fluorescent recombinant BCG strain Myc 409 (b, c) (a) CD11b, Ly-6C, Ly-6G triple positive neutrophils recruited to the lung on day 1 or 23 were sorted by
flow cytometry and stained with May Grünwald Giemsa. (b) Neutrophils carrying the green fluorescent BCG were analyzed by flow cytometry in five individual
animals. Their numbers on day 1 and 23 are represented and mean +/-SD per lung. (c) In the same animals, the percentage of rBCG-gfp-infected, among all
neutrophils are represented on day 1 or 23. (d) Lung neutrophils, sorted by flow cytometry at day 1 and 23 from BCG-infected mice or bone marrow
neutrophils from naïve mice were infected with M. smegmatis or BCG at a MOI of 10. By contrast, on day 23 the neutrophil peak was detected only in mice inoculated with live
BCG (Fig 3A). We then assessed the multiplication of attenuated BCG and virulent Mtb multiplication in
the lung. As expected, by day 23 BCG CFU had decreased 100 times as compared to initial
inoculum whereas virulent Mtb CFU had increased 100 times (Fig 3B). Therefore, the two 6 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 The number of BCG or Mtb CFU present in the lung was
determined on day 1 and 23 post infection. (b-d) The data shown are the mean ± SD of (log10) CFU counts from individual animals (n = 5–6), ** P<0.01 Fig 3. Neutrophils from the second wave do not kill mycobacteria in vivo. (a) Lung tissue neutrophil numbers from individual C57BL/6 mice were
determined after flow cytometry analysis on day 1 and 23 after instillation with 5x106 CFU of BCG or an equivalent load of heat-killed (HK) BCG. Data from
two independent experiments (n = 8–9), ***P<0.001. (b) C57BL/6 mice (n = 5) were infected with 5x106 CFU of BCG or 103 CFU of Mtb. From day 1 to 42,
the numbers of CFU in lungs were determined after bacterial growth on plates. (c-d) The impact of neutrophil depletion on bacterial control was measured by
injecting mAb NIMPR14 or similar amounts of IgG2b control mAb into C57BL/6 mice 5, 3 and 1 day before infection with 5x106 CFU of BCG (c) or 103 CFU of
Mtb (d) for the first neutrophil wave, or on day 17, 19 and 22 post infection for the second. The number of BCG or Mtb CFU present in the lung was
determined on day 1 and 23 post infection. (b-d) The data shown are the mean ± SD of (log10) CFU counts from individual animals (n = 5–6), ** P<0.01 doi:10.1371/journal.pone.0149455.g003 doi:10.1371/journal.pone.0149455.g003 IL-17RA and Lung Neutrophils in Mycobacterial Infection Fig 3. Neutrophils from the second wave do not kill mycobacteria in vivo. (a) Lung tissue neutrophil numbers from individual C57BL/6 mice were
determined after flow cytometry analysis on day 1 and 23 after instillation with 5x106 CFU of BCG or an equivalent load of heat-killed (HK) BCG. Data from
two independent experiments (n = 8–9), ***P<0.001. (b) C57BL/6 mice (n = 5) were infected with 5x106 CFU of BCG or 103 CFU of Mtb. From day 1 to 42,
the numbers of CFU in lungs were determined after bacterial growth on plates. (c-d) The impact of neutrophil depletion on bacterial control was measured by
injecting mAb NIMPR14 or similar amounts of IgG2b control mAb into C57BL/6 mice 5, 3 and 1 day before infection with 5x106 CFU of BCG (c) or 103 CFU of
Mtb (d) for the first neutrophil wave, or on day 17, 19 and 22 post infection for the second. The number of BCG or Mtb CFU present in the lung was
determined on day 1 and 23 post infection. (b-d) The data shown are the mean ± SD of (log10) CFU counts from individual animals (n = 5–6), ** P<0.01
doi:10 1371/journal pone 0149455 g003 trophils from the second wave do not kill mycobacteria in vivo. (a) Lung tissue neutrophil numbers from individu
6 ond wave do not kill mycobacteria in vivo. (a) Lung tissue neutrophil numbers from individual C57BL/6 mice were
6 Fig 3. Neutrophils from the second wave do not kill mycobacteria in vivo. (a) Lung tissue neutrophil numbers from individual C57BL/6 mice were
determined after flow cytometry analysis on day 1 and 23 after instillation with 5x106 CFU of BCG or an equivalent load of heat-killed (HK) BCG. Data from
two independent experiments (n = 8–9), ***P<0.001. (b) C57BL/6 mice (n = 5) were infected with 5x106 CFU of BCG or 103 CFU of Mtb. From day 1 to 42,
the numbers of CFU in lungs were determined after bacterial growth on plates. (c-d) The impact of neutrophil depletion on bacterial control was measured by
injecting mAb NIMPR14 or similar amounts of IgG2b control mAb into C57BL/6 mice 5, 3 and 1 day before infection with 5x106 CFU of BCG (c) or 103 CFU of
Mtb (d) for the first neutrophil wave, or on day 17, 19 and 22 post infection for the second. Bacterial killing was determined as the ratio of the initial inoculum to
CFU obtained after overnight incubation with neutrophils, with 100% killing corresponding to no cell-associated bacilli. (e) The amounts of MPO and ROS
bactericidal compounds produced by lung neutrophils purified at day 1 or 23 after BCG infection were compared with those produced by BM neutrophils. The
results are shown as means ± SD for triplicate wells from two independent experiments (n = 6) doi:10.1371/journal.pone.0149455.g002 waves of lung neutrophils were not directly correlated to the mycobacterial load. We then
selectively depleted neutrophils on days 1 and 23 by injecting anti-Ly-6G NIMPR14 Ab (S1 Fig
and [24]) either before mycobacterial infection or at days 17, 19 and 21 after infection. Neither
of the neutrophil depletion had a measurable impact on BCG CFU in the lungs (Fig 3C). In
Mtb infected mice, a moderate although significant decrease in CFU was observed when neu-
trophils were depleted in comparison to control mice (Fig 3D) indicating that the neutrophils
had a negative impact on Mtb control. Therefore neutrophils reaching the lung on day 23 had
no (BCG) or negative (Mtb) impact on mycobacterial multiplication in situ. PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 7 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 Neutrophils from the second wave reach the lung at the same time as T
cells with which they colocalize in the lung parenchyma We then analyzed T cell recruitment to the lung. Interestingly, coincident with the second peak
of neutrophils, both lung CD3+ CD4+ αβ and CD3+ CD4- γδ T cells peaked at day 23 in the
BCG- and Mtb-infected mice (Fig 4A). In a more detailed kinetic study, we observed that the second wave of neutrophils reached
the lung at day 15 or 17 together with T cells (S1 Fig). CD3+ CD4- γδ T cells were more numer-
ous in Mtb than in BCG-infected mouse lungs (Fig 4A). As T-cell derived IFN-γ [12] and IL-
17A [10] could be involved in the lung influx of neutrophils, we analyzed the production of
these two cytokines in the lung. Both cytokines peaked at day 23 in total lung cells isolated
from BCG or Mtb-infected mice (Fig 4B). IFN-γ production in response to Mtb infection was
slightly higher than to BCG. By contrast, Il-17A production was 20 times more elevated in Mtb
as compared to BCG infected mice indicating a more sustained inflammation in the first
model. Expression of the il-17a gene but not the other genes from the il-17 family [14] was up
regulated in the lung at day 23 (S2 Fig). Consistent with previous reports [16–18], CD3+ CD4+
αβ T cells were the chief producers of IFN-γ, whereas CD3+ CD4- γδ T cells produced most of
the IL-17A (S2 Fig). 8 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection Fig 4. Neutrophils from the second wave reach the lung at the same time as effector T cells with which they establish intimate contacts. tissue cells from wild-type C57BL/6 mice, infected with 5x106 CFU of BCG or 103 CFU of Mtb, were labeled on day 1, 3, 7 and 23 and analyzed by
cytometry. The numbers of CD3+ CD4+ conventional T cells or CD3+ γδ + T cells per mouse were determined (n = 4–5), *P<0.05. (b) On day 1 and Fig 4. Neutrophils from the second wave reach the lung at the same time as effector T cells with which they establish intimate contacts. (a) Lung
tissue cells from wild-type C57BL/6 mice, infected with 5x106 CFU of BCG or 103 CFU of Mtb, were labeled on day 1, 3, 7 and 23 and analyzed by flow
cytometry. IL-17RA and Lung Neutrophils in Mycobacterial Infection infection with BCG or Mtb, 105 total lung cells were cultured for three days in the presence of HK-BCG (equivalent to 106 CFU). IL-17A and IFN-γ
concentrations present in the supernatant were determined by ELISA (n = 8–10). Mann Whitney *P<0.05, ***P<0.001. (c-f) Representative confocal images
of day 1 (c, d) or 23 (e, f) lung 8 μm cryosections from mice infected with green fluorescent BCG Myc 409 (green) and labeled with anti-Ly-6G for neutrophils
(red), and anti-CD3 for T cells (cyan) and counterstained with DAPI for nuclei (blue). Merge triple or quadruple fluorescence of lung sections observed under
low (c, e) or high magnification (d, f) showed neutrophil and BCG co localisation and absence of T cells on day 1 whereas neutrophils and T cell clusters were
observed on day 23 (e). Higher-magnification (f) showed that on day 23, neutrophils barely co localized with mycobacteria and established close interactions
with T cells (white arrowheads). Images were acquired with a confocal Leica TCS SP8 microscope equipped with x63 objective and were analyzed with the
Leica LAS AF software. doi:10.1371/journal.pone.0149455.g004 We then analyzed colocalization of neutrophils with BCG or T cells in lungs on day 1 or 23
following administration of the green fluorescent Myc409 strain. On day 1, the neutrophils
mostly colocalized with BCG (Fig 4C and 4D), even though many bacilli were also observed
inside Ly-6G negative cells, most probably alveolar macrophages (data not shown) and CD3+
T cells were not observed. By contrast, on day 23 the second wave of Ly-6G+ neutrophils
mostly clustered with CD3+ T cells (Fig 4E) and the two cell types established close contacts
(Fig 4F). At that time point BCG inside Ly-6G+ neutrophils were barely observed. Thus neutro-
phils that appeared in the lung on day 23 correlated with arrival of IFN-γ—and IL-17A-pro-
ducing T cells in the lung but were not involved in direct mycobacterial control. IL-17RA on non-hematopoietic cells is necessary to control recruitment
of neutrophils to the lung during the adaptive response Since IL-17A that peaked on day 23 is a key regulator of the mycobacterium granuloma [25],
we decided to investigate neutrophil lung influx in IL-17RA-/- mice [20], in which signaling by
most members of the IL-17 family is blocked [26]. The day after BCG infection, neutrophils
reached the lung tissue slightly less efficiently in IL-17RA-/- than WT mice while in Mtb-
infected mice, neutrophils reached the lungs in similar numbers whatever the genetic back-
ground (Fig 5A). By contrast, on day 23 the influx of neutrophils to the lung tissue (Fig 5A) or airspace (data
not shown) was severely impaired in Mtb or BCG-infected IL mice. The mycobacterial load
was similar in WT and IL-17RA-/- mice 23 days after BCG or Mtb infection (Fig 5B) showing
again that neutrophils on day 23 did not play a major role in mycobacterial control (Fig 5B). Since IL-17RA is ubiquitously expressed, we decided to investigate hematopoietic and non-
hematopoietic IL-17RA contribution to neutrophil recruitment. To this end, lethally irradiated
recipient WT or IL-17RA-/- mice were reconstituted with donor WT or IL-17RA-/- BM cells. All cells from control WT!WT mice expressed IL-17RA whereas IL-17RA-/-! IL- Since IL-17RA is ubiquitously expressed, we decided to investigate hematopoietic and non-
hematopoietic IL-17RA contribution to neutrophil recruitment. To this end, lethally irradiated
recipient WT or IL-17RA-/- mice were reconstituted with donor WT or IL-17RA-/- BM cells. All cells from control WT!WT mice expressed IL-17RA whereas IL-17RA-/-! IL-
17RA-/-mice were totally IL-17RA-deficient. Reconstitution was complete after six weeks (data
not shown) and the mice were inoculated i.n. with 5x106 CFU of BCG. Twenty-three days
later, we analyzed the adaptive neutrophil recruitment in lung tissue and airspace. WT mice
reconstituted with IL-17RA-/- BM cells (IL-17RA-/-!WT) displayed lung tissue (Fig 5C) or air-
space (data not shown) neutrophil numbers similar to control WT!WT mice. By contrast,
adaptive lung neutrophil recruitment was severely impaired in WT! IL-17RA-/- as in IL-
17RA-/-! IL-17RA-/- mice where IL-17RA-/- expression by non hematopoietic cells was abro-
gated (Fig 5C). Neutrophils from the second wave reach the lung at the same time as T
cells with which they colocalize in the lung parenchyma The numbers of CD3+ CD4+ conventional T cells or CD3+ γδ + T cells per mouse were determined (n = 4–5), *P<0.05. (b) On day 1 and 23 after PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 9 / 18 doi:10.1371/journal.pone.0149455.g005 IL-17RA regulates CXL-1 and 5 production in the lungs during the
adaptive response CXCL-1 (KC), CXCL-2 (MIP2) and CXCL-5 (LIX) are three main CXCR2 ligands involved in
neutrophil recruitment [27]. We next investigated whether IL-17RA controlled the production
of these chemokines in the lungs BCG or Mtb-infected WT and IL-17RA-/- mice. On day 23 10 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection Fig 6. IL-17RA controls the lung production of CXCL-1 and 5 after BCG or Mtb infection WT or IL-17RA-/- mice were infected with 5x106 CFU of BCG (a,
b) or 103 CFU of Mtb (c, d) and production of CXCL-1 and 5 was analyzed by ELISA in BAL fluid (A, C) or lung tissue homogenates (b, d) on and 23 infection. Data from n = 4–5 animals are represented. *P<0.05. Fig 6. IL-17RA controls the lung production of CXCL-1 and 5 after BCG or Mtb infection WT or IL-17RA-/- mice were infected with 5x106 CFU of BCG (a,
b) or 103 CFU of Mtb (c d) and production of CXCL 1 and 5 was analyzed by ELISA in BAL fluid (A C) or lung tissue homogenates (b d) on and 23 infection Fig 6. IL-17RA controls the lung production of CXCL-1 and 5 after BCG or Mtb infection WT or IL-17RA-/- mice were infected with 5x106 CFU of BCG (a,
b) or 103 CFU of Mtb (c, d) and production of CXCL-1 and 5 was analyzed by ELISA in BAL fluid (A, C) or lung tissue homogenates (b, d) on and 23 infection. Data from n = 4–5 animals are represented. *P<0.05. doi:10.1371/journal.pone.0149455.g006 after infection, ELISA was performed on the BAL fluids and cleared lung tissue homogenates
to measure the three chemokines. CXCL-2 was detected in lung homogenates only and did not
differ between WT and IL-17RA-/- mice (data not shown). In BCG infected mice, we observed
an impaired production of both CXCL-1 and 5 in IL-17RA-/- mice as compared to WT (Fig 6A
and 6B). The same trend was observed in Mtb infected animals although it reached the statistical
level only for CXCL-1 in lung tissue homogenates (Fig 6C and 6D). Therefore IL-17RA expres-
sion in the lungs was required for optimal production of two of the three main CXCR2 ligands
i.e. CXCL-1 and 5 after lung infection with BCG. The same trend was observed for Mtb. IL-17RA and Lung Neutrophils in Mycobacterial Infection Fig 5. IL-17RA in non hematopoietic cells regulates recruitment of neutrophils to the lung during the adaptive phase of the immune response. Neutrophils from C57BL/6 WT or IL-17RA-/- mice infected with 5x106 CFU of BCG or 103 CFU of Mtb or mock-treated with PBS, were analyzed by flow
cytometry the day following infection or 23 days later. Numbers of neutrophils per mouse (n = 7–9) were determined in lung tissues. *P<0.05, **P<0.01,
***P<0.001. (b) Number of CFU recovered from lungs from WT and IL-17RA-/- mice (n = 5–6) 23 days after instillation of 5x106 CFU of BCG or 103 CFU
Mtb (c) Recipient WT and IL-17RA-/- mice were lethally irradiated and reconstituted with 7x106 bone marrow cells from WT or IL donor mice. On day 23 a
infection with 5x106 CFU of BCG, numbers of neutrophils recruited to the lung tissue cells was determined after flow cytometry analysis (n = 5–6) *P<0.0
*P<0.01. doi:10.1371/journal.pone.0149455.g005
IL-17RA and Lung Neutrophils in Mycobacterial Infe Fig 5. IL-17RA in non hematopoietic cells regulates recruitment of neutrophils to the lung during the adaptive phase of the immune response. (a)
Neutrophils from C57BL/6 WT or IL-17RA-/- mice infected with 5x106 CFU of BCG or 103 CFU of Mtb or mock-treated with PBS, were analyzed by flow
cytometry the day following infection or 23 days later. Numbers of neutrophils per mouse (n = 7–9) were determined in lung tissues. *P<0.05, **P<0.01,
***P<0.001. (b) Number of CFU recovered from lungs from WT and IL-17RA-/- mice (n = 5–6) 23 days after instillation of 5x106 CFU of BCG or 103 CFU of
Mtb (c) Recipient WT and IL-17RA-/- mice were lethally irradiated and reconstituted with 7x106 bone marrow cells from WT or IL donor mice. On day 23 after
infection with 5x106 CFU of BCG, numbers of neutrophils recruited to the lung tissue cells was determined after flow cytometry analysis (n = 5–6) *P<0.05,
*P<0.01. PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 11 / 18 Discussion In response to mycobacterial infection, neutrophils may exert protective or deleterious func-
tions [28, 29]. In order to gain more insight into pathways that control neutrophil recruitment
to the lung during mycobacterial infection, we decided to use two different models. We instilled
into the lung either a high dose of the live attenuated strain BCG, that induced a high early
inflammatory response and was later controlled by the host immune response, or a low dose of
fully virulent Mtb that induced less initial inflammation but displayed unrestricted multiplica-
tion. In these two opposite situations we observed that neutrophil recruitment to the lung was
biphasic. In addition to the swift recruitment of neutrophils during the first 24 hours after bac-
terial entry into the lung, a second wave of neutrophils reached the lung at the same time as
primed T cells. These data, obtained after Mtb or BCG administration targeting the natural site
of infection, i.e. the lung are in agreement with pioneering work carried out by Appelberg and
coworkers who showed T cell-dependent chronic neutrophilia in the peritoneum of M. avium or
Mtb infected mice [30–32]. However our data differ regarding the role played by these T-cell
dependent neutrophils. While Pedrosa et al [33] reported that neutrophils played a protective
role, in our case T-cell dependent neutrophils had no measurable—for BCG—or negative—for
Mtb—impact (our data and [34]) on bacilli growth in vivo, despite in vitro killing ability. We
think that this discrepancy is mostly due to differences in inoculation routes and to the antibody
RB6-8C5 that was used by Pedrosa et al that is now established to deplete other cells in addition
to neutrophils [35]. Instillation of HK BCG resulted in a barely detectable second wave of neutro-
phil recruitment, indicating that the persistence of mycobacteria, inducing a sustained protective Fig 7. CXCL-1 and 5 intranasal inoculation restores neutrophil recruitment to the lungs of BCG-infected IL-17RA-/- mice WT or IL-17RA-/- mice were
infected with 5x106 CFU of BCG. On day 20 after infection, a mixture of recombinant CXCL-1 and 5 in PBS, 100 μg each, was instilled into 5 animals while
controls received PBS only. On day 23, neutrophils recruited into the airspace (a) or lung tissue (b) were analyzed by flow cytometry. CXCL-1 and 5 instillation recapitulates the neutrophil recruitment default
in lungs of IL-17RA-/- mice during the adaptive response We next decided to assess if the default of CXCL-1 and 5 production in IL-17RA-/- mice during
the adaptive phase of the immune response to mycobacterial infection was responsible for the
impaired recruitment of neutrophils to the lung. WT and IL-17RA-/- mice were infected with
BCG and on day 20 they received an instillation of a mixture of 100 μg of each of the two che-
mokines CXCL-1 and 5. Control animals received a similar volume of PBS. Three days later
CD11b, Ly-6C, Ly-6G triple positive neutrophils recruited to the airspace and lung tissue were
analyzed by flow cytometry and counted. In WT mice similar numbers of neutrophils were 12 / 18 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 IL-17RA and Lung Neutrophils in Mycobacterial Infection observed into the air space (Fig 7A) and lung tissue (Fig 7B) after instillation of PBS or the two
chemokines. By marked contrast, in IL-17RA-/- mice, instillation of CXCL-1 and 5, and not PBS, allowed
recruitment of neutrophils to the air space (Fig 7A) and the lung tissue (Fig 7B) with levels
comparable to WT animals. Therefore, the defective neutrophil recruitment to the lung
observed in IL-17RA-/- mice during the onset of the adaptive response after BCG infection,
could be restored by local introduction of CXCL-1 and 5. Discussion In BCG infected mice we observed that, at the time of adaptive neutrophil
recruitment to the lung, production of CXCL-1 and 5 was impaired in IL-17RA deficient mice
as compared to WT. Interestingly, production of CXCL-2, the third main ligand for CXCR2,
was observed in presence or absence of IL-17RA. A similar trend was also observed in Mtb-
infected mice although it did not reach statistical significance. Despite similar CXCL-2 produc-
tion in IL-17RA-/- and WT mice, recruitment of adaptive neutrophils was highly impaired in
IL-17RA-/- mouse lungs indicating that CXCL-1 and 5 were the most important. This was con-
firmed after local instillation of CXCL-1 and 5 that restored adaptive neutrophils recruitment
in IL-17RA-/- BCG-infected mice. The three ligands may have different affinities for CXCR2
expressed by adaptive neutrophils and CXCL-2 may not be well recognized. Alternatively,
CXCL-1 or 5, but not 2, may signal via a neutrophil chemokine receptor different from CXCR2
specifically expressed by adaptive neutrophils. Although we cannot exclude that other chemo-
kines such as CXCL-3, 6, 7 and 8, signaling via CXCR1 or 2 in humans [27], or CXCL15/lung-
kine [41] are involved in neutrophil recruitment during the adaptive phase of the immune
response, our data indicate that CXCL-1 and 5 are the chief drivers. Several reports have highlighted the importance of IL-17A production in the control of
mycobacterial infection. Memory Th17 cells induced by vaccination mediate an optimal Th1
protective response against Mtb in the mouse lung [15] and IL-17A is critically involved in
mature granuloma formation, which helps to constrain mycobacterial multiplication [17, 18]
and is required to restrict multiplication of the hypervirulent Mtb strain HN878 [19]. We
observed no difference in the control of BCG or lab adapted Mtb H37Rv multiplication
between WT and IL-17RA-/- mice, from day 1 to 56, in agreement with previous data obtained
after short term low-dose infection with Mtb [42]. However, IL-17RA might play an important
role in longer terms [43] i.e. when the Mtb bacilli load becomes more important. Nevertheless,
the IL-17A-driven exacerbation of inflammation observed in several circumstances may lead
to tissue destruction. IL-17A is overproduced in response to high mycobacterial loads in the
mouse [10] or in humans infected with multidrug-resistant Mtb strains resulting in high anti-
gen loads [44], leading to an unfavorable clinical outcome. The IL-17A/IL-17RA pathway thus
appears to be something of a double-edged sword in the control of Mtb-induced disease. Discussion Numbers of neutrophils
present in 5 BAL pooled from 2 to 3 mice (a) or in lung tissue from 10 to 12 individual animals from two independent experiments are depicted (b). * P<0.05
doi:10.1371/journal.pone.0149455.g007 Fig 7. CXCL-1 and 5 intranasal inoculation restores neutrophil recruitment to the lungs of BCG-infected IL-17RA-/- mice WT or IL-17RA-/- mice were
infected with 5x106 CFU of BCG. On day 20 after infection, a mixture of recombinant CXCL-1 and 5 in PBS, 100 μg each, was instilled into 5 animals while
controls received PBS only. On day 23, neutrophils recruited into the airspace (a) or lung tissue (b) were analyzed by flow cytometry. Numbers of neutrophils
present in 5 BAL pooled from 2 to 3 mice (a) or in lung tissue from 10 to 12 individual animals from two independent experiments are depicted (b). * P<0.05
doi:10.1371/journal.pone.0149455.g007 doi:10.1371/journal.pone.0149455.g007 PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 13 / 18 IL-17RA and Lung Neutrophils in Mycobacterial Infection immune response [36, 37], was required for this second wave. Furthermore, they barely co local-
ized with bacteria in the lung, and built up intimate contacts with T cells. These observations
emphasize the ability of this second wave of neutrophils to take part to the adaptive immune
response and we propose to define them as “adaptive neutrophils”. We also established that the IL-17A/F-IL-17RA pathway was a key regulator of the adaptive
wave of neutrophil recruitment to lungs infected with Mtb or BCG. This pathway was less
important for the influx of early neutrophils. The signals involved in early neutrophil recruit-
ment to the lung remain to be established, but it is possible that several compounds from the
mycobacterial cell wall, recognized by neutrophil-expressed pathogen recognition receptors,
are directly involved [38]. The IL-17RA-driven neutrophil recruitment pathway was rather
connected to the onset of the adaptive T cell response, whether it was induced by an attenuated
or a virulent strain. IL-17RA is ubiquitously expressed [14] and most cells are therefore potentially able to
respond to IL-17A. However, we established, in studies on BM-chimeric mice, that IL-17RA
expression by non-hematopoietic cells controlled the recruitment of adaptive neutrophils. In
response to IL-17A or F, the lung epithelium produces CXCR2 ligands, such as CXCL-1 (KC),
CXCL-2 (MIP2) and CXCL-5 (LIX), which act as powerful attractants of neutrophils [39]. In
the lung, CXCL5 is the principal ligand responsible for sustained neutrophil attraction after
Mtb infection [40]. PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 Discussion We
observed that during the adaptive response, neutrophils did not play an important role in
mycobacterial control. However, neutrophils were recruited to the lung at the same time as T PLOS ONE | DOI:10.1371/journal.pone.0149455
February 12, 2016 14 / 18 IL-17RA and Lung Neutrophils in Mycobacterial Infection cells with which they established intimate contacts, suggesting their potential role in T cell reg-
ulation. Indeed we have previously shown in vitro that neutrophils, when in contact with BCG-
infected dendritic cells and T cells, were able to produce IL-10 that specifically shut down Th17
CD4 T cells through their IL-10 receptor [23]. Such immunosuppressive IL-10 producing neu-
trophils were also described in vivo, in the lung of Mtb-infected mice by Zhang et al [34] where
they had a negative impact on Mtb control as we observed in our experiments. Whether neutrophils have positive or negative impact in TB in humans remains a matter of
debate. Whatever their role, these cells represent an important target for the development of
new host-directed therapies to combat TB that are urgently needed to combat multidrug resis-
tant strains [45]. In that respect our findings in the mouse model indicate that the IL-17RA-
driven production of CXCL-1 and 5 in the lung is a new research axis to be considered. Supporting Information S1 Fig. Kinetics of cell recruitment to the lung after BCG or Mtb infection. C57BL/6 WT
mice were inoculated by the intranasal route with 5x106 CFUs of BCG (all panels except b) or
103 CFUs of Mtb (b) and euthanized on indicated days. Cells from the airspace recovered after
bronchoalveloar lavage (a, b) or enzyme lung-tissue digestion (c, e) were analyzed by flow
cytometry with antibodies, as indicated in materials and methods. CD11b+ Ly-6C+ Ly-6G+
neutrophils (a-d) and CD3+ CD4+ γδ- and CD3+ CD4- γδ+ T cells (e) from four independent
mice were counted P<0.05. (d) Three injections of NIMP-R14 Ab or isotype control were
administered i.p to mice on days 17, 20 and 22 after BCG-infection. Neutrophils present in
lung tissue were numerated on day 23 (n = 6) P< 0,005. (PDF) S2 Fig. IL-17 family genes expression in lungs from BCG or Mtb infected mice and IL-17A
production by lung T cell subtypes. C57BL/6 mice were infected i.n. with 5x106 CFUs of BCG
or 103 CFUs of Mtb or treated with PBS. (a) Lungs were harvested on day 1 or 23 and processed
for mRNA isolation and cDNA preparation. Quantitative real-time PCR was performed on the
cDNA as described in supporting materials and methods. The expression of the il-17 a, c, e and
f genes was normalized with respect to the mean expression levels of three housekeeping genes:
hrprt-1, rel-4 and ppia. The data shown are means ± SD of four to five individual mice. The
only gene displaying significant upregulation was il-17a, which was more strongly expressed
on day 23 than on day 1, with similar levels of expression in BCG- and Mtb-infected mice. (b)
Lung cells from day 23 BCG-infected mice were stimulated by incubation overnight with HK
BCG and PMA ionomycin and then stained for intracellular IL-17A and IFN-γ. Among the
CD3+ T cells, CD4+ γδ- T cells were the main producers of IFN-γ, whereas CD3+ γδ+ T cells
mainly produced IL-17A. The data shown are the mean ± SD percentages of positive cells from
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rium tuberculosis challenge. Nat Immunol. 2007; 8(4):369–77. Acknowledgments We thank Dr Bernhard Ryffel (CNRS, Orléans, France) for the gift of IL-17RA-/- breeding pairs
and Dr Fabrice Laurent, from our laboratory, for IFN-γ R-/- mice. We warmly thank all mem-
bers of the Plate Forme d’Infectiologie Experimentale mouse facility from the INRA Val de
Loire Center for their expertise and kindness. We would also like to express our gratitude to
Sylvie Darche and Dr James Di Santo from the Pasteur Institute in Paris for their help with the PLOS ONE | DOI:10.1371/journal.pone.0149455
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YLV. Analyzed the data: NW RL ED FC ME DBG. Contributed reagents/materials/analysis
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Do subterranean mammals use the Earth’s magnetic field as a heading indicator to dig straight tunnels?
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ABSTRACT Distributed under Submitted 27 March 2018
Accepted 23 September 2018
Published 31 October 2018
Corresponding author
Hynek Burda,
hynek.burda@uni-due.de
Academic editor
Darren Burke
Additional Information and
Declarations can be found on
page 10
DOI 10.7717/peerj.5819
Copyright
2018 Malewski et al. Distributed under
Creative Commons CC-BY 4.0 Subjects Animal Behavior, Biodiversity, Ecology, Zoology
Keywords Burrow systems, Magnetoreception, Mole-rats, Orientation, Subterranean rodents Subjects Animal Behavior, Biodiversity, Ecology, Zoology
Keywords Burrow systems, Magnetoreception, Mole-rats, Orientation, Subterranean rodents How to cite this article Malewski et al. (2018), Do subterranean mammals use the Earth’s magnetic field as a heading indicator to dig
straight tunnels?. PeerJ 6:e5819; DOI 10.7717/peerj.5819 Do subterranean mammals use the
Earth’s magnetic field as a heading
indicator to dig straight tunnels? Sandra Malewski1, Sabine Begall1,2, Cristian E. Schleich3,
C. Daniel Antenucci3 and Hynek Burda1,2 1 Department of General Zoology, University of Duisburg-Essen, Essen, Germany
2 Department of Game Management and Wildlife Biology, Czech University of Agriculture,
Prague, Czech Republic 1 Department of General Zoology, University of Duisburg-Essen, Essen, Germany
2 Department of Game Management and Wildlife Biology, Czech University of Agriculture,
Prague, Czech Republic
3 3 Laboratorio de Ecología Fisiológica y del Comportamiento, Instituto de Investigaciones Marinas
y Costeras (IIMyC), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET),
Universidad Nacional de Mar del Plata, Mar del Plata, Buenos Aires, Argentina Subjects Animal Behavior, Biodiversity, Ecology, Zoology
Keywords Burrow systems, Magnetoreception, Mole-rats, Orientation, Subterranean rodents ABSTRACT Subterranean rodents are able to dig long straight tunnels. Keeping the course of such
“runways” is important in the context of optimal foraging strategies and natal or
mating dispersal. These tunnels are built in the course of a long time, and in social
species, by several animals. Although the ability to keep the course of digging has
already been described in the 1950s, its proximate mechanism could still not be
satisfactorily explained. Here, we analyzed the directional orientation of 68 burrow
systems in five subterranean rodent species (Fukomys anselli, F. mechowii,
Heliophobius argenteocinereus, Spalax galili, and Ctenomys talarum) on the base of
detailed maps of burrow systems charted within the framework of other studies and
provided to us. The directional orientation of the vast majority of all evaluated
burrow systems on the individual level (94%) showed a significant deviation from a
random distribution. The second order statistics (averaging mean vectors of all
the studied burrow systems of a respective species) revealed significant deviations
from random distribution with a prevalence of north–south (H. argenteocinereus),
NNW–SSE (C. talarum), and NE–SW (Fukomys mole-rats) oriented tunnels. Burrow
systems of S. galili were randomly oriented. We suggest that the Earth’s magnetic
field acts as a common heading indicator, facilitating to keep the course of digging. This study provides a field test and further evidence for magnetoreception and
its biological meaning in subterranean mammals. Furthermore, it lays the foundation
for future field experiments. Subterranean rodents are able to dig long straight tunnels. Keeping the course of such
“runways” is important in the context of optimal foraging strategies and natal or
mating dispersal. These tunnels are built in the course of a long time, and in social
species, by several animals. Although the ability to keep the course of digging has
already been described in the 1950s, its proximate mechanism could still not be
satisfactorily explained. Here, we analyzed the directional orientation of 68 burrow
systems in five subterranean rodent species (Fukomys anselli, F. mechowii, Submitted 27 March 2018
Accepted 23 September 2018
Published 31 October 2018
Corresponding author
Hynek Burda,
hynek.burda@uni-due.de
Academic editor
Darren Burke
Additional Information and
Declarations can be found on
page 10
DOI 10.7717/peerj.5819
Copyright
2018 Malewski et al. INTRODUCTION Across the globe, about 250 rodent species, belonging to different unrelated taxa
(six families, 38 genera), have convergently adapted to permanent life in self-excavated
extensive underground burrow systems (for review see Begall, Burda & Schleich, 2007;
Lacey, 2000; Nevo, 1999). Burrow systems inhabited by single individuals (solitary species)
or families (social species) can reach lengths of several hundred meters or, in social Distributed under
Creative Commons CC-BY 4.0 species, even kilometers (Brett, 1991; Šklíba et al., 2012; Šumbera et al., 2003, 2008, 2012). Here, the animals live, communicate, orientate in space and time in a dark, monotonous
sensory environment free of most orientation cues which are available aboveground. Especially light propagation is highly limited in subterranean burrow systems, so that
vision is of little use for subterranean rodents there (Kott et al., 2014). Since environmental
cues are mostly lacking in the subterranean ecotope, rodents are forced to rely on
idiothetic cues to orientate which are, however, prone to accumulations of errors. Consequently, an external reference that could be used for orientation and navigation
would be of high value (Moritz et al., 2007). While the question, how these animals
can orientate in their complex underground maze, has been repeatedly addressed
(Burda, 1987; Eloff, 1951; Kimchi, Etienne & Terkel, 2004; Kimchi & Terkel, 2001), one
interesting sensory ecological aspect remained understudied. How do subterranean
mammals manage to keep the course of digging? This question was first raised
approximately 70 years ago in 1951 when Eloff mentioned the “remarkable ability (of
the South-African Cryptomys mole-rat) to follow a direction or find a spot where it
previously bored a tunnel” (Eloff, 1951, p. 145). The African mole-rat’s ability to maintain
its course while digging long, straight tunnels (Eloff, 1951) gave rise to speculations
on possible orientation cues: air currents (De Graaff, 1972; Eloff, 1958; Poduschka, 1978)
and acoustic cues (Eloff, 1951; Müller & Burda, 1989; Rosevear, 1969) have been
discussed, as well as internal mechanisms based on kinesthetic and/or vestibular cues
(Teroni et al., 1988). However, none of these mechanisms provide a satisfactory
explanation for the highly efficient directional orientation observed in Cryptomys
hottentotus (Eloff, 1951). Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 INTRODUCTION (
ff
)
Inspired by the mentioned enigmatic ability, about 40 years after Eloff, Burda (1987)
postulated that the mole-rats might use magnetic cues to orientate and navigate,
an ability which was then explicitly proven in the laboratory repeatedly, specifically for the
Zambian Ansell’s mole-rat (Fukomys anselli, formerly assumed to represent the same
species as the South African C. hottentotus and in papers published before 2006 named so)
(Burda, 1987; Burda et al., 1990; Malewski et al., 2018; Marhold, 1997; Thalau et al., 2006;
Wegner, Begall & Burda, 2006). The phenomenon of magnetoreception, meaning an
animal’s sensory ability to extract information from the Earth’s magnetic field, has been
investigated since the 1960s (for review see Begall, Burda & Malkemper, 2014; Wiltschko &
Wiltschko, 1995). However, studies with the purpose to unravel the function of the
mammalian magnetic sense are still rare (Holland et al., 2006; Kimchi, Etienne & Terkel,
2004). Following the finding that African mole-rats are magnetosensitive (Burda et al.,
1990), Lovegrove, Körtner & Körtner (1992) investigated directional orientation of burrow
systems of Damaraland mole-rats (F. damarensis) in the field, inferring that the
“orientation of the burrow system with respect to a specific compass orientation may
represent an intrinsic requirement of successful geomagnetic orientation and direction
finding” (Lovegrove, Körtner & Körtner, 1992, p. 631). However, no correlation between
the Earth’s magnetic field and the burrow system’s orientation was found. Years later,
Schleich & Antinuchi (2004) performed a comparable study on burrow systems of Talas
tuco-tucos (Ctenomys talarum), and achieved also negative results. However, in both Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 2/15 studies, the data were analyzed by means of a Chi2-test, which does not take the specific
characteristics of circular data into account (e.g., 10 is close to 350), and which is
therefore less powerful than circular statistics. Furthermore, the previously used
“polygon method” expressed directional alignment of the burrow system through a line
connecting the most distant points of a polygon surrounding the burrow system. Since this
method ignores all the shorter side branches of a burrow system within the circumferential
polygon, a new, more detailed and accurate method would be of avail. In our study, we revive the question raised by Eloff (1951), and test if subterranean
rodents use the Earth’s magnetic field as a heading indicator to keep a straight course of
digging. INTRODUCTION Keeping a digging direction, for example, during foraging (Burda, 1987) or during
natal or mating dispersal (Hickman, 1990; Nevo, 1999; Rado, Wollberg & Terkel, 1992)
would be advantageous, as digging curvy tunnels would imply increased or even
devastating energetic costs; note that costs for digging are between 360 and up to
3,400 times higher than if the animal moves the same distance above ground (Vleck, 1979). We may assume that straight tunnels longer than, for example, one m are not the
product of a single digging bout, and in the case of social species, not even of a single
individual (Jarvis et al., 1994). This fact points out the necessity of a heading indicator to
keep the course of digging. While diverse heading indicators (visual or olfactory
landmarks, sun position, wind direction) can be used to keep the course of locomotion
aboveground, availability of such cues is restricted underground. To test the hypothesis of a magnetic heading indicator, we analyzed the directional
orientation of complete burrow systems excavated in the field of five subterranean rodent
species, three of which are already known to be magnetosensitive (Oliveriusová et al.,
2012): two Fukomys mole-rat species (F. anselli and F. mechowii), the silvery mole-rat
(Heliophobius argenteocinereus), the blind mole rat (Spalax galili), and the Talas tuco-tuco
(C. talarum) by means of two different methods. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 MATERIAL AND METHODS ote:
Number of mapped burrow systems, locality and year of excavation, as well as references to the studies describing burrow architecture of the respective species
li t d Note:
Number of mapped burrow systems, locality and year of excavation, as well as references to the studies describing burrow architecture of the respective species
are listed. directionality, since the original purpose of the excavation was not to study burrow
orientation, but to obtain data about other aspects of subterranean life (e.g., burrow
architecture). In our study, the systems were digitally analyzed twice, by applying two
different methods: the “polygon method,” which was applied already in previous studies
(Lovegrove, Körtner & Körtner, 1992; Schleich & Antinuchi, 2004), and the “long tunnel
method,” introduced by us here (Fig. S1). Since the animals’ original digging direction
(unidirectional) cannot be deduced from the excavations or drawings, bidirectional
analysis was the method of choice, that is, data are doubled (modulo 360) before being
analyzed, and the resulting mean vector is then back-converted, thus ranging in the
interval (0; 180). All axial values are reported as XX/XX (N/S). The “polygon method” (Figs. S1A and S1C) is based on drawing a convex polygon
connecting the outermost points of a burrow system. A diagonal, marking the longest
distance within the polygon, was drawn, representing the main axis of the burrow system. The direction of the longest distance within the polygon was measured blindly (i.e., The polygon method (Figs. S1A and S1C) is based on drawing a convex polygon
connecting the outermost points of a burrow system. A diagonal, marking the longest
distance within the polygon, was drawn, representing the main axis of the burrow system. The direction of the longest distance within the polygon was measured blindly (i.e.,
without knowing the direction of magnetic North) by means of a digital compass rose. Subsequently, all measured values were unblinded by normalizing the data relative to the
direction of true magnetic North. without knowing the direction of magnetic North) by means of a digital compass rose. Subsequently, all measured values were unblinded by normalizing the data relative to the
direction of true magnetic North. The “long tunnel method” (Figs. S1B and S1E) weights the magnetic axial direction of
the branches within a burrow system depending on their length. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 MATERIAL AND METHODS Our dataset consisted of 68 burrow systems of five subterranean rodent species (F. anselli,
F. mechowii, H. argenteocinereus, C. talarum, S. galili), belonging to three nonrelated
families with different geographic distribution, and representing both solitary or
social lifestyles (Table 1). All burrow systems were mapped within the framework of
previous field ecological studies (Lövy et al., 2015; Schleich & Antinuchi, 2004; Šklíba,
Šumbera & Chitaukali, 2010; Šklíba et al., 2009, 2012; Šumbera et al., 2003, 2008, 2012),
and the maps were provided to us for this study. They were digitized true to scale by
means of Quantum GIS (QGIS Geographic Information System, www.qgis.osgeo.org) for
burrow systems of silvery mole-rats, Fukomys mole-rats, and Spalax, and by means of
ImageJ (Schneider, Rasband & Eliceiri, 2012) for burrow systems of Talas tuco-tucos. We pooled the data of both species of Fukomys mole-rats in order to increase the sample
size. It should be noted that both species are phylogenetically related, live in the same
habitat in the same geographic region and have the same lifestyle. The direction of
magnetic North was noted as accompanying information as usual in geographical
mapping. The data has been collected blindly with respect to the analysis of compass Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 3/15 Table 1 Tested rodent species (sorted alphabetically by their common names). Species
Family
Social/
solitary
Number of
burrow systems
Locality
Year of
excavation
Reference, burrow systems
were originally used for
Ansell’s mole-rat
(Fukomys anselli)
Bathyergidae
Social
7
Lusaka East Forest
Reserve (Zambia)
2010
Šklíba et al. (2012)
Giant mole-rat
(Fukomys mechowii)
Bathyergidae
Social
2
Ndola Hill Forest
Reserve (Zambia)
2009
Šumbera et al. (2012)
Silvery mole-rat
(Heliophobius
argenteocinereus)
Bathyergidae
Solitary
31
Blantyre, Mulanje,
Mpalaganga (Malawi)
2000, 2005
Šklíba et al. (2009), Šklíba,
Šumbera & Chitaukali (2010),
and Šumbera et al. (2003,
2008), and additional
previously unpublished
burrow systems (cf. raw data)
Talas tuco-tuco
(Ctenomys talarum)
Ctenomyidae
Solitary
19
Mar de Cobo, Buenos
Aires (Argentina)
1988, 1989
Schleich & Antinuchi (2004)
Upper Galilee
Mountains blind
mole rat (Spalax galili)
Spalacidae
Solitary
9
Upper Galilee
Mountains (Israel)
2012
Lövy et al. (2015)
Note:
Number of mapped burrow systems, locality and year of excavation, as well as references to the studies describing burrow architecture of the respective species
are listed. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 MATERIAL AND METHODS The underlying
hypothesis concerning this approach was the following: The longer the distance, which was
dug in a specific magnetic direction, the stronger is the animal’s preference for that
particular direction. To apply this method, first, we determined the directions of all straight
tunnels of a burrow system blindly (i.e., the evaluator did not know the direction of
magnetic North). We defined a “straight tunnel” as straight segment including small
turns/curves which ended at a clear change in direction of more than 30 (see Fig. S1E). Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 Only straight tunnels that were at least as long as 5% of the polygon’s circumference
were included in our data set. The tunnels’ axial directions were measured by means of a
digital compass rose. After unblinding the data, vector analysis of each straight tunnel
direction weighted by the tunnels’ lengths was performed to calculate the mean
direction for each burrow system separately. Therefore, the vector’s direction was treated
as value and its length as frequency (see frequency editor of Oriana 4.0, Kovach
computing systems). All drawings of polygons and diagonals as well as their evaluations were performed with
Fiji (Schindelin et al., 2012). Circular statistics (Batschelet, 1981) and vector analyses were
calculated by using Oriana 4.0 (Kovach computing systems). Axial mean values were
calculated for each species and each method (for the “long tunnel method,” the mean vector
(grand mean) was calculated over the mean axial directions of the respective tunnels). The Rayleigh-test of uniformity was used to test for significant deviations from a random
distribution. Watson–Williams F-test (pairwise comparison) was applied to compare the
burrow systems’ directions achieved by both methods for each species, respectively. RESULTS By applying the “long tunnel method,” the axial orientation of the vast majority of all
evaluated burrow systems (94%) showed a significant deviation from a random
distribution, that is, in 64 out of the 68 analyzed tunnel systems the straight tunnel
segments were oriented significantly in a certain axial compass direction (Fukomys: 100%;
H. argenteocinereus: 90%; C. talarum: 95%; S. galili: 100%). Considering the second
order statistics (averaging the mean vectors of all analyzed burrow systems of a respective
genus or species), a significant deviation from random orientation was found for the
Fukomys mole-rats, the silvery mole-rat, and the Talas tuco-tuco (Fig. 1). An axial
directional preference for the North–South axis was observed for the silvery mole-rat
(Fig. 1A), while it was slightly shifted to NNW/SSE in the Talas tuco-tuco (Fig. 1B). The
Fukomys mole-rats showed a preference for the NE/SW (Fig. 1C). No prevailing magnetic
direction of the studied burrows was found in the blind mole rat (S. galili) (Fig. 1D). Since most burrow systems (N = 31) were available for the silvery mole rats Since most burrow systems (N = 31) were available for the silvery mole-rats,
we analyzed whether the tunnel systems’ lengths and locality of excavation (Blantyre,
Mpalaganga, Mulanje; Table 1) had an effect on the orientation of the mean axial direction. A significant deviation from random orientation was found for systems which were
shorter than 100 m (N = 15, m = 1/181, SD = 31, P = 0.007; mean length = 57 m,
SD = 26 m), in contrast to systems which were longer than 100 m (N = 16, m = 15/195,
SD = 48, P = 0.406; mean length = 192 m, SD = 68 m). With respect to the locality
of excavation, a significant deviation from random orientation was only observable in one
out of three localities (Blantyre: N = 17, m = 5/185, SD = 34, P = 0.015; Mpalaganga:
N = 10, m = 169/349, SD = 52, P = 0.702; Mulanje: N = 4, m = 20/200, SD = 30,
P = 0.272). Furthermore, we did not find statistical sex-dependent differences in mean
orientation for any of the solitary species (statistics not shown). The “polygon method”
revealed that the alignment of the burrow systems of the Talas tuco-tuco deviated
significantly from random orientation (Fig. 1F). A similar strong tendency was Malewski et al. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 DISCUSSION Figure 1 illustrates that the “polygon method” provides less consistent results than the
“long tunnel method.” Since the “polygon method” has been employed in previous studies
(Lovegrove, Körtner & Körtner, 1992; Schleich & Antinuchi, 2004), we decided to use
this method and present its results for the sake of comparability, too. However, the
“polygon method” is generally suitable only for rather linear instead of circular burrow
systems, where the long diagonal within a polygon represents the directional alignment
of the whole burrow system. In a more circular system, several diagonals of similar lengths
can be drawn (Fig. S1D). Various ecological factors influence the geometry of a burrow
system. Radiality (high branching) of a burrow system is expected to increase with
uniformity and predictability of food resources, age of the burrow system, and with
the number of inhabitants (Romañach et al., 2005; Sichilima et al., 2008; Thomas,
Swanepoel & Bennett, 2016). Moreover, the architecture of burrow systems can vary
seasonally and in dependence on the inhabitant’s sex (e.g., dispersing and mate-seeking
individuals might build more linear tunnels) (Antinuchi & Busch, 1992; Nevo, 1999; Šklíba
et al., 2012; Šumbera et al., 2003, 2008, 2012). Indeed, the index of circularity (formula:
4π (area)/perimeter2, 0 = linear, 1 = circular; Romañach et al., 2005) identifies 60% of
the studied burrow systems of the solitary silvery mole-rats (Fig. 2A) and 70% of the
systems of the solitary tuco-tucos as being rather linear (with an index <0.7 as exemplarily
defined threshold separating the upper third as being circular), while all systems of the
social Fukomys mole-rats exhibited values >0.7 (Fig. 2B). In contrast to the “polygon method,” the “long tunnel method” revealed constant
results for different species independent from the respective indices of circularity. Having applied this method, we found a significant deviation from random axial
orientation for burrowing longer straight tunnels along a certain axis, which was specific
for each burrow system. Moreover, the second order statistics (averaging mean vectors
of all burrow systems of a respective genus or species) revealed significant deviation
from random orientation in all the tested species but S. galili (Fig. 1), including a
prevalence of NNW/SSE in case of Talas tuco-tucos and NE–SW in case of Fukomys
mole-rats. RESULTS (2018), PeerJ, DOI 10.7717/peerj.5819 5/15 Figure 1 Burrow system’s orientation. Directional orientation of the burrow systems (estimated b
“long tunnel method,” A–D) and the prevailing direction of burrows (estimated by the “po
method,” E–H) of the tested rodent species—the silvery mole-rat H. argenteocinereus (A, E),
tuco-tuco C. talarum (B, F), Fukomys mole-rats Ansell’s mole-rat F. anselli and the giant mo
F. mechowii (C, G), and the Upper Galilee Mountains blind mole rat S. galili (D, H) (sorted by sa
size)—relative to magnetic North (0). Two mirrored dots represent the axial direction of one bu
system, which is in case of the long tunnel method an axial mean vector calculated over all directio
straight tunnel segments weight by the segments’ lengths. The double-headed arrow indicates the (g
mean vector, and the inner circle marks the significance level of 0.05 (Rayleigh test). Sample size
mean axial direction (m), circular standard deviation (SD), and P-value are given for each tested sp
Full-size
DOI: 10.7717/peerj.5819 Figure 1 Burrow system’s orientation. Directional orientation of the burrow systems (estimated by the
“long tunnel method,” A–D) and the prevailing direction of burrows (estimated by the “polygon
method,” E–H) of the tested rodent species—the silvery mole-rat H. argenteocinereus (A, E), Talas
tuco-tuco C. talarum (B, F), Fukomys mole-rats Ansell’s mole-rat F. anselli and the giant mole-rat
F. mechowii (C, G), and the Upper Galilee Mountains blind mole rat S. galili (D, H) (sorted by sample
size)—relative to magnetic North (0). Two mirrored dots represent the axial direction of one burrow
system, which is in case of the long tunnel method an axial mean vector calculated over all directions of
straight tunnel segments weight by the segments’ lengths. The double-headed arrow indicates the (grand)
mean vector, and the inner circle marks the significance level of 0.05 (Rayleigh test). Sample size (N),
mean axial direction (m), circular standard deviation (SD), and P-value are given for each tested species. Full-size
DOI: 10.7717/peerj.5819/fig-1 Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 6/15 observable for the silvery mole-rat’s systems (Fig. 1E). The burrow systems of the Fukomys
mole-rats (Fig. 1G) and the blind mole rat (Fig. 1H) showed random directional
orientation using the “polygon method”. The axial directional orientation of the burrow systems as assessed by the “polygon
method” (Figs. 1A–1D) and the prevailing direction of the burrows estimated by the
“long tunnel method” (Figs. RESULTS 1E–1H) did not differ significantly except for the Fukomys
mole-rats (Watson–Williams F-test (pairwise comparisons for each species): Fukomys
mole-rats: P = 0.042, silvery mole-rat: P = 0.423, tuco-tuco: P = 0.455, blind mole rat:
P = 0.636), however, a greater scatter was observable by applying the “polygon method.” Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 DISCUSSION The fact that the studied burrow systems have been uncovered in different
regions (even continents) and areas (e.g., grassland, woodland, mountainous areas), and
thus accompanying different habitats, as well as in different years (1988–2012; Table 1),
support the assumption that the Earth’s magnetic field seems to be a globally common and Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 Figure 2 Examples of burrow systems of a (A) solitary (here Heliophobius argenteocinereus) and (B)
social species (here Fukomys anselli). Index of circularity (0 = linear, 1 = circular; Romañach et al., 2005)
for (A) = 0.42, and (B) = 0.83. Full-size
DOI: 10.7717/peerj.5819/fig-2 Figure 2 Examples of burrow systems of a (A) solitary (here Heliophobius argenteocinereus) and (B)
social species (here Fukomys anselli). Index of circularity (0 = linear, 1 = circular; Romañach et al., 2005)
for (A) = 0.42, and (B) = 0.83. Full-size
DOI: 10.7717/peerj.5819/fig-2 stable potential heading indicator. Accordingly, we suggest that the studied species use
magnetic cues as heading indicator to keep the course of digging. This hypothesis does not
exclude that the animals use also further, locally available heading indicators, for this
purpose. Indeed, magnetoreception has been proved in the laboratory for F. anselli (Burda
et al., 1990; Marhold, Wiltschko & Burda, 1997), F. mechowii (Oliveriusová et al., 2012),
and H. argenteocinereus (Oliveriusová et al., 2012). Interestingly, magnetoreception was
not proved in laboratory maze experiments in C. talarum (Schleich & Antinuchi, 2004),
which, however, could have been due to an inappropriate experimental design as discussed
by the authors themselves (Schleich & Antinuchi, 2004). On the other hand,
magnetoreception has been proven in Spalax judaei (Kimchi & Terkel, 2001; Marhold
et al., 2000), a close relative of S. galili for which no directional preference for digging
was found here. The reasons, why no directional digging preference was found in S. galili,
can be manifold. All analyzed burrow systems originate from a single small area in the
Upper Galilee Mountains, and six of nine examined burrow systems were located in
basaltic soils. Basaltic soils are generally characterized by rather strong magnetic signatures
and the studied region is known for magnetic anomalies (Eppelbaum, Ben-Avraham &
Katz, 2004) that might compromise magnetic orientation. Furthermore, the population
density in basaltic soil is five times higher than in rendzina soil (Lövy et al., 2015). Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 DISCUSSION The avoidance of crossing a neighboring burrow system might influence the burrow
systems orientation and thus possibly override orientation via magnetic cues. Therefore, it
is of great interest to analyze comparative data on directionality of burrow systems of
Spalax from other geographic regions and other habitats (cf., Nevo et al., 1995; Reyes,
Nevo & Saccone, 2003; Savic, 1973; Yağci, Coşkun & Aşan, 2010). stable potential heading indicator. Accordingly, we suggest that the studied species use
magnetic cues as heading indicator to keep the course of digging. This hypothesis does not
exclude that the animals use also further, locally available heading indicators, for this
purpose. Indeed, magnetoreception has been proved in the laboratory for F. anselli (Burda
et al., 1990; Marhold, Wiltschko & Burda, 1997), F. mechowii (Oliveriusová et al., 2012),
and H. argenteocinereus (Oliveriusová et al., 2012). Interestingly, magnetoreception was
not proved in laboratory maze experiments in C. talarum (Schleich & Antinuchi, 2004),
which, however, could have been due to an inappropriate experimental design as discussed
by the authors themselves (Schleich & Antinuchi, 2004). On the other hand,
magnetoreception has been proven in Spalax judaei (Kimchi & Terkel, 2001; Marhold
et al., 2000), a close relative of S. galili for which no directional preference for digging
was found here. The reasons, why no directional digging preference was found in S. galili,
can be manifold. All analyzed burrow systems originate from a single small area in the
Upper Galilee Mountains, and six of nine examined burrow systems were located in
basaltic soils. Basaltic soils are generally characterized by rather strong magnetic signatures
and the studied region is known for magnetic anomalies (Eppelbaum, Ben-Avraham &
Katz, 2004) that might compromise magnetic orientation. Furthermore, the population
density in basaltic soil is five times higher than in rendzina soil (Lövy et al., 2015). The avoidance of crossing a neighboring burrow system might influence the burrow
systems orientation and thus possibly override orientation via magnetic cues. Therefore, it
is of great interest to analyze comparative data on directionality of burrow systems of
Spalax from other geographic regions and other habitats (cf., Nevo et al., 1995; Reyes,
Nevo & Saccone, 2003; Savic, 1973; Yağci, Coşkun & Aşan, 2010). stable potential heading indicator. Accordingly, we suggest that the studied species use
magnetic cues as heading indicator to keep the course of digging. DISCUSSION While using a magnetic compass as a heading indicator, in general, the animals could
follow every direction, and indeed, species-specific differences in chosen nest-building
directions were already reported repeatedly (for review see Oliveriusová et al., 2012). However, the North–South axis might be the direction of choice. A preference for this
axis, as observed in our study for silvery mole-rats and Talas tuco-tucos, is common in
studies on magnetic orientation (Malkemper et al., 2015; Oliveriusová et al., 2014; Phillips,
1986) and magnetic alignment (for review see Begall et al., 2013; Malkemper, Painter &
Landler, 2016), and is observable in diverse contexts: landing in waterfowl (Hart et al.,
2013), escape in roe deer (Obleser et al., 2016), activity in cattle and deer (Begall et al.,
2008), flamingos (Nováková et al., 2017), corvids (Pleskač et al., 2017), wild boars and
warthogs (Červený et al., 2017), carps (Hart et al., 2012). Considering that species-specific
burrowing behavior in North American Peromyscus rodents was reported to have a
genetic basis (Dawson, Lake & Schumpert, 1988; Hu & Hoekstra, 2017; Metz et al., 2017;
Weber, Peterson & Hoekstra, 2013), we would like to point to the possibility that
“magnetic digging” might be genetically determined, too, representing a highly interesting
research question. While using a magnetic compass as a heading indicator, in general, the animals could
follow every direction, and indeed, species-specific differences in chosen nest-building
directions were already reported repeatedly (for review see Oliveriusová et al., 2012). Since magnetic and further orientation cues are not exclusive, apart from the
Earth’s magnetic field, several other cues might influence the alignment of the burrow
systems. The most crucial external cues might be food resources (Heth et al., 2002;
Romañach et al., 2005), soil condition (implying the presence of stones and other obstacles)
(Ebensperger & Bozinovic, 2000; Kimchi, Reshef & Terkel, 2005; Luna, Antinuchi &
Busch, 2002; Zuri & Terkel, 1997), and landscape characteristics (e.g., dunes, vegetation,
slopes, water currents), and even subsurface geological fractures might function as
orientation cues (Olson & Pollard, 1989). Presence of food resources influences
goal-directed burrowing at shorter distances (Eloff, 1951; Voigt, 2014). Since geophytes
are usually clumped, and can be located at a limited distance by smelling plant kairomones
diffused in the soil (Heth et al., 2002; Lange et al., 2005), an optimal foraging strategy is
expected to involve digging straight scouting tunnels with perpendicular shorter
branches in fertile areas (following kairomone cues). DISCUSSION This hypothesis does not
exclude that the animals use also further, locally available heading indicators, for this
purpose. Indeed, magnetoreception has been proved in the laboratory for F. anselli (Burda
et al., 1990; Marhold, Wiltschko & Burda, 1997), F. mechowii (Oliveriusová et al., 2012),
and H. argenteocinereus (Oliveriusová et al., 2012). Interestingly, magnetoreception was
not proved in laboratory maze experiments in C. talarum (Schleich & Antinuchi, 2004),
which, however, could have been due to an inappropriate experimental design as discussed
by the authors themselves (Schleich & Antinuchi, 2004). On the other hand, The burrow systems of Heliophobius analyzed here (N = 31) were excavated at three
different localities, characterized by different landscapes (Blantyre, N = 17: grassland;
Mpalaganga, N = 10: woodland; Mulanje, N = 4: mountainous) and thus habitats. A significant deviation from random axial orientation was only observable for the systems
from Blantyre. The larger scatter of mean vectors at Mulanje might be partially explained A significant deviation from random axial orientation was only observable for the systems
from Blantyre. The larger scatter of mean vectors at Mulanje might be partially explained Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 8/15 by the lower sample size. Secondly, at Mpalaganga and Mulanje, several systems were
excavated in cultivated areas, where higher density and uniformity of food resources might
have had influenced foraging strategies and thus also the burrow architecture. Another
factor, which seems to affect the burrow system’s orientation of silvery mole-rats is
the system’s length—while shorter systems (<100 m) were oriented significantly in
North–South direction (every other direction would have been equally plausible), longer
systems (>100 m) were not. This is, however, not surprising, considering that the larger a
system becomes, the stronger an original alignment might be overridden or masked. Trying to explain these findings, we have to consider that a system’s size presumably grows
with its age. Consequently, a system’s axial orientation may rather be observable when it is
shorter (in statu nascendi) compared to when it is longer and older. Trying to explain these findings, we have to consider that a system’s size presumably grows
with its age. Consequently, a system’s axial orientation may rather be observable when it is
shorter (in statu nascendi) compared to when it is longer and older. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 Competing Interests The authors declare that they have no competing interests. CONCLUSION AND OUTLOOK To conclude, the Fukomys mole-rats, the silvery mole-rat, as well as the Talas tuco-tuco
were shown to dig their burrow systems with respect to a certain axis, and are assumed
to use the Earth’s magnetic field as a possible heading indicator. In future studies, animals
might be released at a new site so that the genesis of the new burrow system might be
monitored in situ as, for example, done by Voigt (2014). Furthermore, digging experiments
should be performed under controlled laboratory conditions to unequivocally
experimentally demonstrate that subterranean rodents use magnetic cues to keep a
heading direction during digging. DISCUSSION Although season is expected to
affect the digging activity (Sichilima et al., 2008) and general architecture of the burrow
system (Šumbera et al., 2003), it is highly unlikely that its main orientation, if present,
changes seasonally, wherefore we do not assume significant seasonal influences. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 9/15 ACKNOWLEDGEMENTS We thank R. Šumbera and M. Lövy for providing most of the data and for their
helpful comments on the manuscript. Further thanks are due to J. Šklíba for offering digital
maps of tunnel systems of the Ansell’s mole-rats, W. N. Chitaukali, V. Dvoráková,
M. Elichová, E. Hrouzková, H. Konvičková, O. Kott, J. Kubová, V. Mazoch, J. Ritter as
well as all local helpers who assisted in the field, and N. Oberste for assistance with
the analyses. Grant Disclosures The following grant information was disclosed by the authors: The following grant information was disclosed by the authors:
PhD fellowship of the German National Academic Foundation (Studienstiftung des
deutschen Volkes). The following grant information was disclosed by the authors:
PhD fellowship of the German National Academic Foundation (Studienstiftung des
deutschen Volkes). PhD fellowship of the German National Academic Foundation (Studienstiftung des
deutschen Volkes). PhD fellowship of the German National Academic Foundation (Studienstiftung des
deutschen Volkes). “EVA4.0”: No. CZ.02.1.01/0.0/0.0/16_019/0000803. “EVA4.0”: No. CZ.02.1.01/0.0/0.0/16_019/0000803. Grant Agency of the Czech Republic (project. nr. 15-21840S) Grant Agency of the Czech Republic (project. nr. 15-21840S). Funding S. Malewski was funded by a PhD fellowship of the German National Academic
Foundation (Studienstiftung des deutschen Volkes). H. Burda and S. Begall received
support funded by grant “EVA4.0,” No. CZ.02.1.01/0.0/0.0/16_019/0000803 financed
by OP RDE and H. Burda the Grant Agency of the Czech Republic (project. nr. 15-21840S). We acknowledge support by the Open Access Publication Fund of the
University of Duisburg-Essen. The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 Author Contributions Sandra Malewski conceived and designed the experiments, performed the experiments,
analyzed the data, contributed reagents/materials/analysis tools, prepared figures and/or
tables, authored or reviewed drafts of the paper, approved the final draft. Sandra Malewski conceived and designed the experiments, performed the experiments,
analyzed the data, contributed reagents/materials/analysis tools, prepared figures and/or
tables, authored or reviewed drafts of the paper, approved the final draft. Malewski et al. (2018), PeerJ, DOI 10.7717/peerj.5819 Sabine Begall conceived and designed the experiments, performed the experiments,
analyzed the data, contributed reagents/materials/analysis tools, authored or reviewed
drafts of the paper, approved the final draft. Cristian E. Schleich performed the experiments, analyzed the data, contributed
reagents/materials/analysis tools, approved the final draft. Carlos D. Antenucci performed the experiments, analyzed the data, contributed
reagents/materials/analysis tools, approved the final draft. Hynek Burda conceived and designed the experiments, performed the experiments,
analyzed the data, contributed reagents/materials/analysis tools, authored or reviewed
drafts of the paper, approved the final draft. Data Availability The following information was supplied regarding data availability: The raw data are provided at https://www.uni-due.de/imperia/md/images/fb10_bio/
allgemeine_zoologie/Malewski_et_al._raw_data.xlsx. The raw data are provided at https://www.uni-due
allgemeine_zoologie/Malewski_et_al._raw_data.xlsx. Supplemental Information Supplemental Information Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
peerj.5819#supplemental-information. Supplemental information for this article can be found online at http://dx.doi.org/10.7717/
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Integrated Hydrological Modeling to Analyze the Effects of Precipitation on Surface Water and Groundwater Hydrologic Processes in a Small Watershed
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Citation: Paudel, S.; Benjankar, R. Integrated Hydrological Modeling to
Analyze the Effects of Precipitation
on Surface Water and Groundwater
Hydrologic Processes in a Small
Watershed. Hydrology 2022, 9, 37. https://doi.org/10.3390/
hydrology9020037
Academic Editor: Alain Dezetter
Received: 8 January 2022
Accepted: 14 February 2022
Published: 17 February 2022 Citation: Paudel, S.; Benjankar, R. Integrated Hydrological Modeling to
Analyze the Effects of Precipitation
on Surface Water and Groundwater
Hydrologic Processes in a Small
Watershed. Hydrology 2022, 9, 37. https://doi.org/10.3390/
hydrology9020037 Keywords: integrated hydrological modeling; groundwater; surface water; MIKE SHE; precipitation
sources; watershed Article
Integrated Hydrological Modeling to Analyze the Effects of
Precipitation on Surface Water and Groundwater Hydrologic
Processes in a Small Watershed Sabin Paudel 1,2
and Rohan Benjankar 1,* Sabin Paudel 1,2
and Rohan Benjankar 1,* 1
Department of Civil Engineering, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA;
spaudel@illinois.edu 1
Department of Civil Engineering, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA;
spaudel@illinois.edu
2
Prairie Research Institute, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
*
Correspondence: rbenjan@siue.edu; Tel.: +1-618-650-2814 2
Prairie Research Institute, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
*
Correspondence: rbenjan@siue.edu; Tel.: +1-618-650-2814 2
Prairie Research Institute, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
*
Correspondence: rbenjan@siue.edu; Tel.: +1-618-650-2814 Abstract: The main objective of this study is to evaluate the performance of the integrated hydrologi-
cal model, MIKE SHE in a small watershed to analyze the effect of two different precipitation sources
on model outputs (groundwater elevation and surface water flows). The model was calibrated and
validated with observed groundwater elevations and surface water flows measured at the United
States Geological Survey (USGS) gage stations in the basin. The model calibration performance for
surface water flows (R = 0.80, MAE= 0.20 m3/s, BIAS = −0.14 m3/s, NSE = 0.59) and groundwater
elevations (R = 0.74, MAE = 0.45 m, BIAS = 0.08 m, NSE = 0.35) showed that the model was able
to predict hydrological processes based on forcing variables in a small watershed. The analysis did
not show the model with precipitation at the nearer (NOAA-Edwardsville) gauge station has better
performance than the farther gauge station (NOAA-St. Louis). The quantitative analyses for the most
sensitive model output variable suggested that precipitation uncertainties had noticeable impacts
on surface water flows (0.81% to 11.19%), than groundwater elevations (0.06% to 0.07%), with an
average of 6.71% and 0.66%, respectively. Our results showed noticeable differences in simulated
surface water flows in spring (12.9%) and winter (36%) seasons compared to summer (11.4%) and
fall (4.6%) as a result of difference (6% to 18%) in precipitation, which indicated that uncertainties in
precipitation impact simulated surface water flows in a small watershed vary with different seasons. Our analyses have shown that precipitation affects the simulated hydrological processes and care
should be taken while selecting input datasets (i.e., precipitation) for better hydrological model
performance, specifically for surface water flows.
hydrology hydrology 1
Department of Civil Engineering, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA;
spaudel@illinois.edu
2
Prairie Research Institute, University of Illinois at Urbana-Champaign, Champaign, IL 61820, USA
*
Correspondence: rbenjan@siue.edu; Tel.: +1-618-650-2814 1. Introduction Rainfall data measured at gauge stations
may not be able to capture accurate spatial variability [21,22]. To lower the effects of such
variation on runoff volume and timing, spatially distributed rainfall data sources can be
used [23]. Meanwhile, continuous monitoring of precipitation and other meteorological
parameters such as wind speed, temperature, solar radiation, and stream runoff is also
crucial to analyze the watershed water balance [24]. Therefore, hydrological monitoring is
important to understand the real effect of precipitation on hydrologic responses, including
groundwater [24–26]. g
Past studies used different precipitation sources (point and spatially distributed),
e.g., gauges, radar, satellite, etc. [27–31]. A gauge station is a major source of precipitation
data for hydrological analysis [32] and yields better results using multiple rain gauge
stations within the watershed [33]. A study showed that poorly distributed rain gauge sta-
tions impact model results [34], forcing to recalibrate the model with different precipitation
sources [28,35]. National Oceanic and Atmospheric Administration (NOAA) provide the
best rainfall data measurement; however, they are not error-free [36]. Site-specific rainfall
data distribution can cause an error in the hydrological model results [37]. Radar-based and
Climate Forecast System Reanalysis (CFSR) rainfall data have received increasing attention
for hydrologic analyses because of the large area coverage [31,35,38,39]. Over the last couple of decades, various studies have been designed to determine
the effect of precipitation on hydrologic responses. The impacts vary significantly de-
pending on the type of precipitation, hydrologic models, and watershed characteris-
tics [15,16,21,28,31,33,35,40–45]. For example, the sensitivity of spatial precipitation distri-
bution to the surface-runoff response depends on the model scale [42,46]. Lopes [47]
showed that spatial distribution of precipitation had significant effects on the runoff
mechanism, irrespective of scales in the Walnut Gulch watershed, Arizona. Moreover,
Guo et al. [48] found better calibration results with a fine spatial resolution of precipitation
data. Previous studies showed that the hydrological model performance was better with
CFSR data, compared to traditionally observed weather data [43]. Another study showed
that PRISM-based (Parameter-elevation Relationships on Independent Slopes Model) pre-
cipitation provides a better streamflow prediction than CFSR and gauge data within a
watershed [35]. Furthermore, they found better results with NCDC (National Climatic
Data Center) gauge data than for the CFSR, due to the close proximity of NCDC stations
to the watershed boundary. Uncertainties in rainfall result in parametric uncertainty in
a distributed hydrological model and simulated flows [39]. 1. Introduction Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Water-resources management has been a challenging task for water managers, hydrol-
ogists, and ecologists to fulfill various demands such as energy, agricultural, industrial,
municipal, flood control, and ecological processes, etc. [1]. For example, water-resource
management has a direct negative impact on the riverine ecosystem, and therefore, ecosys-
tem restoration has focused on restoring ecological flows [2–4]. g
g
Hydrological models (e.g., SWAT, DRAINMOD, HEC-HMS, etc.) have been used to
simulate hydrological responses. However, some of these models do not consider direct
interaction with groundwater [5,6]. Stand-alone groundwater models (e.g., MODFLOW)
have been used in past studies to simulate groundwater-flow processes [7]. The integrated
hydrological (surface and groundwater) model MIKE SHE has been successfully tested
in watersheds with different characteristics in the USA [8] and around the world [5,9]. One of the major advantages of MIKE SHE is that it considers a dynamic interaction
between groundwater and surface water flows in streams and rivers. The advantages of Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/hydrology Hydrology 2022, 9, 37. https://doi.org/10.3390/hydrology9020037 Hydrology 2022, 9, 37 2 of 18 integrated models are highlighted by various recent studies [9–13]. Since MIKE SHE is a
spatially distributed model (grid-based), it can incorporate spatial variability of physical
and meteorological parameters [8] compared to lumped models such as, for example,
SWAT [14] and HEC-HMS [6]. integrated models are highlighted by various recent studies [9–13]. Since MIKE SHE is a
spatially distributed model (grid-based), it can incorporate spatial variability of physical
and meteorological parameters [8] compared to lumped models such as, for example,
SWAT [14] and HEC-HMS [6]. Hydrological modeling requires meteorological data such as precipitation, wind speed,
atmospheric temperature, and solar radiation to simulate surface water flow, sediment
transport, and water quality [15]. An accurate spatial and temporal representation of pre-
cipitation is crucial to predict hydrological responses and water balance within a watershed
since it is the most significant model input parameter [16–18]. Therefore, both the spatial
and temporal variation of precipitation is very important for better hydrological model
performance and watershed management [19,20]. 2.1. Study Area A small watershed (298 km2) (hereafter Canteen-Cahokia Watershed) within the
Canteen-Cahokia Watershed (HUC-10) is considered for this study, which is located about
16 km northeast of downtown city of St. Louis, Missouri, and drains into the Mississippi
River (Figure 1). The watershed comprises 30% agricultural field, mostly plain land with
mild slopes. 1. Introduction A study showed that the er-
rors due to model parameters are similar or even higher than the errors due to rainfall
uncertainties [49]. The simulated surface water flow is not only affected by the change
in precipitation, but also by evapotranspiration and groundwater contribution [50–53]. These studies indicated that uncertainties in the hydrological model simulated flows due
to change in precipitation spatially and temporally (i.e., months and seasons). Besides surface water flows, groundwater systems are influenced by change in precip-
itation because they are typically recharged from the ground surface. For example, autumn
and winter precipitation has a noticeable impact on groundwater level than in spring and
summer seasons, where air temperature is driving groundwater fluctuations [50]. Increased
precipitation results in elevated groundwater elevations in some areas, whereas lowered in Hydrology 2022, 9, 37 3 of 18 3 of 18 other areas [52]. Another study concluded that groundwater storage changes do not reflect
the long-term trend in precipitation, but the change is due to alteration of evapotranspira-
tion, and reduction in snowmelt [51]. Studies have shown mixed results for correlations
between precipitation and groundwater elevations [50–52]. It is apparent that researchers found the mixed performance of the hydrological model
specifically for surface water, based on different precipitation sources (e.g., gauge stations,
CFSR, NEXRAD, etc.) and their proximity to the watershed. However, the performance of
an integrated hydrological model based on the precipitation measured at different gauge
stations (e.g., NOAA), for predicting groundwater elevations and surface water flows in a
small watershed is lacking. It is unclear if groundwater elevations or surface water flows are
the most sensitive to precipitation. Furthermore, the knowledge about how uncertainties
of precipitation input in the hydrological model impact simulated surface water flows in
different seasons lacking. This study is focused on changes in groundwater elevations and surface water flows
due to differences in measured precipitation at NOAA-St. Louis and NOAA-Edwardsville
gauges in a small watershed using integrated hydrological model MIKE SHE. Specifically,
we used calibrated model with CFSR based meteorological and precipitation data to quantify,
i. Most sensitive variable (i.e., groundwater elevations or surface water flows). ii. Seasonal
variations of difference in surface water flows with respect to change in precipitation. 2.2. Integrated Hydrological Modeling—MIKE SHE Integrated hydrological models dynamically couple surface water and groundwater
flow processes at a wide range of spatial scales [28,54]. This study used an integrated
hydrologic modeling system (200 m × 200 m grid size), MIKE SHE to simulate ground-
water and surface water flows (DHI) [55]. The diffusive wave approximation method
was used to simulate the overland flow in the horizontal direction, whereas Richard’s
equation simulates the unsaturated flow along the vertical direction. Water movement in
SZ (saturated zone) was simulated using the Boussinesq equation [56]. Kristensen and
Jensen’s method was applied to describe the evapotranspiration, considering interception
from the canopy, evaporation from the soil, and plants transpiration [57]. MIKE Hydro River is a one-dimensional (1D) river modeling software (Version 2019)
based on the dynamic wave approximation of the Saint Venant equation [58]. The cou-
pling of MIKE SHE and MIKE Hydro River allows an interaction between surface water
hydrodynamics and groundwater flow regimes [59,60]. The Saint Venant diffusive wave
approximation method was used to predict the overland flow. Manning’s number (inverse
of manning’s roughness), initial water depth, and detention storage parameters were con-
sidered for the simulation of overland flows. The channel network alignment for the model
was digitized along the perineal streams in the watershed (Figure 1). The cross-section
geometry along the channels was extracted from a one-meter resolution LiDAR DEM. Hydrology 2022, 9, 37 4 of 18 Figure 1. Location of Canteen-Cahokia watershed showing National Oceanic and Atmospheric
Administration (NOAA) precipitation gauges, Climate Forecast System Reanalysis (CFSR) stations,
and USGS groundwater (GW-GC: USGS Groundwater Station# 384656089582001 at Glen Carbon,
Illinois) and surface water gauge stations (SW-GC: USGS surface water flow station# 05588720 at Glen
Carbon, Illinois). SW = surface water, GW = groundwater, GC = Glen Carbon, PB = Pontoon Beach. 2.3. Input Data Figure 1. Location of Canteen-Cahokia watershed showing National Oceanic and Atmospheric
Administration (NOAA) precipitation gauges, Climate Forecast System Reanalysis (CFSR) stations,
and USGS groundwater (GW-GC: USGS Groundwater Station# 384656089582001 at Glen Carbon,
Illinois) and surface water gauge stations (SW-GC: USGS surface water flow station# 05588720 at Glen
Carbon, Illinois). SW = surface water, GW = groundwater, GC = Glen Carbon, PB = Pontoon Beach. 2.5. Model Calibration Parameters Optimization The calibration of MIKE SHE and MIKE Hydro River models are performed simulta-
neously as the change of a parameter in one model can affect another model’s results [58]. Groundwater elevation and surface water flow from April 2005 to March 2009 were used
for the calibration process, whereas from April 2009 to September 2011 for the validation. However, additional 2 years were added as a model warm-up period before the calibration
and validation periods to avoid the errors because of model instabilities. Final optimized
model parameter values are those which yield the best error statistics. Autocalibration was performed against daily groundwater elevations at GW-GC and
surface water flows at SW-GC stations. During the calibration processes, the program
changes different groundwater (e.g., hydraulic conductivity, specific yield, initial potential,
soil bypass coefficient) and surface water (e.g., manning’s number M (i.e., the inverse
of roughness coefficient) for both overland and river channel, and detention storage)
parameters and calculate error statistics. The final optimized parameters were within the
ranges reported in other studies using MIKE SHE (Table 1) [5,14,33,58,69–71]. 2.4. Sensitivity Analysis The sensitivity analyses of model parameters were performed using the Autocalibra-
tion Function of MIKE SHE [DHI, 55]. The most sensitive parameters for groundwater and
surface water hydrology reported by various previous studies are hydraulic conductivity,
specific yield, initial potential head of aquifer, soil bypass coefficient, manning’s roughness,
evapotranspiration parameters, leakage coefficient, and detention storage [9,11,13,66]. The hydraulic conductivity and bypass constant (which refers to the fraction of rainfall
infiltrates into the soil before water starts to appear as overland/channel flow) were found
sensitive for both groundwater and surface water similar in another study [8]. Other
surface water sensitive parameters were overland and channel manning’s number M
(i.e., the inverse of roughness coefficient), detention storage, ET coefficients (C2 and C3),
groundwater initial potential head, and groundwater leakage coefficients. The groundwater
and surface water sensitive parameters were similar to other studies for lowland watersheds
using the MIKE SHE model [5,8,13,67,68]. 2.3. Input Data The topography of the watershed was represented by a high-resolution (10 m × 10 m)
Digital Elevation Model (DEM). Meteorological data, including on precipitation (discrete),
were based on global weather data CFSR for SWAT (https://globalweather.tamu.edu/)
and NOAA (https://www.ncdc.noaa.gov/cdo-web/). CFSR data are prepared from data-
assimilation techniques utilizing conventional meteorological gauge observations, satellite
irradiances, and advanced atmospheric, oceanic, and surface-modeling components at
~38 km resolution [61]. The meteorological data used for model calibration and validation were based on
CFSR and includes precipitation (mm/day), maximum and minimum temperature (ºC),
solar radiation (MJ/m2/d), wind speed (m/s), and average relative humidity (%). The
reference evapotranspiration (ET0) was calculated based on the Penman-Monteith method
(Zotarelli et al. 2010) using an Excel program [62]. Estimated ET0 (mm/day) was based
on the assumption of evapotranspiration from reference vegetation considering canopy
resistance, aerodynamic resistance, and soil heat flux intensity. y
y
Nine major land use types were considered in our study, which collectively comprised
more than 90% of the total area (i.e., land, bare soil, deciduous forest, evergreen forest,
cultivated crops, hay/pasture, woody wetlands, open water, and herbaceous wetlands). Although there were 128 STATSGO soil types present in the watershed, only ten major soil
types were considered by merging similar soil types (i.e., silty clay loam, silt loam, silty clay,
sandy loam, urban land, water, clay loam, silt, loam, and sand) [63]. To estimate groundwa-
ter flow through the unsaturated soil zone, water retention and hydraulic conductivity of
soil were considered, which is based on the Van Genuchten method [13,64,65]. Hydrology 2022, 9, 37 5 of 18 5 of 18 The study area has limited measured surface water flows and groundwater availability
for model calibration and validation. Daily averaged surface water data are available from
May 2000 to October 2011 for SW-GC (USGS surface water gage station# 05588720) located
at the Judy Branch Creek in the city of Glen Carbon, IL (watershed area 21.3 km2). Two
USGS gage stations, GW-GC (USGS Groundwater Station# 384656089582001) and GW-PB
(USGS Groundwater Station# 384352090054102) located at the city of Glen Carbon and
Pontoon Beach, IL, respectively were used to calibrate and validate the groundwater model. 2.6. Model Performance Analysis To test the best fit of a model, the most commonly used statistical performance in-
dicators, Coefficient of Correlation (R), Nash-Sutcliffe Efficiency (NSE), Mean Absolute
Error (MAE), and Bias (BIAS) were estimated in this study [72]. Simulated and measured
daily groundwater elevations and surface water flows were compared during the calibra-
tion and validation processes to analyze model performance. The R shows the fraction
of deviation between modeled and observed data [73], and ranges from 0 to 1, with 0
being the least favored and 1 being the most favored. The NSE describes the predictive
power of a hydrological model. The higher the value is, the better representation of model
parameters. NSE values less than 0 occur when the observed mean is a better predictor
than the model [73]. BIAS measures the average tendency (of the simulated values larger
or smaller than their observed ones [71]. The MAE measures an average mean discrepancy
between two datasets and is a more natural way of error measurement [74]. Hydrology 2022, 9, 37 6 of 18 Table 1. Final Optimized Calibrated Parameters for Surface water and Groundwater. Model
Parameters
Initial
Range
Calibrated
MIKE SHE
Overland and Unsaturated Zone
Manning’s M
17
10–40
26.80
Detention Storage (mm)
2
0–10
5.08
Bypass Constant
0.26
0.15–0.9
0.27
Saturated Zone
Horizontal Hydraulic Conductivity (10−6 m/s)
5.6
0.0056–566
96.80
Vertical Hydraulic Conductivity (10−6 m/s)
0.56
56.6
9.68
Specific Yield
0.2
0.2–0.4
0.20
Initial Potential (−m)
5
1–10
6.32
ET Parameters (Kristensen And Jensen)
Canopy Interception (mm)
0.05
0.05–0.4
0.07
C1
0.2
0.05–0.4
0.34
C2
0.2
0.05–0.4
0.06
C3 (mm/day)
20
5–40
6.95
Aroot (/m)
0.3
0.05–0.4
0.31
MIKE Hydro
River and Lakes
Manning’s M
36
10–40
18.45
Leakage Coefficient (10−6)
5.6
0.0056–566
2.30 Table 1. Final Optimized Calibrated Parameters for Surface water and Groundwater. We further analyzed the model performance by comparing simulated groundwater
elevations and surface water flows based on precipitation measured at two NOAA gauge
stations and CFSR. All three models have the same calibrated parameters and input datasets
except precipitation. We simulated groundwater elevations and surface water flows using
models with three different precipitation sources, a. NOAA-Edwardsville, b. NOAA-
St. Louis, and c. CFSR. We analyzed differences in model outputs due to precipitation
measured at each NOAA gauge station and CFSR. The analysis informs whether NOAA-
Edwardsville or NOAA-St. Louis model performs better (groundwater elevations and
surface water flows) with reference to the CFSR model. 2.7. Effect of Precipitation Sources on Groundwater and Surface Water Flows
2.7.1. Sensitive Variable (i.e., Groundwater Elevations or Surface Water Flows) 2.7. Effect of Precipitation Sources on Groundwater and Surface Water Flows
2.7.1. Sensitive Variable (i.e., Groundwater Elevations or Surface Water Flows) We quantified the most sensitive variable (i.e., groundwater elevations or surface
water flows) due to the effects of two precipitation sources (i.e., NOAA-St. Louis Vs
NOAA-Edwardsville) by estimating R and MAE. The MAEs were normalized with respect
to the NOAA-Edwardsville simulated average groundwater elevations or surface water
flows at four random stations (Figure 1) and presented in percentages (%). Furthermore,
weighted (by surface water flows or groundwater elevations) averages of MAE and R were
calculated for comparison. The variable with higher MAE (%) and lower R are defined as
the most sensitive. 2.6. Model Performance Analysis The NOAA gauge stations are located at the city of Edwardsville, IL (hereafter NOAA-
Edwardsville) and St. Louis, MO (hereafter NOAA-St. Louis). The NOAA-Edwardsville
gauge station is located close (less than 1 km) to the watershed boundary, whereas the
NOAA-St. Louis is about 6.5 km far away. R and MAE were estimated using simulated
groundwater elevations and surface water flows (April 2005–January 2007) at four different
random stations (locations) (Figure 1). 2.7.2. Seasonal Variations of Difference in Surface Water Flow with Respect to Change
in Precipitation We analyzed the relationships between the difference in simulated surface water
flows (%) with respect to difference in precipitation measured at NOAA-Edwardsville and
NOAA-St. Louis gauges considering overall and seasonal datasets. Differences (%) in Hydrology 2022, 9, 37 7 of 18 7 of 18 precipitation and surface water flows were calculated relative to the NOAA-Edwardsville
gauge precipitation. For the category “All”, we considered entire datasets from April 2005 to
January 2007. For “Season”, datasets were classified into four seasons, Spring (March, April,
and May), Summer (June, July, and August), Fall (September, October, and November),
and Winter (December, January, and February). Later, we calculated weighted-average
surface water flows based on four different random stations for comparison (Figure 1). The analysis will yield if there is a correlation between differences in precipitation and
simulated surface water flows considering entire datasets and four seasons. 3.1.1. Model Calibration and Validation 3.1.1. Model Calibration and Validation R, MAE, BIAS, and NSE between simulated and measured groundwater elevations
at the GW-GC gage station were 0.74, 0.45 m, 0.08 m, and 0.35, respectively (Figure 2 and
Table 2). The average positive BIAS of 0.08 m showed that MIKE SHE underpredicted
groundwater elevations during the calibration period (Table 2). The R, MAE, BIAS, and
NSE were 0.74, 0.39 m, −0.24 m, and 0.14, respectively for groundwater elevations during
the model validation period at the GW-GC gage station. The overall model performance
trend during the validation period was similar to the calibration for groundwater elevations,
except for BIAS and NSE (Table 2). The BIAS (−0.24 m) was negative for the validation
period, which showed overprediction by model, opposite to the outcome from the model
calibration (Figure 2b and Table 2). Figure 2. Measured and simulated daily groundwater elevations for (a) Calibration and (b) Validation
periods at GW-GC gage station (USGS Groundwater Station# 384656089582001 at the city of Glen
Carbon, IL). Figure 2. Measured and simulated daily groundwater elevations for (a) Calibration and (b) Validation
periods at GW-GC gage station (USGS Groundwater Station# 384656089582001 at the city of Glen
Carbon, IL). Table 2. Model performance statistics for the model calibration and validation. GW, SW, and GC
stand for Groundwater, surface water, and Glen Carbon, respectively. Table 2. Model performance statistics for the model calibration and validation. GW, SW, and GC
stand for Groundwater, surface water, and Glen Carbon, respectively. Parameters
Calibration
Validation
GW-GC
SW-GC
GW-GC
SW-GC
R
0.74
0.80
0.74
0.65
MAE (m, m3/s)
0.45
0.20
0.39
0.22
SD *
0.65
0.44
0.53
0.57
BIAS (m, m3/s)
0.08
−0.14
−0.24
−0.02
NSE
0.35
0.59
0.14
0.42
* Standard deviation of measurement. The R, MAE, BIAS, and NSE for the observed and measured surface water at the
SW-GC gage station were 0.80, 0.20 m3/s, −0.14 m3/s, and 0.51, respectively (Figure 3a
and Table 2). Unlike for groundwater, negative BIAS (−0.14 m3/s) showed that MIKE SHE
overpredicted surface water flow during the calibration period. The surface water flow Hydrology 2022, 9, 37 8 of 18 prediction during the validation period at the SW-GC gage station was R, 0.65, 0.22 m3/s,
−0.02 m3/s, and 0.42 for MAE, BIAS, and NSE, respectively (Figure 3b and Table 2). Figure 3. 3.1.1. Model Calibration and Validation Measured and simulated daily surface flow hydrograph at SW-GC gage (USGS surface water
station# 05588720 at the city of Glen Carbon, IL) and CFSR precipitation depths for (a) Calibration
and (b) Validation. prediction during the validation period at the SW-GC gage station was R, 0.65, 0.22 m3/s
−0.02 m3/s, and 0.42 for MAE, BIAS, and NSE, respectively (Figure 3b and Table 2). prediction during the validation period at the SW-GC gage station was R, 0.65, 0.22 m3/s,
−0.02 m3/s, and 0.42 for MAE, BIAS, and NSE, respectively (Figure 3b and Table 2). Figure 3. Measured and simulated daily surface flow hydrograph at SW-GC gage (USGS surface water
station# 05588720 at the city of Glen Carbon, IL) and CFSR precipitation depths for (a) Calibration
and (b) Validation. 3.1.2. NOAA-Edwardsville Vs NOAA-St. Louis The weighted average MAEs for groundwater elevations were 0.09 m (0.07 m to
0.11 m) and 0.15 m (0.03 to 0.21 m) for NOAA-Edwardsville and NOAA-St. Louis models,
respectively at all four GW stations. The values reported in parenthesis are a range. Similarly, weighted average R were 0.78 (0.73 to 0.82) and 0.65 (0.58 to 0.70) for NOAA-
Edwardsville and NOAA-St. Louis precipitation models, respectively (Table 3). The results
showed that the NOAA-Edwardsville model performed better (values close to the CFSR
model) than for NOAA-St. Louis considering average R and MAE. The weighted average MAE for surface water flows for the NOAA-Edwardsville
and NOAA-St. Louis models were 0.78 m3/s (0.02 to 1.02 m3/s) and 0.68 m3/s (0.02
to 0.91 m3/s), respectively (Table 3). Similarly, weighted average R were 0.64 (0.62 to
0.66) and 0.41 (0.34 to 0.46) for the NOAA-Edwardsville and NOAA-St. Louis models,
respectively. The results showed NOAA-St. Louis model performed better (close to the
CFSR model) than for the NOAA-Edwardsville considering average MAE, whereas the
trend was opposite for R. Hydrology 2022, 9, 37 9 of 18 Table 3. Difference in model performance statistics between NOAA-Edwardsville Vs CFSR and
NOAA-St. Louis Vs CFSR precipitation models for groundwater elevations and surface water flows
at four random stations. Groundwater Elevation
NOAA-Edwardsville
Parameters
GW1
GW2
GW3
GW4
Average
R
0.80
0.73
0.78
0.82
0.78
MAE (m)
0.09
0.09
0.11
0.07
0.09
NOAA-St. Louis
R
0.70
0.63
0.58
0.68
0.65
MAE (m)
0.03
0.10
0.23
0.21
0.15
Surface Water
NOAA-Edwardsville
Parameters
SW1
SW2
SW3
SW4
Average
R
0.66
0.62
0.63
0.64
0.64
MAE (m3/s)
1.02
0.38
0.02
0.03
0.78
NOAA-St. Louis
R
0.46
0.38
0.34
0.45
0.41
MAE (m3/s)
0.91
0.31
0.02
0.02
0.68 3.2. Effect of Precipitation on Groundwater and Surface Water Flows 3.2.1. Sensitive Variable (i.e., Groundwater Elevations or Surface Water Flows) The weighted average MAE (considering all four stations) for simulated groundwater
elevations and surface water flows were 0.07% (0.06% to 0.08%) and 6.71% (0.81% to 11.19%)
for NOAA-Edwardsville and NOAA-St. Louis models, respectively (Table 4). Similarly,
the average R were 0.78 (0.73 to 0.82) and 0.66 (0.63 to 0.72) for simulated groundwater
elevations and surface water flows, respectively (Table 4). Therefore, differences were
higher for surface water flows considering both MAE and R. Nevertheless, differences
in daily average groundwater and surface water flow between NOAA-Edwardsville and
NOAA-St. Louis models vary at each station (Figures 4 and 5). 3.1.2. NOAA-Edwardsville Vs NOAA-St. Louis For example, the difference
in surface water flows varied from −18% to 10% at station 1, whereas −4% to 1% at station 4
(Figure 5). Negative values indicated higher surface water flows or groundwater elevations
for the NOAA-Edwardsville model. Table 4. MAE (%) and R between NOAA-Edwardsville Vs NOAA-St. Louis models for groundwater
elevations and surface water flows at four random stations. The difference MAE (%) is calculated
relative to the NOAA-Edwardsville model. Table 4. MAE (%) and R between NOAA-Edwardsville Vs NOAA-St. Louis models for groundwater
elevations and surface water flows at four random stations. The difference MAE (%) is calculated
relative to the NOAA-Edwardsville model. Table 4. MAE (%) and R between NOAA-Edwardsville Vs NOAA-St. Louis models for groundwater
elevations and surface water flows at four random stations. The difference MAE (%) is calculated
relative to the NOAA-Edwardsville model. Parameters
GW/SW1
GW/SW2
GW/SW3
GW/SW4
Average
Groundwater
R
0.80
0.73
0.78
0.82
0.78
MAE (m)
0.07
0.06
0.08
0.06
0.07
Surface Water
R
0.72
0.64
0.65
0.63
0.66
MAE (m3/s)
5.22
9.61
0.81
11.19
6.71
3.2.2. Seasonal Variations of Difference in Surface Water Flow with Respect to Change
in Precipitation 3.2.2. Seasonal Variations of Difference in Surface Water Flow with Respect to Change
in Precipitation Considering all (April 2005 to April 2007) datasets, the difference in precipitation
between NOAA-Edwardsville and NOAA-St. Louis gauge was 12.6%, whereas the dif-
ference in surface water flows was 19% (Figure 6). Seasonal differences in precipitation
varied between 6% (summer) to 18% (winter), which resulted in the difference in surface
water flow between 4.6% (fall) to 36% (winter) (Figure 6). The difference in surface water
flows was relatively lower in fall (4.6%) and summer (11.4%) compared to spring (12.9%)
and winter (36%). The highest difference for surface water flows was in the winter (36%)
between NOAA-Edwardsville and NOAA-St. Louis models. 10 of 18 Hydrology 2022, 9, 37 Figure 4. Distribution of difference (%) in simulated daily groundwater elevations at four different
stations for NOAA-Edwardsville and NOAA-St. Louis models. Figure 4. Distribution of difference (%) in simulated daily groundwater elevations at four different Figure 4. Distribution of difference (%) in simulated daily groundwater elevations at four different
stations for NOAA-Edwardsville and NOAA-St. Louis models. Figure 4. Distribution of difference (%) in simulated daily groundwater elevations at four different
stations for NOAA-Edwardsville and NOAA-St. Louis models. Figure 5. 3.1.2. NOAA-Edwardsville Vs NOAA-St. Louis Distribution of difference in simulated daily surface water flows at four different stations
from NOAA-Edwardsville and NOAA-St. Louis models. (a) Station 1; (b) Station 2; (c) Station 3;
(d) Station 4. Figure 5. Distribution of difference in simulated daily surface water flows at four different stations
from NOAA-Edwardsville and NOAA-St. Louis models. (a) Station 1; (b) Station 2; (c) Station 3;
(d) Station 4. Hydrology 2022, 9, 37 11 of 18 Figure 6. Difference in precipitation (Precip.) and surface water flows (SWF) considering all (April 2005
to January 2007) and seasonal datasets based on NOAA-Edwardsville and NOAA-St. Louis models. 4 Discussion Figure 6. Difference in precipitation (Precip.) and surface water flows (SWF) considering all (April 2005
to January 2007) and seasonal datasets based on NOAA-Edwardsville and NOAA-St. Louis models. 4.1. Model Performance We estimated the model performance statistical indicators R, MAE, BIAS, and NSE to
analyze model performance against measured groundwater elevations and surface water
flows at USGS gauge stations (Figure 1) [75,76]. We observed mixed model performance
based on different statistical model performance indicators. The model performed satisfac-
torily considering MAE, where the values were generally less than half of SD (standard
deviation) of observed flows [76] (Table 2). The model performance was comparable to
past studies considering statistical model performance indicators [77,78]. The model per-
formance was similar during calibration and validation periods (Table 2). In general, the
model overpredicted baseflow during non-rainfall events for both calibration and valida-
tion periods (Figure 3). Nonetheless, based on the criteria suggested by prior researchers
for model performance interpretation, the model performance for a small watershed is
deemed satisfactory [67,75,76]. The model performances were analyzed by removing the days when the measured
precipitation at CFSR and NOAA-Edwardsville gauge stations differed considerably during
calibration and validation periods. Based on our judgement, precipitation measurements
had uncertainties (either in CFSR or NOAA-Edwardsville gauges) during those days. We
removed 34 (2.3%) and 12 (1.3%) data points out of 1461 and 913, respectively during the
calibration and validation processes. Therefore, care should be taken while interpreting
the model performance. It is a common practice to remove poorly performing datasets
during hydrological model results analyses, however, it may change statistics and data
distribution (e.g., mean, SD and range) [79–82]. Furthermore, we calculated the correlation between the measured precipitation (CFSR)
and surface water flows at a USGS SW-GC gauge station (April 2005 to March 2012),
which was relatively low (R = 0.53) (Figure 7a). The differences were evident during high
precipitation and flow events. The lack of good correlations between measured surface
flows and precipitations as well extreme events may cause poor model performance. This study used CFSR based precipitation for model calibration, which was interpo-
lated on a 38 km grid [35]. Various studies have shown that spatially distributed rainfall
at a fine resolution is required for small scales analyses [40,83]. For example, 2 km grid
rainfall was suggested by Bell and Moore [41] to model a small watershed (i.e., 132 km2
in size). 12 of 18 12 of 18 Hydrology 2022, 9, 37 Figure 7. 4.1. Model Performance Correlations between (a) CFSR based precipitation and surface water flow (USGS gauge
station at Glen Carbon), (b) CFSR and NOAA-Edwardsville precipitation, and (c) CFSR and NOAA-St. Louis precipitation. Figure 7. Correlations between (a) CFSR based precipitation and surface water flow (USGS gauge
station at Glen Carbon), (b) CFSR and NOAA-Edwardsville precipitation, and (c) CFSR and NOAA-St. Louis precipitation. A small watershed may have a steep flow slope (flow change faster), high flow
variations, and flashy hydrographs compared to a moderate and large watershed that
may cause unsatisfactory model performance [46]. Runoff estimation improves as the
watershed size increases, despite low rainfall resolution data [40,84]. Cunha, Mandapaka,
Krajewski, Mantilla and Bradley [31] investigated the impact of the radar-rainfall error
on hydrological model simulated flood magnitude and concluded that uncertainties in
simulated peak flow decrease considerably with larger watersheds. Furthermore, as the
watershed area increases, the peak flow differences at outlets were practically negligible. The measured surface water flows at the USGS gauge station were comparatively variable
(flashy) than measured precipitation in this study, which is a typical trend for a small
watershed (Figures 3 and 7a). Furthermore, another study showed that the calibration
performance of the model was distinct for two different precipitation datasets (gauge
station and NEXRAD). The NEXRAD data performed better than the gauge station for a
small watershed [28]. Therefore, we speculated that the model performance was affected
by a small drainage area (21.3 km2 at the USGS gauge station) and limited observed data
(single gauge station for groundwater and surface water measurements) availability in this
study. The GW-GC station had 20 and 11 groundwater elevations measurements during
the calibration and validation periods, respectively. Additionally, GW-PB (Figure 1) has
only a total of seven data points, which were used to further verify the model performance
for groundwater elevation predictions [85]. The time step and the grid size used in the model can affect the model perfor-
mances [86–88]. A daily time step was used in this study, but Zhang, Wang, Sun, McNulty,
Zhang, Li, Zhang, Klaghofer and Strauss [67] suggested that the daily (24 hours) time
step may not be sufficient to capture a quick response of precipitation on surface runoff in
overland flow dominant watersheds. The model was not able to predict highly variable
surface water flows at the USGS gauge station as a result of rainfall. 4.1. Model Performance Specifically, during
high events, peak flows occur within a few hours (less than 24 hours model time step) in
the Canteen-Cahokia watershed, which comprises low stream lengths and channels [89]. Evapotranspiration (ET) had significant effects on groundwater and surface water
flows [90]. A total of nine different land-use types (developed land, cultivated crops, bare
soil, deciduous forest, evergreen forest, hay/pasture, woody wetlands, open water, and
herbaceous wetlands) were considered in the analysis. An inaccurate representation of
land-use impacts surface runoff, soil moisture, and groundwater recharge spatially and
temporally in a distributed hydrological model [9,65,91,92]. Furthermore, because of lack
of sufficient vegetation parameters (i.e., LAI and RD), temporal vegetation distribution was
assumed to be constant and such a generalization can impact the model performance [93]. Despite some uncertainties in the model, we deemed that the model performance is
acceptable to analyze the effects of precipitation on groundwater and surface water flows Hydrology 2022, 9, 37 13 of 18 13 of 18 in a small watershed. Although the calibrated model (with CFSR precipitation) had certain
uncertainties in model parameters, it was consistent across all three models. Therefore, the
model should not noticeably distort the outcome when comparing the effects of different
types of precipitation on hydrological processes. Precipitation has the most critical influence on hydrological processes [28,39]; therefore,
quality data is warranted for better model performance. The lack of finer spatial resolution
of precipitation, and a high level of sensitivity of precipitation on a smaller spatial scale
watershed influences the performance of the hydrological model [28]. Despite NOAA
gauge network and radar-based precipitation being available for larger areas and different
temporal resolutions (e.g., daily), uncertainties remained, which effect simulated hydro-
logical processes [31,39]. Therefore, our results showed the importance of spatially and
temporally varied high-resolution precipitation and surface water flow measurements for
better model performance in small watersheds specifically to simulate surface water flows. The model performance is also affected by uncertainties in other datasets such as meteoro-
logical, land-use, soil type, topography, observed surface water flows and groundwater
elevations, and scale (size) of the watershed [16,30,49]. Nonetheless, each of the models can be calibrated using NOAA meteorological and
precipitation data. In that case, the effects of precipitation on groundwater elevations and
surface water flows may have been different [35]. However, there is a fundamental issue
with calibrating the model with different datasets and comparing the results. 4.1. Model Performance For example,
calibrations using the two data sources may result in different model parameterizations,
although having the same watershed characteristics. This may cause parameters overly
influential in model results, which is also known as an equifinality [15,39]. We did not find a consistent pattern that the nearer gauge (i.e., NOAA-Edwardsville)
station precipitation model performance is better (close to the CFSR model) than the farther
gauge (i. e., NOAA-St. Louis) considering different statistical model performance indicators
(MAE and R) for groundwater elevations and surface water flows at individual random
stations (Table 3). However, Radcliffe and Mukundan [35], found better results from the
model that has precipitation measured at a nearer gauge station than for the farther one. CFSR Vs NOAA-Edwardsville (R = 0.31) measured precipitation had a higher correla-
tion than for CFSR Vs NOAA-St. Louis (0.005) (Figure 7b,c). Our results showed a similar
pattern (NOAA-Edwardsville performing better) for simulated groundwater elevations
and surface water considering R (Table 3). However, NOAA-St. Louis model had a lower
average MAE than for the NOAA-Edwardsville, despite NOAA-Edwardsville average
precipitation being closer to the CFSR. The average ± SD (standard deviation) precipita-
tion (April 2005 to January 2007) at CFSR, NOAA-Edwardsville, and NOAA-St. Louis
gauge stations were 2.43 ± 6.34 mm, 2.46 ± 7.33 mm, and 2.17 ± 6.72 mm, respectively. Nevertheless, we just considered two gauge stations located around the watershed, but
need to analyze results based on multiple gauges farther apart spatially before drawing
any concrete conclusion regarding the model performance based on spatial distances of
gauge stations. 4.2. Effects of Precipitation on Groundwater and Surface Water An analysis of the most sensitive variable (groundwater elevation or surface water
flow) showed that the effect of precipitation is more considerable in surface water flows
(0.81% to 11.19%), than groundwater elevations (0.06% to 0.08%) (Table 4). Effects vary
noticeably considering individual stations and daily average flows and groundwater
elevations (Figures 4 and 5). Although past studies have shown contradicting results
regarding the relationship between precipitation and groundwater elevations [50–52], our
results showed minimal (0.06% to 0.08%) effects of precipitation on simulated groundwater
elevations. Our results are consistent with Gardner and Heilweil [94], where they concluded
groundwater elevations respond slowly to precipitation. Our study did not show a systematic change in surface water flows as a result of the
difference in precipitation (Figure 6) but they were season-specific. We found the lowest Hydrology 2022, 9, 37 14 of 18 difference in surface water flows in summer and fall seasons, which might be due to a
higher evapotranspiration rate resulting in lower flows in rivers [95]. Evapotranspiration
increases with higher atmospheric temperature and impacts surface runoff balance in
river systems. The difference in surface water flow change depends on precipitation,
atmospheric temperature, evapotranspiration as well as groundwater contributions [50–53],
which support our results. Surface water flows changes were relatively less in summer
and fall seasons despite higher differences in precipitation (Figure 6) because of higher
evapotranspiration from the system [95]. Decreasing trends in baseflow within the US
Midwest are attributed to increasing temperatures and evapotranspiration during the
summer months [53]. 4.3. Study Application Our study has shown that care should be taken while selecting input datasets (e.g.,
precipitation) for hydrological model development and forecasting hydrological pro-
cesses [16,39]. Many important factors should be considered before selecting precipitation
data sources for simulating groundwater elevations and surface water flows, for exam-
ple, the spatial and temporal scale of the model, rain gauge data availability, watershed
area, input data quality, and model structure and spatial discretization [28]. Based on our
results, the effects of precipitation uncertainties on simulated surface water flows vary
season by season because of changing atmospheric temperature and evapotranspiration
processes [95]. Our results suggested that high temporal and spatial resolution input data
and the data used for model calibration (groundwater elevation and surface water flows)
would improve hydrological model performance to simulate surface water flows than for
groundwater elevations. The results emphasized the importance of the accurate input
datasets (e.g., precipitation) for reliable model predictions [39,48]. The model developed
in this study can be used to simulate hydrological processes in the future for the Canteen–
Cahokia watershed to analyze impacts on future climate change and land cover changes
due to urbanization on the hydrological process (groundwater elevations and surface
water flows), and subsequent impacts on ecosystems (aquatic and riparian) and urban
flooding [96,97]. This study is focused on a small watershed; therefore, further studies are
required to transfer the findings to other watersheds in different geographic regions and
large watersheds. 5. Conclusions A spatially distributed MIKE SHE integrated hydrological model was calibrated and
validated with daily averaged measured groundwater elevations and surface water flows. The calibrated model was used to analyze the effects of different precipitation on simulated
hydrologic processes (i.e., groundwater elevations and surface water flows). The MIKE SHE
model was able to predict surface water flows and groundwater elevations with reasonable
accuracy at daily time steps for a small watershed. The study did not conclusively show
that the model based on precipitation measured at nearer gauge (NOAA-Edwardsville)
performs better than the model based on farther gauge (NOAA-St. Louis) precipitation. The analyses for the most sensitive model output variable showed that differences
in precipitation had noticeable (0.81% to 11.19%) effect on simulated surface water flows,
whereas it had minimal (0.06% to 0.08%) effects on groundwater elevations. We found
greater differences in simulated surface water flows in spring (12.9%) and winter (36%)
compared to summer (11.4%) and fall (4.6%) due to difference in precipitations (6% to 18%)
measured at NOAA-Edwardsville and NOAA-St. Louis gauges. The study showed that
uncertainties in precipitation on simulated surface water flows vary with the season in a
small watershed. Hydrology 2022, 9, 37 15 of 18 15 of 18 Author Contributions: Conceptualization, R.B.; Data curation, S.P.; Formal analysis, S.P.; Funding
acquisition, R.B.; Investigation, R.B.; Methodology, S.P. and R.B.; Software, S.P.; Supervision, R.B.;
Validation, S.P.; Writing—original draft, S.P. and R.B.; Writing—review & editing, S.P. and R.B. 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. Data Availability Statement: Please contact corresponding author for data. Data Availability Statement: Please contact corresponding author for data. Acknowledgments: We acknowledge Danish Hydraulic Institute (DHI) for providing MIKE SHE
and MIKE Hydro software for the study. We would like to thank SIUE Undergraduate Research and
Creative Activities (URCA) student, Abin Paudel for helping to analyze NOAA precipitation data. The comments from the reviewers’ earlier versions helped us to improve the manuscript significantly. Sabin Paudel is funded through SIUE Civil Engineering Department and Graduate School during his
study period. We also acknowledge Ryan Fries and Yan Qi for constructive comments in an earlier
version of the manuscript. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 1.
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https://openalex.org/W2058403516
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https://bmcinfectdis.biomedcentral.com/counter/pdf/10.1186/1471-2334-13-43
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English
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Identification and characterisation of vaginal lactobacilli from South African women
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BMC infectious diseases
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Abstract Background: Bacterial vaginosis (BV), which is highly prevalent in the African population, is one of the most
common vaginal syndromes affecting women in their reproductive age placing them at increased risk for sexually
transmitted diseases including infection by human immunodeficiency virus-1. The vaginal microbiota of a healthy
woman is often dominated by the species belonging to the genus Lactobacillus namely L. crispatus, L. gasseri, L. jensenii and L. iners, which have been extensively studied in European populations, albeit less so in South African
women. In this study, we have therefore identified the vaginal Lactobacillus species in a group of 40 African women
from Soweto, a township on the outskirts of Johannesburg, South Africa. Methods: Identification was done by cultivating the lactobacilli on Rogosa agar, de Man-Rogosa-Sharpe (MRS) and
Blood agar plates with 5% horse blood followed by sequencing of the 16S ribosomal DNA. BV was diagnosed on
the basis of Nugent scores. Since some of the previous studies have shown that the lack of vaginal hydrogen
peroxide (H2O2) producing lactobacilli is associated with bacterial vaginosis, the Lactobacillus isolates were also
characterised for their production of H2O2. Results: Cultivable Lactobacillus species were identified in 19 out of 21 women without BV, in three out of five women
with intermediate microbiota and in eight out of 14 women with BV. We observed that L. crispatus, L. iners, L. jensenii, Results: Cultivable Lactobacillus species were identified in 19 out of 21 women without BV, in three out of five women
with intermediate microbiota and in eight out of 14 women with BV. We observed that L. crispatus, L. iners, L. jensenii,
L. gasseri and L. vaginalis were the predominant species. The presence of L. crispatus was associated with normal
vaginal microbiota (P = 0.024). High level of H2O2 producing lactobacilli were more often isolated from women with
normal microbiota than from the women with BV, although not to a statistically significant degree (P = 0.064). L. gasseri and L. vaginalis were the predominant species. The presence of L. crispatus was associated with normal
vaginal microbiota (P = 0.024). High level of H2O2 producing lactobacilli were more often isolated from women with
normal microbiota than from the women with BV, although not to a statistically significant degree (P = 0.064). Conclusion: The vaginal Lactobacillus species isolated from the cohort of South African women are similar to those
identified in European populations. * Correspondence: harold.marcotte@ki.se
1Division of Clinical Immunology, Department of Laboratory Medicine,
Karolinska University Hospital, Huddinge, Stockholm, Sweden
4Department of Laboratory Medicine, Division of Clinical Immunology, F79,
Karolinska Institutet, Stockholm S-141 86, Sweden
Full list of author information is available at the end of the article Abstract In accordance with the other published studies, L. crispatus is related to a normal
vaginal microbiota. Hydrogen peroxide production was not significantly associated to the BV status which could be
attributed to the limited number of samples or to other antimicrobial factors that might be involved. Keywords: Bacterial vaginosis, Lactobacillus, South Africa, Hydrogen peroxide Identification and characterisation of vaginal
lactobacilli from South African women Sonal Pendharkar1, Tebogo Magopane2, Per-Göran Larsson3, Guy de Bruyn2, Glenda E Gray2,
Lennart Hammarström1 and Harold Marcotte1,4* Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Open Access © 2013 Pendharkar 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. Identification of lactobacilli Identification of lactobacilli
Genomic DNA was extracted from lactobacilli using
Qiagen’s DNAeasy Blood & Tissue extraction kit (Qiagen
GmbH, Hilden, Germany). The isolates were identified to
the species level by sequencing the 16S ribosomal RNA
(rRNA) gene as described previously [21]. Briefly, the
complete 16S rRNA gene (1.5 kb) was amplified by PCR
using the primers P0 (50-GAGAGTTTGATCCTGGCT
CAG-30) and P6 (50-CTACGGCTACCTTGTTACGA-30)
and sequenced. The obtained sequences were then sub-
jected to nucleotide-nucleotide BLAST using BLASTN
(http://www.ncbi.nlm.nih.gov/) and subsequently compared
to the 16SrRNA sequences of typed strains to validate the
results. The identification of Lactobacillus species was con-
sidered confirmed if the sequences showed 99-100% hom-
ology with the typed strain. The following typed strains and
16S rRNA gene sequence (Genbank accession number)
were used for the comparisons: L. mucosae strain CCUG
43179 (AF126738), L. paracasei strain ATCC 25302
(HQ423165), L. ruminis strain ATCC 27782 (CP003032)
and NBRC 102161 (AB326354), L. crispatus strain ATCC Background production, by producing various bacteriostatic and bac-
tericidal substances such as hydrogen peroxide (H2O2) and
through competitive exclusion. Decrease in the number of
lactobacilli and overgrowth of diverse anaerobes is asso-
ciated with an increased incidence of bacterial vaginosis
(BV) [4,5], which is one of the most common vaginal syn-
dromes among women in their reproductive age [6-8]. BV
is associated with an increased susceptibility to sexually
transmitted diseases including infection by human im-
munodeficiency virus-1 (HIV-1) [9-11] where the elevated
vaginal pH associated with BV may allow the survival of The vaginal microbiota of a healthy woman is often domi-
nated by lactobacilli. The most commonly identified Lacto-
bacillus species include L. crispatus, L. gasseri, L. jensenii
and L. iners [1-3]. Lactobacilli are thought to play an im-
portant role in protecting the host from urogenital infec-
tion by lowering the environmental pH through lactic acid Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Page 2 of 7 Page 2 of 7 Human Research Ethics Committee (Medical), University
of the Witwatersrand, Johannesburg (Ethical permit num-
ber M011138). A regional ethical permit was also granted
by Regionala Etikprövningdnämnden, Stockholm, for ana-
lysing these samples (Diarienummer: 2012/1362-31/1). HIV. Moreover, BV associated microbiota has been shown
to enhance HIV-1 transcription and replication [12]. It has previously been shown that exogenously applied
lactobacilli can persist on the mucosal surface of the va-
gina, displace BV and restore a normal vaginal microbiota
[13,14]. Given the high prevalence of BV in women in
many sub-Saharan African countries with HIV epidemics
(20%-60%), colonisation by exogenous lactobacilli may
help to reduce the risk of HIV-1 transmission [9]. Further-
more, delivery of a microbicide by lactobacilli colonising
the vagina has previously been suggested as a strategy for
prevention of HIV transmission, particularly in developing
countries [15]. Cultivation of lactobacilli The swabs were transported at room temperature to the
laboratory in Sweden within a maximum of two days. The
swabs were directly streaked onto Rogosa agar (BD
Difco™Rogosa SL agar, Becton, Dickinson and Company,
Spark, MD), Columbia agar (BD Difco™Columbia Blood
Agar Base) with 5% horse blood and de Man-Rogosa-
Sharpe (MRS) agar (BD Difco™Lactobacilli MRS broth)
within 24 hours of arrival. The swabs were then vortexed
in 1ml sterile PBS (pH 7.4) to prepare bacterial suspen-
sions. The bacterial suspensions were diluted tenfold se-
rially (three dilutions per suspension) and each dilution
(100 μl) was plated onto the three different agar plates as
described above [20]. Plates were incubated for 48 hours
at 37°C in an incubator in anaerobic condition using BD
GasPack™EZ gaz generating systems (Becton, Dickinson
and Company, Sparks, MD). Colonies with different
morphology yielding variable rods were re-streaked. Re-
spective colonies from re-streaked plates were Gram
stained and the colonies with Gram positive rods were
used to inoculate the MRS broth medium. Small transpa-
rent colonies from blood agar plates yielding Gram positive
bacilli not growing in MRS broth were collected directly
from the plates and used for genomic DNA isolation. Gly-
cerol stocks (15%) were prepared and stored at −80°C. Eight
to 12 different colonies were picked per sample. Hence, a better understanding of the species compo-
sition and ecology of bacterial ecosystems may help to
develop better prophylaxis against BV and HIV. If the
Lactobacillus species isolated from African women are
similar to those in America and Europe, where probiotic
studies have been performed, similar strategies utilising
probiotic and engineered lactobacilli could be applied in
Africa. Some studies reported differences in the com-
position of vaginal microbiota among different ethnic
groups in North America, where a higher incidence of
vaginal communities not dominated by lactobacilli was
observed in black women [16,17]. However, the few
studies performed in Africa to date suggest that the va-
ginal Lactobacillus species predominant among black
women are similar to those dominating in American and
European studies [18,19]. In preparation to study the colonisation efficiency of
exogenously applied vaginal lactobacilli and to treat BV
in South African women, we have therefore identified
the cultivable vaginal Lactobacillus species in women
with or without BV in Soweto. Hydrogen peroxide (H2O2) production test Hydrogen peroxide (H2O2) production test
Lactobacillus isolates were streaked onto a 20 ml MRS
agar plate containing 0.25 mg/ml 3,3’, 5,5’-tetramethyl-
benzidine (TMB) (Sigma-Aldrich, St-Louis, MO) and
0.01 mg/ml of horseradish peroxidase (HRP) (Sigma-
Aldrich). Plates were incubated in anaerobic condition
using the BD Gas Pack™anaerobic container system for
72 hours and were exposed to air for 30 minutes before
scoring them for blue coloration. HRP generates O2
from any H2O2 produced by the lactobacilli which in
turn oxidises the TMB substrate to form a blue pigment. On the basis of the blue coloration, isolates were scored
for H2O2 production as 0 for no blue coloration, 1 for
light blue, 2 for moderate and 3 for dark blue coloration. Since it was difficult to culture L. iners on MRS agar
medium, L. iners isolates were not included in the H2O2
production test. Hydrogen peroxide (H2O2) production and BV status
All the isolates but L. iners were tested and scored for
H2O2 production on a scale of zero to three on the basis
of blue coloration. L. iners was not evaluated for H2O2
production since they do not grow on MRS agar plates. Production of H2O2 was observed in the majority of the
L. crispatus (90%), L. jensenii (86%) and L. vaginalis
(80%) isolates and in a lower proportion of the L. gasseri
isolates (30%). L. ruminis, L. coleohominis, L. paracasei
were non-producers. Among the most commonly iso-
lated species, the proportion of isolates producing high
levels of H2O2 (score 2 and 3) was significantly higher
(Fisher test, P<0.001) for L. jensenii (52 %), L. crispatus
(33 %) and L. vaginalis (79%) than L. gasseri (0%). 33820 (AF257097) & DSM 20584T (FR683088), L. coleoho-
minis DSM 14060 (AM113776), L. vaginalis strain ATCC
49540 (AF243177) and KC19 (AF243154), L. iners strain
DSM 13335 (NR_036982) and CCUG 28746T (Y16329),
L. gasseri ATCC 33323 (AF519171) and L. jensenii strain
ATCC 25258 (AF243176). 33820 (AF257097) & DSM 20584T (FR683088), L. coleoho-
minis DSM 14060 (AM113776), L. vaginalis strain ATCC
49540 (AF243177) and KC19 (AF243154), L. iners strain
DSM 13335 (NR_036982) and CCUG 28746T (Y16329),
L. gasseri ATCC 33323 (AF519171) and L. jensenii strain
ATCC 25258 (AF243176). women with BV but not in women with normal or inter-
mediate microbiota (Table 1). Lactobacillus colonisation
was observed in women both with and without BV,
where cultivable Lactobacillus species were identified in
19 out of 21 women with normal microbiota, in three
out of five women with intermediate microbiota and in
eight out of 14 women with BV. Statistical analysis Fisher’s exact test was performed to test the relation bet-
ween BV status (normal microbiota vs. BV) and the pre-
sence of any lactobacilli, specific Lactobacillus species and
high/low H2O2-producing lactobacilli. Two-tailed P values
less than 0.05 were considered statistically significant. All
the comparisons were performed with GraphPad Prism 4
software (GraphPad Software, Inc., La Jolla, Ca). The isolation of strong H2O2 producers (either L. jensenii,
L. crispatus or L. vaginalis with a score of 2 or 3) was in
general more frequent in women with a normal microbiota
than in the women with an intermediate microbiota or BV. However H2O2 production as an individual factor did not
contribute significantly to the normal vaginal microbiota
(Fisher test, normal Vs. BV microbiota, P = 0.064)
(Figure 3). Determination of BV A total of 196 isolates were cultured from 40 swabs and
30 women (75%) were identified with cultivable Lactoba-
cillus species. L. crispatus, L. iners and L. gasseri were
identified in 10 (33%), 8 (27%) and 7 (23%) women re-
spectively, whereas L. vaginalis and L. jensenii colonised
five (17%) women each. These were the most commonly
identified Lactobacillus species. Other Lactobacillus spe-
cies identified were L. ruminis, L. mucosae, L. paracasei
and L. coleohominis (Figure 1). Among the 30 women har-
bouring lactobacilli, nine were colonised by more than
one Lactobacillus species (Table 2). L. crispatus was only
isolated from women with normal microbiota whereas the
other predominant Lactobacillus species (L. jensenii,
L. gasseri, L. vaginalis and L. iners) were isolated from
women both with and without BV (Figure 2). The two
women who were colonised by L. ruminis only and the
one woman who was colonized by a mix of L. ruminis,
L. mucosae and L. paracasei were identified with BV and
intermediate microbiota, respectively. Colonisation by any
lactobacilli and in particular L. crispatus was significantly
associated with a normal vaginal microbiota (Fisher test,
normal vs. BV microbiota, P = 0.0386 and P = 0.024 res-
pectively) but not the colonisation by other Lactobacillus
species. Vaginal smears were Gram stained and graded on a 10
point scale based on the presence of lactobacilli and
other anaerobes as described by Nugent [22] for normal
microbiota (score 0–3), intermediate microbiota (score
4–6) and BV (score 7–10). In brief, a score of zero to
four is given individually for the presence of lactobaci-
lli and for Gardnerella/Bacteroides morphotypes and a
score of zero to two for curved Gram variable rods. The
sum of all scores is a representative of the BV score. The
presence of epithelial cells covered with bacteria (clue
cells), a critical component of the Amsel’s clinical criteria
for BV, was also noted [23]. Sample collection Forty premenopausal and HIV uninfected black women
aged 18–44 years with or without BV were recruited for
the study. Study participants were randomly selected
among women who visited the Perinatal HIV Research
Unit (PHRU) in Chris Hani Baragwanath Hospital, So-
weto and received voluntary HIV counseling and testing. Inclusion criteria were their willingness to provide the
informed consent, passing the assessment of under-
standing, BHCG negative status (non-pregnant) and
belonging to a low risk group for HIV acquisition. The
women were non-menstruating and not taking antibio-
tics at the time of sample collection. Vaginal swabs were
collected in Amies agar gel medium with charcoal
(Copan Venturi TranssystemW Copan Diagnostics, Italy). Simultaneously, a second similar swab was used to pre-
pare a smear on a glass slide for BV scoring. The ethical
approval for collection of swab samples was granted by Page 3 of 7 Page 3 of 7 Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 33820 (AF257097) & DSM 20584T (FR683088), L. coleoho-
minis DSM 14060 (AM113776), L. vaginalis strain ATCC
49540 (AF243177) and KC19 (AF243154), L. iners strain
DSM 13335 (NR_036982) and CCUG 28746T (Y16329),
L. gasseri ATCC 33323 (AF519171) and L. jensenii strain
ATCC 25258 (AF243176). BV status and Lactobacillus colonisation Nugent scoring of the Gram stained vaginal smears
revealed that 21 women had a normal vaginal micro-
biota, five had an intermediate microbiota and 14 had
BV. The presence of clue cells was observed in all the Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Page 4 of 7 Table 1 Study participants characteristics
Normal Intermediate
BV
Women
Total
N=21
N=5
N=14
40
Mean age (range)
27
(19–40)
29
(22–40)
27
(19–44)
27
(18–44)
Median (and range) of
Nugent scores
1 (0–2)
5 (4–6)
8 (8–10)
Number of samples with
clue cells
0
0
14
14
Presence of Gardnerella
morphotypes on
microscopy
0
5
14
19
Presence of Mobiluncus
morphotypes on
microscopy
0
0
3
3
Presence of any
Lactobacillus species on
culture
19
3
8
30
Presence of L. crispatus
on culture
10
0
0
10 Table 2 Colonising Lactobacillus species in thirty women
Colonising species
No. of
women
colonised
Nugent score
0-3
4-6
7+
L. crispatus
4
4
L. iners
7
4
1
2
L. gasseri
4
2
1
1
L. jensenii
2
1
1
L. vaginalis
2
1
1
L. ruminis
2
2
L. crispatus, L. jensenii
2
2
L. crispatus, L. gasseri
1
1
L. crispatus, L. vaginalis
1
1
L. crispatus, L. coleohominis
1
1
L. iners, L. vaginalis
1
1
L. crispatus, L. vaginalis, L. gasseri
1
1
L. mucosae, L. paracasei, L. ruminis
1
1
L. gasseri, L. jensenii
1
1 able 1 Study participants characteristics Colonising Lactobacillus species in thirty women Discussion Therefore, our
results need to be confirmed in a larger cohort preferably
using a longitudinal study design, combined with data on
subjects' behaviors. L. crispatus strains were found to be strong H2O2 pro-
ducers [5]. On the contrary, L. iners, L. gasseri and
L. jensenii were isolated from women with normal
microbiota and BV. The presence of these Lactobacillus
species in women with BV could be due to their poorer
colonisation resistance, thereby allowing overgrowth of
other bacteria or due to their better resistance for the
environmental conditions associated with BV. Longitu-
dinal studies in pregnant women have shown that the
women harboring these Lactobacillus species, particu-
larly L. gasseri and L. iners, are more susceptible to BV
compared to the women colonised by L. crispatus [26]. It has also been suggested that L. iners may become a
dominant part of the vaginal microbiota when the
microbiota is in a transitional stage between abnormal
and normal [27]. L. crispatus strains were found to be strong H2O2 pro-
ducers [5]. On the contrary, L. iners, L. gasseri and
L. jensenii were isolated from women with normal
microbiota and BV. The presence of these Lactobacillus
species in women with BV could be due to their poorer
colonisation resistance, thereby allowing overgrowth of
other bacteria or due to their better resistance for the
environmental conditions associated with BV. Longitu-
dinal studies in pregnant women have shown that the
women harboring these Lactobacillus species, particu-
larly L. gasseri and L. iners, are more susceptible to BV
compared to the women colonised by L. crispatus [26]. It has also been suggested that L. iners may become a
dominant part of the vaginal microbiota when the
microbiota is in a transitional stage between abnormal
and normal [27]. The vast majority of clinical studies have established
an inverse association between BV and the occurrence
of vaginal H2O2-producing Lactobacillus species. In a 2-
year follow-up study, Hawes et al. documented that the
acquisition of bacterial vaginosis was strongly associated
with a lack or loss of hydrogen peroxide producing
lactobacilli [5]. Although the results of the numerous
clinical studies suggest that BV is caused by the lack of The production of H2O2 by L. iners isolates was not
evaluated as these strains grow poorly on MRS contai-
ning TMB substrate. Most L. Discussion BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 vaginal H2O2-producing Lactobacillus species; the estab-
lished correlation may not necessarily indicate causality. Lactobacilli that produce H2O2 have been shown in vitro
to inhibit the growth of various microorganisms, including
Gardnerella vaginalis, anaerobes, Neisseria gonorrhoeae as
well as the survival of HIV [28-31], but the relative contri-
bution of the H2O2 produced by the Lactobacillus species
to the overall antimicrobial effect is still a matter of de-
bate. Under the hypoxic conditions that generally prevail
in the vagina, H2O2 production by vaginal lactobacilli is
undetectable (detection threshold 10 nM). Additionally,
studies have shown that the cervicovaginal fluid and
semen have a significant H2O2-blocking activity and that
physiological concentrations of H2O2 below 100 μM did
not kill any of the tested BV-associated bacteria [32]. 0
10
20
30
40
50
60
70
% women colonised
% Normal
% Intermediate/BV
*
*
Figure 2 Association between colonising lactobacilli and BV
status defined by Nugent Score. * Significantly different
(p value < 0.05) according to a two tailed Fisher’s exact test. Figure 2 Association between colonising lactobacilli and BV
status defined by Nugent Score. * Significantly different
(p value < 0.05) according to a two tailed Fisher’s exact test. In this study, we found that the majority of L. crispatus,
L. jensenii and L. vaginalis isolates from South African
women were producing H2O2, corroborating previous
results [33,34]. Similar to the other reports, we have also
observed that a high proportion of L. crispatus, L. jensenii
and L. vaginalis isolates were strong H2O2 producers
while all the L. gasseri isolates were low producers
[24,30,33,35]. The presence of these strong H2O2 produ-
cers was higher in women with a normal microbiota al-
though
not
to a
significant level. The absence
of
significant inverse association between BV and the occur-
rence of vaginal H2O2-producing Lactobacillus species in
the present study could be due to different factors. Our
sample size was rather small and a single sampling occa-
sion may not properly reflect the status of the vaginal
microbiota of a woman as changes in the microflora du-
ring the menstrual cycle has been documented previously. Several studies have indicated that Lactobacillus growth
increases throughout the menstrual cycle, but decreases
during the menses [36,37]. Furthermore, we did not re-
cord any behavioral factors that might have affected the
vaginal microbiota status during the study. Discussion Akunam et al. [19] in Nigeria and more recently, Damelin
et al. in South Africa [18], where the same predominant
vaginal Lactobacillus species were isolated. With an increasing number of HIV-1 infected individuals
and women being at a higher risk of acquiring HIV infec-
tion, it is of great importance to improve women’s vaginal
health especially in the high risk population for sexually
transmitted diseases. It is estimated that nearly one-third
of all new HIV cases in South African population might be
prevented if all cases of BV could be cured [9]. With an
aim to restore the vaginal health through the adminis-
tration of exogenous Lactobacillus among South African
women, it was important to identify the Lactobacillus spe-
cies that colonise women in this region. Our finding indi-
cates that the Lactobacillus species (L. crispatus, L. iners,
L. gasseri, L. vaginalis and L. jensenii) that dominate the
vaginal microbiota in our cohort are similar to those pre-
dominating in European and American women [1,2,24]. Our results are in accordance with studies conducted by As previously reported, the presence of Lactobacillus
species was a major determinant of a normal vaginal
microbiota [25,26]. More particularly, the isolation of
L. crispatus was strongly associated with the normal va-
ginal microbiota of women in the study as none of the
women colonised by L. crispatus had BV or an inter-
mediate microbiota. A number of previous studies have
also shown an association between absence of BV and
the presence of L. crispatus [1,2,24]. Furthermore, longi-
tudinal analysis of the microbiota has shown that the
presence of L. crispatus promotes stability of the vaginal
microbiota [26]. The ability of L. crispatus to produce
H2O2 has been suggested as an important factor in
maintaining the normal vaginal mirobiota as most of the L. crispatus
L. iners
L. gasseri
L. jensenii
L. vaginalis
L. ruminis
L. mucosae
L. paracasei
L. coleohominis
(10, 33%)
(8, 27%)
(7, 23%)
(1 each, 3%)
(3, 10%)
(5, 17%)
(5, 17%)
Figure 1 Distribution of colonising Lactobacillus species in South African women. The number and percentage of women colonised by the
Lactobacillus species is indicated in parenthesis. Figure 1 Distribution of colonising Lactobacillus species in South African women. The number and percentage of women colonised by the
Lactobacillus species is indicated in parenthesis. Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Page 5 of 7 Pendharkar et al. Conclusions The vaginal Lactobacillus species identified in black
South African women from Soweto are similar to those
identified in women from European populations. Colo-
nising Lactobacillus species, in particular L. crispatus,
contribute to a normal vaginal microbiota. High H2O2
producers were more frequently isolated from women
without BV, although not to a statistically significant
degree which might be due to the small sample size. The
similarity in the species composition between European
and African women suggest that, similar to the studies
conducted in North European populations [12,21], ad-
ministration of exogenously applied lactobacilli (pro-
biotic or designer probiotics) in South African women
could potentially be used for treatment of BV and thus
reduce the occurrence of infection by sexually transmit-
ted pathogens, including HIV-1. 5. Hawes SE, Hillier SL, Benedetti J, Stevens CE, Koutsky LA, Wolner-Hanssen P,
Holmes KK: Hydrogen peroxide-producing lactobacilli and acquisition of
vaginal infections. J Infect Dis 1996, 174:1058–1063. 6. Spiegel CA: Bacterial vaginosis. Clin Microbiol Rev 1991, 4:485. 6. Spiegel CA: Bacterial vaginosis. Clin Microbiol Rev 1991, 4:485. 7. Koumans EH, Sternberg M, Bruce C, McQuillan G, Kendrick J, Sutton M,
Markowitz LE: The prevalence of bacterial vaginosis in the United States,
2001–2004; associations with symptoms, sexual behaviors, and
reproductive health. Sex Transm Dis 2007, 34:864–869. 8. Taha TE, Gray RH, Kumwenda NI, Hoover DR, Mtimavalye LA, Liomba GN,
Chiphangwi JD, Dallabetta GA, Miotti PG: HIV infection and disturbances
of vaginal flora during pregnancy. J Acquir Immune Defic Syndr Hum
Retrovirol 1999, 20:52–59. 8. Taha TE, Gray RH, Kumwenda NI, Hoover DR, Mtimavalye LA, Liomba GN,
Chiphangwi JD, Dallabetta GA, Miotti PG: HIV infection and disturbances
of vaginal flora during pregnancy. J Acquir Immune Defic Syndr Hum
Retrovirol 1999, 20:52–59. 9. Myer L, Denny L, Telerant R, de SM, Wright TC Jr, Kuhn L: Bacterial
vaginosis and susceptibility to HIV infection in South African women: a
nested case–control study. J Infect Dis 2005, 192:1372–1380. 9. Myer L, Denny L, Telerant R, de SM, Wright TC Jr, Kuhn L: Bacterial
vaginosis and susceptibility to HIV infection in South African women: a
nested case–control study. J Infect Dis 2005, 192:1372–1380. 10. Taha TE, Hoover DR, Dallabetta GA, Kumwenda NI, Mtimavalye LA, Yang LP,
Liomba GN, Broadhead RL, Chiphangwi JD, Miotti PG: Bacterial vaginosis
and disturbances of vaginal biota: association with increased acquisition
of HIV. AIDS 1998, 12:1699–1706. 10. Authors’ contributions
GEG GdB HM LH d GEG, GdB, HM, LH designed the research project, SP, TM and PL performed
the experiments. Statistical analysis was performed by SP, HM and PG and
the paper was written by SP, HM and LH. All authors read and approved the
final manuscript. 14. Larsson P-G, Stray-Pedersen B, Ryttig KR, Larsen S: Human lactobacilli as
supplementation of clindamycin to patients with bacterial vaginosis
reduce the recurrence rate; a 6-month, double-blind, randomized,
placebo-controlled study. BMC Womens Health 2008, 8:3. 14. Larsson P-G, Stray-Pedersen B, Ryttig KR, Larsen S: Human lactobacilli as
supplementation of clindamycin to patients with bacterial vaginosis
reduce the recurrence rate; a 6-month, double-blind, randomized,
placebo-controlled study. BMC Womens Health 2008, 8:3. Competing interests Competing interests
The authors declare that they have no competing interests. 13. Marcone V, Calzolari E, Bertini M: Effectiveness of vaginal administration of
Lactobacillus rhamnosus following conventional metronidazole therapy:
how to lower the rate of bacterial vaginosis recurrences. New Microbiol
2008, 31:429–433. 13. Marcone V, Calzolari E, Bertini M: Effectiveness of vaginal administration of
Lactobacillus rhamnosus following conventional metronidazole therapy:
how to lower the rate of bacterial vaginosis recurrences. New Microbiol
2008, 31:429–433. Discussion iners strains have been
found to be non-H2O2 producers which might correlate
with our finding that these species was isolated in both
BV positive and negative women [33]. The production of
H2O2 in this species should be assessed on medium
adapted for the growth of L. iners. Furthermore, the pro-
portion of H2O2 producing lactobacilli (and not only
their presence) might also be important and the relative
amount of lactobacilli should be determined by molecu-
lar methods. Finally, although the production of H2O2
by lactobacilli maybe an important factor for mainte-
nance of the vaginal microbiota, other factors such as 0
2
4
6
8
0
1
2
3
No. of women
Scores for H2O2 production
Normal
Intermediate
BV
Figure 3 Relation between hydrogen peroxide production by
lactobacilli and the Nugent score. Scores for H2O2 production Figure 3 Relation between hydrogen peroxide production by
lactobacilli and the Nugent score. Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Pendharkar et al. BMC Infectious Diseases 2013, 13:43
http://www.biomedcentral.com/1471-2334/13/43 Page 6 of 7 competition for adherence and production of other anti-
microbial substances may also contribute to vaginal health
and might act in synergy with H2O2. Comparative ge-
nomic studies of the lactobacilli isolated from the vagina
of women with normal microbiota and BV might give a
clue of the factors involved in colonisation resistance. 2. Vásquez A, Jakobsson T, Ahrné S, Forsum U, Molin G: Vaginal lactobacillus
biota of healthy Swedish women. J Clin Microbiol 2002, 40:2746–2749. 3. Verhelst R, Verstraelen H, Claeys G, Verschraegen G, Delanghe J, Van Simaey L,
De Ganck C, Temmerman M, Vaneechoutte M: Cloning of 16S rRNA genes
amplified from normal and disturbed vaginal microbiota suggests a strong
association between Atopobium vaginae, Gardnerella vaginalis and
bacterial vaginosis. BMC Microbiol 2004, 4:16. 4. Cherpes TL, Hillier SL, Meyn LA, Busch JL, Krohn MA: A delicate balance:
risk factors for acquisition of bacterial vaginosis include sexual activity,
absence of hydrogen peroxide-producing lactobacilli, black race, and
positive herpes simplex virus type 2 serology. Sex Transm Dis 2008,
35:78–83. Received: 11 July 2012 Accepted: 18 January 2013
Published: 26 January 2013 Received: 11 July 2012 Accepted: 18 January 2013
Published: 26 January 2013 19. Anukam KC, Osazuwa EO, Ahonkhai I, Reid G: Lactobacillus vaginal
microbiota of women attending a reproductive health care service in
Benin city, Nigeria. Sex Transm Dis 2006, 33:59–62. Acknowledgements 15. Chang TL-Y, Chang C-H, Simpson DA, Xu Q, Martin PK, Lagenaur LA,
Schoolnik GK, Ho DD, Hillier SL, Holodniy M, Lewicki JA, Lee PP: Inhibition
of HIV infectivity by a natural human isolate of Lactobacillus jensenii
engineered to express functional two-domain CD4. Proc Natl Acad Sci
USA 2003, 100:11672–11677. 15. Chang TL-Y, Chang C-H, Simpson DA, Xu Q, Martin PK, Lagenaur LA,
Schoolnik GK, Ho DD, Hillier SL, Holodniy M, Lewicki JA, Lee PP: Inhibition
of HIV infectivity by a natural human isolate of Lactobacillus jensenii
engineered to express functional two-domain CD4. Proc Natl Acad Sci
USA 2003, 100:11672–11677. The study was supported by an international collaborative research grant
funded by the Swedish International Development Cooperation Agency
(Sida) (Swedish Research Links Programme) and the National Research
Foundation of South Africa. The South African AIDS Vaccine Initiative
provided funding for the screening protocol. 16. Ravel J, Gajer P, Abdo Z, Schneider GM, Koenig SSK, McCulle SL, Karlebach S,
Gorle R, Russell J, Tacket CO, Brotman RM, Davis CC, Ault K, Peralta L, Forney LJ:
Vaginal microbiome of reproductive-age women. Proc Natl Acad Sci USA
2011, 108(1):4680–4687. 16. Ravel J, Gajer P, Abdo Z, Schneider GM, Koenig SSK, McCulle SL, Karlebach S,
Gorle R, Russell J, Tacket CO, Brotman RM, Davis CC, Ault K, Peralta L, Forney LJ:
Vaginal microbiome of reproductive-age women. Proc Natl Acad Sci USA
2011, 108(1):4680–4687. Conclusions Taha TE, Hoover DR, Dallabetta GA, Kumwenda NI, Mtimavalye LA, Yang LP,
Liomba GN, Broadhead RL, Chiphangwi JD, Miotti PG: Bacterial vaginosis
and disturbances of vaginal biota: association with increased acquisition
of HIV. AIDS 1998, 12:1699–1706. 11. van de Wijgert JHHM, Morrison CS, Brown J, Kwok C, Van Der Pol B, Chipato T,
Byamugisha JK, Padian N, Salata RA: Disentangling contributions of
reproductive tract infections to HIV acquisition in African Women. Sex Transm Dis 2009, 36:357–364. 11. van de Wijgert JHHM, Morrison CS, Brown J, Kwok C, Van Der Pol B, Chipato T,
Byamugisha JK, Padian N, Salata RA: Disentangling contributions of
reproductive tract infections to HIV acquisition in African Women. Sex Transm Dis 2009, 36:357–364. Abbreviations Abbreviations
BV: Bacterial Vaginosis; HIV-1: Human immunodeficiency virus-1;
H2O2: Hydrogen peroxide; TMB: 3,3’, 5,5’-tetramethylbenzidine;
HRP: Horseradish peroxidase. 12. Al-Harthi L, Roebuck KA, Olinger GG, Landay A, Sha BE, Hashemi FB, Spear GT:
Bacterial vaginosis-associated microbiota isolated from the female
genital tract activates HIV-1 expression. J Acquir Immune Defic Syndr 1999,
21:194–202. 12. Al-Harthi L, Roebuck KA, Olinger GG, Landay A, Sha BE, Hashemi FB, Spear GT:
Bacterial vaginosis-associated microbiota isolated from the female
genital tract activates HIV-1 expression. J Acquir Immune Defic Syndr 1999,
21:194–202. Competing interests
The authors declare that they have no competing interests. 1.
Antonio MA, Hawes SE, Hillier SL: The identification of vaginal
Lactobacillus species and the demographic and microbiologic
characteristics of women colonized by these species. J Infect Dis 1999,
180:1950–1956. Author details
1 1Division of Clinical Immunology, Department of Laboratory Medicine,
Karolinska University Hospital, Huddinge, Stockholm, Sweden. 2Perinatal HIV
Research Unit (PHRU), Chris Hani Baragwanath Hospital, Soweto,
Johannesburg, South Africa. 3Department of Obstetrics and Gynaecology
Kärnsjukhuset, Skaraborg hospital and University of Skövde, Skövde SE-541
85, Sweden. 4Department of Laboratory Medicine, Division of Clinical
Immunology, F79, Karolinska Institutet, Stockholm S-141 86, Sweden. 17. Zhou X, Brown CJ, Abdo Z, Davis CC, Hansmann MA, Joyce P, Foster JA,
Forney LJ: Differences in the composition of vaginal microbial communities
found in healthy Caucasian and black women. ISME J 2007, 1:121–133. 17. Zhou X, Brown CJ, Abdo Z, Davis CC, Hansmann MA, Joyce P, Foster JA,
Forney LJ: Differences in the composition of vaginal microbial communities
found in healthy Caucasian and black women. ISME J 2007, 1:121–133. 18. Damelin LH, Paximadis M, Mavri-Damelin D, Birkhead M, Lewis DA,
Tiemessen CT: Identification of predominant culturable vaginal
Lactobacillus species and associated bacteriophages from women with
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2011, 60:180–183. Received: 11 July 2012 Accepted: 18 January 2013
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Fredricks DN: Temporal variability of human vaginal bacteria and
relationship with bacterial vaginosis. PLoS One 2010, 5:e10197. Submit your next manuscript to BioMed Central
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Revisitando la discusión entre Augusto Salazar y Leopoldo Zea. La filosofía latinoamericana: El lugar de un diferendo
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Revista de filosofía
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Revista de Filosofía
Volumen 76 (2019) 57-74
REVISITANDO LA DISCUSIÓN ENTRE
AUGUSTO SALAZAR BONDY Y LEOPOLDO ZEA.
LA FILOSOFÍA LATINOAMERICANA:
EL LUGAR DE UN DIFERENDO1
Cristóbal Friz Echeverría
Universidad de Santiago
cristobal.frize@usach.cl
Resumen / Abstract
El artículo revisita la discusión entre Augusto Salazar Bondy y Leopoldo Zea hacia
fines de la década de 1960 sobre la filosofía latinoamericana, con el objetivo de mostrar
que la misma es el lugar de un diferendo: de pugna entre posiciones y representaciones
disímiles, en algunos casos irreconciliables. Como se propone, lo que está en disputa
en tal controversia, es el significado de la filosofía y de lo filosófico, en contextos de
enunciación como América Latina. Para ello, se recorren diversos núcleos conceptuales
de la disputa, mostrándola como una discusión filosófica aún vigente.
Palabras clave: filosofía, América Latina, compromiso político-intelectual, tradición,
proyecto, identidad, universalidad, desplazamientos categoriales.
Revisiting the discussion between Augusto Salazar and Leopoldo Zea
This paper aims the discussion between Augusto Salazar Bondy and Leopoldo Zea about
lateinamerican philosophy, that takes place towards the end of the 1960s. The objective is
to show that this discussion is the place of a differendum; that means, of conflict between
dissimilar positions and representations, in some cases irreconcilable. As proposed, what
is discussed in that controversy is the meaning of philosophy and the philosophical, in
contexs of enunciation such Latin America. For this, we review some conceptual nuclei
of the dispute, showing it as a current philosophical discussion.
Keywords: Philosophy, Latin America, Political-intellectual engagement, Tradition,
Project, Identity, Universality, Conceptual displacements.
1
Proyecto FONDECYT de Iniciación Nº 11170435.
Revista de Filosofía
Cristóbal Friz Echeverría
A 50 años: Inactualidad y actualidad de una disputa
En 2018 se cumplen 50 años de la publicación de ¿Existe una filosofía de nuestra
América? (1968) del peruano Augusto Salazar Bondy (1925-1974), libro que
generó una serie de respuestas y reacciones entre filósofos y estudiosos del pensamiento
latinoamericano, de las cuales la más conocida es la del mexicano Leopoldo Zea (19122004), La filosofía americana como filosofía sin más (1969)2. ¿Por qué volver a esta
polémica, la que ha sido profusamente estudiada y comentada 3, y que acaso debiéramos
considerar añeja y superada? 4
Son múltiples las respuestas que podríamos esbozar: reparar, por ejemplo, en la
inflexión que comportó la disputa para el campo disciplinar de la historia de las ideas
2
3
4
58
En este trabajo referimos la decimotercera edición del libro de Salazar Bondy (1996) y la
decimosexta del de Zea (1996).
Sobre los comentarios y estudios de la discusión cabe destacar, cercanos cronológicamente
a la misma: Cerutti Guldberg (2006, primera edición de 1983), Gallardo (1974), Olmedo
(1972), Santos (1977). Posteriormente, Arpini (2003, 2016), además de múltiples obras
sobre el pensamiento filosófico latinoamericano en que la misma tiene un lugar señalado;
por ejemplo, Santos Herceg (2010).
La discusión sobre la existencia de una filosofía latinoamericana, en términos familiares
a los planteados por Salazar y Zea en las obras mencionadas se remonta a los seminarios
organizados por el hispano-mexicano José Gaos (1900-1969) desde el comienzo de su
exilio en México en 1938 –a los que asisten ambos autores–, donde promueve el estudio
de la filosofía y el pensamiento en lengua española, en que Gaos incluye al pensamiento
latinoamericano. Como puntualiza Dante Ramaglia, los principales ejes de discusión en
la filosofía latinoamericana a mediados del siglo XX son, entre otros, la preocupación por
la “originalidad”, la “autenticidad” y la “identidad cultural” (Ramaglia 2009, p. 382), los
que tienen lugar destacado en las obras de Salazar Bondy y Zea que acá nos ocupan.
Debe tenerse presente que, según clarifica Horacio Cerutti, la respuesta de Zea en su
libro La filosofía americana como filosofía sin más es solo el inicio de la polémica, la
que rebasará a los textos y a los autores. Ambos volverán a la misma en el Simposio de
Filosofía Latinoamericana que tiene lugar en San Miguel, Buenos Aires, en la Universidad
del Salvador en agosto de 1973, donde, como señala Manuel Ignacio Santos, “se sometió
a discusión el problema de una filosofía latinoamericana como filosofía de la liberación”
(Santos 1977, p. 19). Tras la muerte de Salazar Bondy en 1974, ese mismo año Zea escribe
un artículo en el que, según Cerutti, da por terminada la polémica, respetando el hecho de
que Salazar ya no pudiera dar respuesta a sus planteamientos (Cerutti Guldberg 2006, pp.
268-272). No obstante estas importantes indicaciones, aquí nos detendremos exclusivamente
en los ejes de la polémica consignados en los libros de 1968 y 1969, por considerar que en
ellos queda establecido el ámbito de problematicidad fundamental de la discusión entre
ambos autores.
José Santos Herceg habla, por ejemplo, de una “añeja y ya desperfilada disputa acerca de si
existe o no un pensamiento filosófico latinoamericano” (Santos Herceg 2012, p. 67), lo que
se complementa y explica con el parecer de Dante Ramaglia, para quien ya no se discute
dicha existencia dado el carácter manifiesto de sus expresiones relevantes (Ramaglia 2009,
p. 397).
Revisitando la discusión entre Augusto Salazar Bondy y Leopoldo Zea
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latinoamericanas (Arpini 2003, 2016); o en la importancia decisiva de la misma para la
constitución de la “filosofía latinoamericana de la liberación” (Cerutti Guldberg 2006,
Santos 1977); o en su impronta para el planteamiento del “problema de la conformación
de nuestra conciencia” (Gallardo 1974). No obstante, sin desatender ni desestimar estos
y otros motivos posibles, interesa acá prestar atención a la indicación de Arturo Roig
respecto de la importancia de estudiar a “nuestros clásicos” latinoamericanos (Roig 2009).
Siguiendo esta indicación de Roig, si los planteamientos de Salazar y Zea
tienen algo de clásicos, tal disputa tendría alguna relevancia en la actualidad: algo que
decirnos a nosotros; alguna pista respecto de algo sobre lo que debiéramos volver,
una y otra vez, a pensar. Esto puede ser particularmente válido para Chile, donde
la tradición latinoamericana –y de un modo genérico, toda tradición distinta que la
europeo-occidental– se halla aún en pugna por su incorporación y reconocimiento en
lo que la institucionalidad universitaria sanciona como lo filosófico.
En efecto, y como se mostrará a lo largo de este escrito, aquello disputado por los
autores es justamente el estatuto de la filosofía y lo filosófico: el significado y sentido
de la actividad filosófica, y las posibilidades de la misma en contextos de enunciación
distintos a los de Europa occidental. Interesará, por lo tanto, exponer esta disputa como
una discusión propiamente filosófica, que en cuanto tal nos conmina a pensar. Y por
tratarse de una controversia sobre el estatuto de lo filosófico, interesará revisitarla en sus
núcleos conceptuales, poniendo de manifiesto que ella es el lugar de un diferendo: de
pugna entre posiciones y representaciones disímiles, en algunos casos irreconciliables.
Contexto y coordenadas de la discusión: entre filosofía profesional y
compromiso político-intelectual
Como toda producción teórica, la discusión de Salazar Bondy y Zea supone un
complejo entramado de influencias y discursos, además de ser expresión y respuesta
a un determinado ánimo epocal. No me detendré acá en el tema de las influencias, o
en la actualidad de las lecturas de los autores, salvo en la medida en que sea necesario
para la presente exposición (estas cuestiones, por lo demás, han sido trabajadas en la
literatura que ha abordado la disputa).
Se tratará, más bien, de inscribir la controversia en una doble coordenada discursiva y
epocal, la que, como se procurará mostrar, comporta una serie de tensiones y complejidades
que atraviesan sus modos de enunciación, las condiciones de posibilidad de la discusión
misma y de lo que en ella se entiende (o puede entenderse) por filosofía, y por filosofía
latinoamericana. La coordenada propuesta, como se mostrará, está configurada por el
cruce de dos ejes: la profesionalización de la filosofía como actividad universitaria y
la asunción del ejercicio filosófico como quehacer comprometido políticamente.
El primer eje dice relación con lo que el hispano-argentino Francisco Romero (18911962) denominó, para referir el desarrollo de la filosofía en los países hispanoamericanos
desde fines de los 30 y la década del 40, como “normalidad filosófica” (o también
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“normalización filosófica”) (cf. Romero 1952)5. Para Romero, esta nueva etapa comporta,
a diferencia de las anteriores, el asentamiento de las condiciones institucionales e
intelectuales –es decir, el cultivo de la filosofía como labor profesional universitaria, y
una sólida formación filosófica– para el “normal” despliegue del filosofar en la región;
es decir, para su incorporación como una “función normal de la cultura”.
Normalidad filosófica, como ponen de manifiesto Carlos Ossandón (1984) y
José Santos Herceg (2010), es una noción fuertemente normativa y problemática. Por
una parte, comporta la identificación de filosofía con filosofía universitaria, según
el parámetro de la filosofía occidental contemporánea, lo que con Cecilia Sánchez
conduce a la escisión entre un filosofar mundano y uno académico, entre los tiempos
del mundo y el tiempo de la teoría (Sánchez 1992)6. Junto con ello, la normalización
supone que nuestra “vocación filosófica” adquiere “conciencia de sí”. Esto se pone de
manifiesto, además de en la interrogante por su historia, en la pregunta por su estatus y
sus posibilidades (su “autenticidad” y “originalidad”, por ejemplo), por sus relaciones
con la realidad en que se inserta, con la tradición occidental, etc.
El segundo eje atañe a la sensibilidad sesentista en América Latina, la que pone
en tensión el eje normativo de la normalidad filosófica, al tiempo que, con él, comparece
como trasfondo de la discusión de Salazar Bondy y Zea, y funge de contexto de
emergencia del pensamiento liberacionista latinoamericano contemporáneo7. Este ánimo
epocal, cuyo hito de apertura es según Eduardo Devés la Revolución cubana del 59, y
que tiene por cierre el golpe de Estado del 73 en Chile –razón por la que cabe hablar
de unos “largos 60”–, es rubricado por este autor bajo la consigna “todo es política”.
5
6
7
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La caracterización de la “normalidad filosófica” aquí desarrollada se remite principalmente al
estudio de Carlos Ossandón (1984). Para este proceso en el caso argentino, véase Ramaglia
(2007).
Según Sánchez, en Chile serían Pedro León Loyola (1889-1978) y Enrique Molina (18711964) quienes asentarían las bases de la “institucionalización universitaria de los estudios
filosóficos”, en función de la idea de una cierta “autonomía” del ejercicio filosófico respecto
de otros campos, particularmente el político.
Sumamente esclarecedoras son las declaraciones de Enrique Molina a comienzos de la
década de 1950, donde señala que figuras como Andrés Bello, José Victorino Lastarria,
Francisco Bilbao o Valentín Letelier no son filósofos propiamente tales. “Todos éstos
–comenta Molina– habían dedicado, sin duda, desvelos a la filosofía; pero vivían ante todo
absorbidos por los problemas sociales y políticos y por el afán de atender al progreso y
reestructuración de la colectividad”. La filosofía, para Molina, comprende exclusivamente
“las disciplinas que dicen relación con la indagación del ser y con la actitud del hombre
ante él”. Solo quien se ocupa de ellas es, en su opinión, “un especialista de la filosofía (…)
lo que se llamaría un filósofo en nuestros días” (Molina 1953, 9-10, 22).
En el contexto de este estudio, interesa inscribir la discusión de Salazar Bondy y Zea en los
comienzos o detonantes de la “filosofía de la liberación latinoamericana”, únicamente en
la medida en que ésta comporta la adopción expresa de un compromiso político-intelectual
por parte del quehacer filosófico en la región. Para este tema véase, entre otros, Cerutti
Guldberg (2006) y Santos (1977).
Revisitando la discusión entre Augusto Salazar Bondy y Leopoldo Zea
Revista de Filosofía
Dicha sensibilidad –que, en lo que acá interesa, supone que el ejercicio
intelectual puede y debe cumplir un rol importante en la comprensión y superación de
las condicionantes sociales estructurales que aquejan a los países latinoamericanos,
y de modo genérico, a los del denominado tercer mundo– bebe de distintas fuentes.
Entre ellas cabe destacar algunas escuelas filosóficas europeas (la fenomenología,
el existencialismo, el marxismo; es importante aquí la figura de Sartre como intelectual
comprometido) y los planteamientos de Paulo Freire y de la teología de la liberación.
Asimismo es importante el influjo de los movimientos de decolonización (bajo la
figura central de Frantz Fanon) y de los postulados de las ciencias económico-sociales
latinoamericanas; puntualmente, la teoría de la dependencia. Esta última viene a
complementar el análisis de clase, de raigambre marxista, con el análisis colonial,
postulando que es el propio desarrollo o modernización capitalista –analizado bajo el par
categorial metrópoli/satélite– el que ha subdesarrollado a América Latina, comportando
un colonialismo e imperialismo no solo económico, sino también cultural y mental: una
“ideología de dominación” (Devés 2003-2004, Tomo II, Parte V, cap. I-III).
Según lo ya mencionado, considero que esta doble coordenada –profesionalización
universitaria del ejercicio filosófico versus compromiso intelectual con la transformación
de la realidad– cruza y tensiona los textos de Salazar Bondy y Zea, atravesando no solo
los términos y modos de enunciación de la discusión, sino también las posibilidad de la
misma, y de lo que en ella se entiende (o puede entenderse) por filosofía, y por filosofía
latinoamericana. A esta doble coordenada se refería Horacio Cerutti a comienzos de
los 80 cuando afirmaba que “la polémica es uno de los eslabones centrales del pensar
filosófico actual en América Latina”; y que la misma trascendía a los autores y se
mantenía abierta, por estimar que lo que en buena medida está en juego en ella es “la
correlación de filosofía y política que es en definitiva fiel en esto a una larga tradición en
nuestra América, el problema central que sigue estando en cuestión” (Cerutti Guldberg
2006, pp. 272-273)8.
Dicho lo anterior, el análisis se centrará en tres puntos o momentos fuertemente
interrelacionados que parecen particularmente significativos para ponderar la importancia
y los alcances (eventualmente actuales) de la querella. En primer lugar, en la pregunta
de si la filosofía latinoamericana es una labor que cuenta con una tradición, o si bien
es una empresa prospectiva por realizar. En segundo término, en la disyuntiva entre un
identitarismo cultural y filosófico al que debiera adscribir la labor filosófica local, y la
opción por inscribirla en la presunta universalidad de la cultura y el pensar occidental.
Finalmente, en el que es probablemente el punto más delicado –por lo tanto más
8
Igualmente claro al respecto es Helio Gallardo, quien a propósito de la disputa sostiene:
“Tras la pregunta por la existencia de una filosofía latinoamericana suele, en ocasiones,
esconderse una intención militante”; y que “la pregunta por la posibilidad de nuestra
filosofía se inserta dentro del cuadro general de un mundo que lucha por la liberación y
la independencia solidaria del hombre”. Es importante destacar que, para Gallardo, dicha
intención debe asentarse en un “trabajo filosófico” serio y riguroso. (Gallardo 1974, p. 209)
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sugestivo y productivo– del debate, concerniente a los desplazamientos categoriales
presentes en la respuesta de Zea; lo que en un extremo puede conducir a la pregunta de
si éste responde propiamente a Salazar Bondy y, por lo tanto, si efectivamente podemos
hablar de una discusión o un diálogo entre ambos autores.
1. Filosofía latinoamericana, ¿tradición o proyecto?
Según Marcos García de la Huerta, como quiera que se plantee y se entienda, la pregunta
por la filosofía latinoamericana debe comprenderse como una interrogante por una
identidad cultural en el plano filosófico; como intento de afirmación de una identidad
regateada por la conquista, la colonización y la herencia cultural eurocéntrica, que se
procura asentar o proyectar en el ámbito del pensamiento (García de la Huerta 2014, p.
77, 1999). Esto se condice con la tesis de Eduardo Devés, según la cual el pensamiento
latinoamericano, tanto en el siglo XIX como en el XX, se debate entre la modernización
y la identidad (Devés 2003-2004), es decir, entre el ajuste o puesta al día de los países
latinoamericanos con los parámetros promovidos por Occidente y la afirmación de lo
“propio” o “particular”.
Entrando a las obras que aquí nos ocupan, un primer punto en que se puede
registrar este intento de vindicación identitaria es la interrogante respecto de si la
filosofía latinoamericana es una labor que cuenta con antecedentes asentados en una
tradición que podamos asumir y reconocer como “propia”, a la que habría que acudir
mediante un ejercicio de memoria reflexiva que apunta a su proyección a futuro; o si
bien es una labor que adopta la forma de un proyecto, lo que en una acepción extrema
supone entenderla como labor meramente prospectiva, la que solo encontraría en el
pasado una fuente de errores que indicarían las vías infecundas por las que no se debe
volver a transitar.
A este extremo se refería Humberto Giannini al indicar que la historia americana
se halla cruzada por un “gesto fundacional”. En sus palabras: “El gesto fundacional se
prolonga por la historia americana como un ritual, casi como un automatismo: la obsesión
de estos pueblos de empezar cada cierto tiempo de cero, todo da capo; en política, en
educación, en economía; la obsesión de lo discontinuo y de no dejar rastros tras sí,
como si sólo a través de la destrucción pudiera construirse algo. Un antiplatonismo
natural. Diríamos, el olvido como técnica para avanzar. El horror al pasado” (Giannini
2004, p. 74, nota).
Con todos los recaudos y matices necesarios, podemos rubricar la perspectiva de
Salazar Bondy en este gesto fundacional, toda vez que su diagnóstico sobre la historia y
el presente (entiéndase, hacia fines de la década del 60) del filosofar hispanoamericano
es fuertemente negativo. Esto se expresa en su afirmación de que son sumamente
escasos –en caso de haberlos– los trabajos que dan cuenta de “la existencia de productos
filosóficos hispanoamericanos originales, equiparables a los europeos” (Salazar Bondy
1996, p. 74).
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Revisitando la discusión entre Augusto Salazar Bondy y Leopoldo Zea
Revista de Filosofía
Este diagnóstico expresa ejemplarmente las tensiones entre profesionalización
y compromiso político del quehacer filosófico. El diagnóstico, en efecto, se encuentra
fuertemente condicionado por el concepto de filosofía con que opera el peruano,
profundamente comprometido a su vez con la categoría romeriana de normalidad, conocida
y suscrita por Salazar bajo la noción de “regularización”, según la cual en los países
hispanoamericanos ya se ha asentado una “actividad filosófica regular” (Ibíd., p. 19).
De hecho, en la introducción de su libro señala: “[S]ólo nos ocuparemos del
pensamiento filosófico propiamente tal, y por tanto, no trataremos sino indirectamente
de otras modalidades de lo que en forma genérica puede llamarse pensamiento (v.gr.
creencias religiosas, programas políticos, ideas artísticas, etcétera)” (Ibíd., p. 8). En virtud
de este supuesto de trabajo, filosofía es y puede ser únicamente filosofía académica.
Por ello, no es posible reconocer como “pensamiento filosófico propiamente tal” a
otras modulaciones del filosofar que las elaboradas en la universidad; esto implica
negar el estatuto epistemológico de filosofía, por ejemplo, a las obras de muchos
hispanoamericanos del siglo XIX y anteriores o marginales a la normalidad filosófica.
El diagnóstico reseñado se monta, asimismo, sobre el supuesto de que únicamente
comunidades históricas formadas y maduras, autónomas (como serían contemporáneamente
el pueblo alemán, el inglés o el francés) pueden dar frutos culturales propios y legítimos,
entre los que se encuentra la filosofía. Tal no sería, para Salazar Bondy, el caso de
pueblos alienados, dependientes y subdesarrollados, con una “cultura de dominación”,
como los hispanoamericanos. La autoridad con que Salazar refrenda este parecer es
Hegel y su ideas de que “la filosofía es la hija de su tiempo”, en base a lo cual afirma:
“[L]a filosofía como tal es un producto que expresa la vida de una comunidad, pero
que puede fallar en esta función y, en lugar de manifestar lo propio de un ser, puede
desvirtuarlo o encubrirlo. Se da según esto el caso de una filosofía inauténtica, de un
pensamiento mixtificado” (Ibíd., p. 80).
No obstante la negatividad de su diagnóstico –a saber, no hay “productos
filosóficos hispanoamericanos originales” arraigados en una tradición que podamos
reconocer, en cuanto local, como propia–, para Salazar Bondy sí es posible darle
“originalidad” y “autenticidad” a nuestro pensamiento; y es aquí, justamente, donde
el eje normativo de la normalidad filosófica queda tensionado por la asunción de un
compromiso político-intelectual. Para asentar esta posibilidad, el peruano se torna
contra la autoridad de Hegel, rebatiendo la idea de que la filosofía sea –o pueda ser
únicamente– como el búho de Minerva que emprende su vuelo al atardecer; es decir,
consumación, explicación a posteriori de lo ya logrado en la historia.
Contra dicha interpretación de la filosofía, Salazar Bondy postula que ella puede
ser también, en tanto reflexión comprometida, “la mensajera del alba”: el principio de
un cambio histórico mediante una toma de conciencia radical proyectada al futuro.
En virtud de esto, la filosofía no tiene necesariamente que esperar la cancelación del
subdesarrollo y la dominación; es capaz, en efecto, de alcanzar su “autenticidad” como
parte del movimiento de superación de los mismos. Puede y debe ser –en palabras
del peruano– “una conciencia liberadora de las trabas que impiden la expansión
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antropológica del hispanoamericano que es también la expansión antropológica de
toda la especie” (Ibíd., p. 90)9.
La respuesta de Zea se afinca justamente en este último punto asentado por Salazar
Bondy; y en ella se mantiene –aunque desplazada– la tensión entre profesionalización
de la filosofía y compromiso político-intelectual10. Su propuesta de “filosofía americana
como filosofía sin más” descansa en su interpretación de la filosofía americana –como
de toda filosofía posible– en cuanto expresión de la humanidad del hombre: como la
capacidad de, mediante el logos, habitar humanamente el mundo (Zea 1996, cap. I).
Conforme señala Adriana Arpini, “el planteo zeaniano gana en generalidad lo que pierde
en concreción” (Arpini 2003, p. 198), toda vez que al considerar la occidentalización
del mundo como un factum, adscribe a una comprensión antropológica, histórica y
cultural universal, que prescinde –a contrapelo de la propuesta salazariana– de las
diferencias y los conflictos11.
9
10
11
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Sobre la propuesta de Salazar Bondy, Dante Ramaglia comenta: “Entre los aspectos más
debatidos de su posición se encuentra la forma esquemática que representa trasladar
directamente los caracteres negativos de la estructura socioeconómica al plano cultural, que
se traduce en la idea de que sólo mediante la cancelación del subdesarrollo y la dominación
se podría llegar a obtener un pensamiento filosófico propio”. Sin embargo, el filósofo
argentino releva que la incorporación de la estructura material al estudio del pensamiento
latinoamericano, es un aporte indesmentible para su posterior desarrollo (Ramaglia 2009,
pp. 385-386).
Complementa y matiza lo comentado por Ramaglia, Manuel Ignacio Santos, quien señala
que la perspectiva salazariana supone un “papel determinante, aunque no absolutamente”,
de la base económico-social sobre el ámbito cultural (Santos 1977, p. 35). Si así no fuera,
sería impensable postular un ejercicio de la filosofía orientado crítico-dialécticamente a
la superación del subdesarrollo y la dominación; en términos coloquiales, al filósofo no le
restaría más que “cruzarse de brazos” a esperar las condiciones estructurales que posibiliten
un adecuado ejercicio intelectual.
La idea de un “compromiso de liberación” por parte de la filosofía cruza la extensa producción
de Zea, y se pone de manifiesto, por ejemplo, en el título de su libro de 1991 (Zea 1991).
La óptica de Zea se encuentra fuertemente influida, entre otras fuentes, por su interpretación
del historicismo gaosiano, el que entronca a su vez con el circunstancialismo orteguiano.
Arpini señala que en Zea “El ‘hombre’ es definido por su logos universal y colocado en
una circunstancia, la americana. Circunstancia –agrega Arpini– (…) histórica, desde luego,
pero accidental en relación con la naturaleza universal del logos. Se produce, así, un juego
de historización-deshistorización del sujeto de la filosofía”. Por ello, según la autora,
en el mexicano prima una concepción de la historia como “la sucesión de mostraciones
circunstanciadas de una naturaleza humana idéntica”; una “visión armónica de la historia
donde se esfuman los contornos marcados por las diferencias, los conflictos, los momentos
de negación, las rupturas movilizadoras del devenir histórico”; lo cual comporta asumir,
a fin de cuentas, un “sentido único de la filosofía, que se va manifestando en las diversas
concreciones a lo largo de la historia” (Ibíd., pp. 60-61, 65-67).
Complementa lo anterior el parecer de Raúl Fornet-Betancourt, para quien los principales
desarrollos de la filosofía latinoamericana (entre ellos los de Zea) se encuentran fuertemente
Revisitando la discusión entre Augusto Salazar Bondy y Leopoldo Zea
Revista de Filosofía
Para Zea, por lo tanto, el problema de si tenemos o no filosofía no es otro que el
de nuestra humanidad, cuya afirmación constituye en consecuencia el compromiso de
los intelectuales y filósofos latinoamericanos con su circunstancia. En virtud de esto,
en la óptica de Zea no es casual que nuestra filosofía se inaugure en el siglo XVI, en las
figuras de Juan Ginés de Sepúlveda y Bartolomé de Las Casas, con una disputa sobre la
condición antropológica de los americanos; humanidad negada por la idea de hombre
que tiene el europeo de sí, en cuanto norma o medida de la humanidad o del Hombre.
Tampoco es casual, por lo tanto, que desde Juan Bautista Alberdi, los latinoamericanos
nos preguntemos casi obsesivamente por nuestra capacidad para hacer filosofía (o por
nuestra cultura e identidad, preguntas que para Zea apuntan a lo mismo), entendiendo
dicha capacidad como índice de humanidad12. Según Zea, con esta interrogante los
latinoamericanos introducen en el ámbito de la filosofía una pregunta extraña, inédita,
que el europeo-occidental no se podía plantear en cuanto se consideraba a sí mismo
la medida de lo humano, y exigía a los otros rendir cuenta de su estatus antropológico
conforme al parámetro occidental.
Así, en la perspectiva del mexicano, la pregunta por la filosofía latinoamericana
–o lo que es lo mismo, por nuestra capacidad para filosofar– no es sólo una pregunta
válida, sino acaso el tema propio de nuestro pensamiento (Zea 1996, 101). Tal pregunta
ya supone, según Zea, hacer una filosofía que parte de y se halla comprometida con
nuestra problemática y circunstancia (Ibíd., 105); y con ello, un aporte al acervo filosófico
mundial, tradicionalmente monopolizado por Occidente, pero que debe abrirse a las
distintas expresiones de lo humano.
En concordancia con la idea de que hay filosofía latinoamericana desde la
incorporación de América a la cultura e historia occidental-europeas (entendidas como
cultura e historia universales), cobra particular relevancia el estudio de la historia de
las ideas, en cuanto disciplina académica que debe registrar los distintos testimonios
–asentados en una tradición remontable a Las Casas– de expresión de humanidad del
pueblo latinoamericano.
Según Zea, para ser fecunda, esta labor historiográfica debe desprenderse del
prejuicio, caro a la “normalidad filosófica”, de que las obras propiamente filosóficas son
aquellas que adoptan determinados procedimientos escriturales, literarios y argumentativos,
como los del tratado filosófico. Se trata, en consecuencia, de enfocar con otros ojos
12
comprometidos con la idea de “inculturación de la filosofía”; es decir, la afirmación de la
historicidad e historización del logos en América Latina, pero considerando como intocable
la estructura fundamental de la racionalidad occidental, con valor normativo (FornetBetancourt 2001, p. 62). Véase también Fornet-Betancourt (2004, cap. 2).
Como se sabe, Alberdi (1810-1884) fue el primero en plantear, en su texto de 1842 (Alberdi
1993), la pregunta por una “filosofía americana”; situación que lleva a varios filósofos e
historiadores de nuestro pensamiento a considerar este texto como “programa fundacional
del pensamiento filosófico latinoamericano” (cf. Ramaglia 2009, p. 381, nota). Véase además
Roig (2009, cap. XVI).
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nuestro pasado intelectual, en función del futuro que proyectamos realizar; o en otras
palabras, de captar lo que de “auténtico” –valga decir, de autoafirmación– hay en la
historia de nuestro pensamiento (Ibíd., p. 115).
Esto, junto con suponer un compromiso que comporta el rescate de lo positivo
de la tradición intelectual latinoamericana –en oposición a la óptica salazariana,
para la cual la “autenticidad” y “originalidad” de nuestro pensamiento se encuentran
supeditadas a esfuerzos prospectivos–, implica ampliar o descentrar el concepto mismo
de filosofía, superando la escisión –tan rotundamente sancionada por Salazar Bondy–
entre filosofía y pensamiento.
2. Filosofía americana, entre vindicación identitaria y universalidad
El segundo núcleo conceptual que me interesa relevar de la controversia –en gran
medida bosquejado en el punto anterior, y que en consecuencia viene a desarrollar y
complementar lo ya visto; y en que vuelve a hacerse presente la tensión entre ejercicio
filosófico profesional y compromiso político-intelectual–, dice relación con el problema
de la identidad cultural latinoamericana, y el papel que le correspondería al ejercicio
filosófico en su afirmación o construcción.
En términos analíticos, es posible distinguir dos posicionamientos extremos ante
esta cuestión, en medio de los cuales habría que ubicar cuidadosamente las posturas
de Salazar Bondy y Zea. El primero correspondería a un identitarismo fuerte, para
el cual, como respuesta a la herencia cultural eurocéntrica y su filosofía, habría que
vindicar lo “propio” y “particular”, aun a costa de postular una suerte de mismidad
cultural, substancial (en un límite trans o ahistórica), posición que puede fácilmente
recaer en un esencialismo o chovinismo. El segundo, a un universalismo igualmente
fuerte, para el cual los procesos de “encuentro” o “choque” de culturas, de colonización,
mestizaje, hibridación –o como los queramos llamar– apuntarían a una incorporación
de la cultura o las culturas locales (para lo que aquí interesa, la americana) a la cultura
europeo-occidental entendida como cultura común, universal.
Nuevamente, con todos los resguardos y matices del caso, cabe afirmar que
Salazar Bondy coquetea con una suerte de esencialismo cultural, el que se pone de
manifiesto en el supuesto de correspondencia entre la madurez de una cultura y la de
sus producciones, entre ellas la filosofía. Como veíamos, la asunción de dicho supuesto
desempeña un papel destacado en su diagnóstico negativo sobre la tradición filosófica
latinoamericana. En sus palabras: “Frente al respaldo con que cuenta la filosofía en
Europa, apoyada como está sobre una larga evolución del pensamiento y la cultura
tradicionales, en Hispanoamérica no ha encontrado ningún apoyo de la comunidad
histórica básica, del fondo popular del espíritu de nuestros pueblos, y vive de la tradición
europea, que le es, en este sentido, extraña” (Salazar Bondy 1996, p. 27).
Según hemos constatado, para Salazar Bondy la filosofía “expresa la vida de
una comunidad”, manifiesta “lo propio de un ser”. Sin embargo, en su opinión, esto
falla en nuestra América, en la que prima un “hondo defecto de cultura”, un “ser
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carencial”, un “existir inauténtico”, por lo que “vivimos alienados respecto a la propia
realidad”, en una “representación ilusoria de nuestro ser” (Ibíd., p. 80, 83-84). Los
hispanoamericanos, a causa del subdesarrollo, la dependencia y la dominación, nos
encontramos alienados, enajenados de la “propia realidad” o del propio “ser”. Nuestra
identidad cultural, por lo tanto, nos es igualmente ajena, lo que viene a agravarse con
la alienación de nuestra producción filosófica, desfondada como se halla respecto de
nuestra realidad, y bebiendo de la tradición occidental cual fuente extraña.
A contrapelo de este diagnóstico, según el peruano nuestra filosofía debe,
asumiendo un compromiso radical con la superación de nuestra situación deprimida,
“sumergirse en la sustancia histórica de nuestra comunidad para buscar en ella el sustento
de los valores y categorías que la expresen positivamente y le revelen el mundo” (Ibíd.,
p. 90). A fin de cuentas, si la filosofía hispanoamericana es inauténtica, esto se debe a
la inautenticidad de nuestra cultura –a la distancia al parecer insalvable entre las bases
sociales estructurales y nuestras producciones culturales–, por lo que la superación de
este estado defectivo demanda una transformación o revolución cultural, a la que puede
aportar una filosofía que opte por la liberación.
El identitarismo cultural fuerte de Salazar Bondy se expresa sin ambages en
su concepto de cultura, definida en ¿Existe una filosofía de nuestra América? como la
“articulación orgánica de las modalidades originales diferenciales de una comunidad,
susceptibles de servir de pautas para contrastar la obra histórica de los pueblos y las
épocas” (Ibíd., p. 83). En esta apelación a una originalidad cultural, relativa a ciertas
modalidades “originales” y “diferenciales” de un colectivo –entiéndase, a lo “propio”
y “particular” de éste, no confundible con las manifestaciones culturales de otras
asociaciones humanas–, las que por de pronto deben arraigar en “la sustancia histórica”
de la misma, la identidad parece corresponderse más a un haber sido o a un ser –o
a una concordancia de las producciones culturales con aquéllos–, que a un poder o
querer llegar a ser.
Aun cuando no es la intención de este artículo evaluar ni criticar los postulados
de los autores, cuanto más bien ponderarlos como puntos de vista que, con toda su
complejidad, apuntan a una problematización del estatuto de lo filosófico y de las
posibilidades de la filosofía en contextos de enunciación como América Latina –cuestiones
que, como problemas, me parecen de una vigencia indesmentible–, conviene contraponer
la noción salazariana de identidad cultural con las reflexiones de Marcos García de la
Huerta sobre el particular.
Éste menciona: “Identidad significa, por demás, identificación: algo más sutil e
indeterminado, más incierto y abierto que un ‘ser’ inmutable. La identidad –continúa
el autor– denota una pertenencia y no puede definirse como una esencia, ni siquiera
como algo que se encuentra en acto en las obras, instituciones y costumbres. Viene
en alguna medida de lo que ha ido sedimentando el pasado, pero viene así mismo del
futuro, de lo que se quiere (y no se quiere) ser, de la tarea o proyecto, que define también
profundamente lo que uno es. No se puede impedir que la identidad, dentro de ciertos
límites, se haga y rehaga” (García de la Huerta 1999, p. 132).
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En virtud de lo previamente señalado sobre la respuesta de Zea, es de esperar
que su posición respecto del problema de la identidad latinoamericana y de la tarea que
pueda competer a una filosofía comprometida con su vindicación sea de signo contrario
de la Salazar Bondy, ¿mas será por ello menos problemática que la del peruano?
Según veíamos, para Zea hay filosofía americana desde la incorporación de
América a la historia y cultura europeas, entendidas como cultura e historia universales.
En su óptica, por lo tanto, la tarea de una filosofía latinoamericana comprometida con
su circunstancia no es como en Salazar Bondy una afirmación identitaria opuesta al
Occidente, sino una inscripción de lo “local”, “propio” y “particular” en la universalidad
del logos y la cultura occidental-universal. Dicha inscripción es la que permite hablar de
un universalismo relativamente fuerte en Zea, toda vez que sin negar las peculiaridades
culturales, la mentada inscripción se orienta inevitablemente a borronear los rasgos de
localidad y particularismo, por apuntar a una construcción mancomunada y ecuménica
de una cultura y una filosofía propiamente universales.
Este punto tiende a clarificarse al considerar que el rescate de la universalidad de
la cultura y la filosofía europeo-occidentales por parte de Zea, comporta una importante
crítica a la misma. Para Zea, dicha pretensión reviste la forma de una universalidad
abstracta, y en definitiva inconducente, pues ha pretendido erigir lo humano –en cuanto
común, universal– negando su condición antropológica a quienes no se corresponden
al prototipo de humanidad. En sus expresiones históricas, por lo tanto, el despliegue
del logos occidental ha enajenado al no occidental, pero también al europeo-occidental,
el que se aliena al deshumanizar a los demás.
Contra esta universalidad abstracta y excluyente, la propuesta de Zea apunta a
recuperar el sentido positivo del universalismo declarado por Occidente, reconduciéndolo
a la construcción de una universalidad concreta; es decir, hacia la confluencia de
distintas expresiones de lo humano, que por partir cada una de su circunstancia concreta
–justamente, lo que en su opinión habría olvidado el pensar occidental al erigirse en
el prototipo de lo humano, en desmedro de las restantes expresiones de humanidad–
son igualmente valederas. Se trata, por lo tanto, de una universalidad en que quepan
las distintas expresiones de lo humano, sin jerarquizaciones ni exclusiones; lo que
conlleva, como señala Arpini, a desentenderse en buena medida de la conflictividad
de las construcciones culturales presente en Salazar Bondy.
En esta tarea radica la consigna zeaniana de hacer “filosofía sin más”, en la
que se puede resumir el compromiso que según el mexicano debe adoptar el filósofo
latinoamericano con su circunstancia: “hacer pura y simplemente filosofía”, desde nuestra
circunstancia, que no puede ser sino americana; desde nuestros propios problemas,
que por ser problemas de hombres no deben sernos ni “propios” ni “particulares”,
sino comunes a todos los hombres. Filosofar, a fin de cuentas, bajo la expectativa de
que nuestras respuestas son y serán tan valederas como las que se han planteado otros
hombres a partir de sus circunstancias.
Así, para Zea, no se trata de buscar una verdad americana ni de afirmar una
identidad que nos sea propia (lo que en buena medida encontramos en la propuesta
salazariana), sino una verdad válida para todos los hombres, una verdad a secas y por
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tanto universal; hacer filosofía, pues lo americano –si ello tiene alguna importancia–
vendrá por añadidura (Zea 1996, p. 44).
3. Desplazamientos categoriales
Concluiré refiriéndome al que probablemente sea el punto más controversial –y por
ello más sugestivo e interesante– de la discusión de Salazar Bondy y Zea. Conforme
hemos podido observar, las posturas de los autores difieren en puntos sustantivos.
Nos detuvimos, en primer lugar, en las distintas interpretaciones adoptadas respecto
del estatuto de lo que pudiera llamarse filosofía latinoamericana: si es ella una labor
remontable a una tradición o si bien es un proyecto prospectivo por realizar. En
segunda instancia, en sus posicionamientos respecto del rol que le cabría al ejercicio
de la filosofía en el subcontinente en la consolidación o afirmación de una identidad
propia y particular, o si más bien ha de conducir sus esfuerzos a una incorporación en
la presunta universalidad de la cultura y el pensar occidentales. En tales diferendos
procurábamos mostrar, además, que revestía diversas formas la tensión entre el ejercicio
filosófico académico normalizado y el compromiso político-intelectual, apuntando este
último hacia distintos objetivos.
Corresponde ahora señalar que los diferendos registrados se explican y al
mismo tiempo se profundizan, al considerar que la respuesta de Zea comporta un
desplazamiento de las categorías en que se monta el diagnóstico de Salazar Bondy
sobre la historia y la situación del filosofar hispanoamericano hacia fines de la década
del 60; a saber, peculiaridad, autenticidad y originalidad 13. Esto, que si bien es propio
del trabajo filosófico –y nos permite comprender las reelaboraciones que hacen los
autores sobre los postulados de la tradición, al modo de lecturas y deslecturas, propias
del interpretar– en un extremo podría ser ponderado como renuncia o elusión de la
discusión; pues nada nos asegura que, a fin de cuentas, cada quien se esté refiriendo a
alguna cosa distinta, o que en el fondo estemos concurriendo a un “diálogo de sordos”.
13
Estos desplazamientos categoriales –como los hemos querido llamar– están registrados en
la bibliografía que ha abordado la polémica. Adriana Arpini, por ejemplo, sostiene que “las
cuestiones planteadas por Augusto Salazar Bondy no resultan cabalmente asumidas por
Leopoldo Zea”, por cuanto su respuesta parte de supuestos distintos que los del peruano, y
de interpretaciones diversas respecto de las categorías centrales de éste (Arpini 2003, p. 67).
Helio Gallardo es aun más severo, pues afirma: “En verdad, Zea no asume el cuestionario
de Salazar Bondy”; es decir, no da respuesta a las preguntas por él planteadas; o en caso de
hacerlo, sus contestaciones suponen desplazamientos tales que difícilmente son reconocibles
como réplicas a las preguntas del peruano (Gallardo 1974, p. 195, nota). Dante Ramaglia
matiza en alguna medida el asunto, al sostener que no obstante lo mencionado, Salazar
Bondy y Zea coinciden en la consideración de la dependencia como fenómeno que interpela
a la filosofía latinoamericana, aun cuando difieren, nuevamente, respecto de la importancia
de su superación para la conformación de la misma (Ramaglia 2009, p. 387).
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Salazar Bondy procura definir con bastante exactitud los criterios de su
evaluación. Afirma que una filosofía es original en cuanto aporta ideas y planteos
nuevos, distinguibles como creaciones, como “construcciones conceptuales inéditas
de valor reconocido”. Por su parte, sostiene que un producto filosófico es auténtico (o
genuino) en cuanto se da propiamente como tal y no como algo falseado o mixtificado.
Finalmente, por peculiaridad entiende los rasgos histórico-culturales diferenciales de
un producto filosófico, al modo de un tono local o personal, que como tal no implica
ni originalidad ni autenticidad (Salazar Bondy 1996, p. 72).
Para el peruano, es evidente que el pensamiento hispanoamericano cumple el
criterio de peculiaridad, dado que son reconocibles algunas modalidades presentes en
nuestra tradición intelectual, que la distinguen de otras. Sin embargo –y he aquí el punto
para él decisivo– no es así respecto de la originalidad y la autenticidad. Estos últimos
criterios, que constituyen la base de su evaluación negativa de nuestra filosofía, son
fuertemente normativos y se hallan íntimamente vinculados, a la vez que se encuentran
comprometidos con supuestos fuertes, como las directrices de la filosofía occidental
contemporánea de corte académico, y su propia interpretación de las relaciones entre
cultura y filosofía.
Para Salazar Bondy, un producto es auténtica (o genuinamente) filosófico en
cuanto difiere de uno que no lo es, lo que supone una circularidad en la argumentación,
cuando no una tautología. En efecto señala: “la filosofía de Kant es genuina y (…) un
discurso espiritualista es seudofilosofía” (Ídem.). La aclaración, como vemos, no hace
sino oscurecer el asunto, pues sanciona –en base al presuntamente indiscutible carácter
filosófico de la obra kantiana, es decir, mediante la apelación a una autoridad consagrada
por la filosofía académica– la separación entre auténtica filosofía y una que no lo es.
Junto con ello, su concepto de originalidad parece comprometido, al menos
parcialmente, con la noción romántica de genio, según la cual solo a algunos insignes
pensadores les estaría dado realizar aportes verdaderos, novedosos y reconocibles como
tales. Pero solo parcialmente –conviene matizar–, pues tal capacidad radicaría asimismo
en que los autores se encuentren adecuadamente asentados en comunidades históricas
maduras, autónomas, dueñas de sí, con una identidad consolidada.
Según hemos apuntado en momentos anteriores, para el peruano la filosofía
hispanoamericana es inauténtica –entiéndase, filosofía solo en apariencia– a causa de
la inautenticidad de nuestra cultura, catalogada por el autor, a causa de la estructural
situación de subdesarrollo y dependencia social y económica, como una “cultura de
dominación”. Ante esta situación defectiva –medida al trasluz de la supuesta autenticidad
cultural de los países industriales avanzados–, el pensador local, según Salazar Bondy,
construye una imagen ilusoria de sí y de su comunidad, la que no le permite ser original;
es decir, expresar con categorías novedosas su propia y peculiar visión del mundo y de
la historia. Sin embargo, y como veíamos, para Salazar Bondy nuestra seudofilosofía
puede llegar a ser filosofía propiamente tal –auténtica y original–, en la medida en que,
comprometiéndose con la superación del estado deprimido de nuestra cultura, opte,
cual “mensajera del alba”, por la liberación.
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Pues bien, cuando sostengo que en La filosofía americana como filosofía sin más
Zea lleva a cabo una serie de desplazamientos categoriales, me refiero puntualmente
al modo en que resignifica las nociones salazarianas de peculiaridad, autenticidad y
originalidad, y sus mutuas relaciones.
Estas resignificaciones reposan, según lo visto, en la propia interpretación
zeaniana de la filosofía en general, y específicamente de sus posibilidades en contextos
de enunciación distintos a los de los países occidentales; vale decir, la filosofía
como actividad en que tiene lugar una disputa por el reconocimiento de la condición
antropológica de aquellos a quienes el despliegue de la modernidad occidental la había
negado. Dicha interpretación supone, al mismo tiempo, un posicionamiento distinto que
el del peruano, respecto del problema de si la filosofía latinoamericana es un proyecto
o un repertorio que cuenta con una tradición que se debe rescatar, sobre la disyuntiva
entre identidad y universalidad, y sobre el compromiso político que corresponde al
filosofar en América Latina.
Podemos constatar un primer desplazamiento importante en la resignificación
llevada a cabo por Zea respecto de las relaciones entre los criterios del diagnóstico de
Salazar. Como veíamos, para éste la peculiaridad significa un tono personal o local, que
no comporta autenticidad u originalidad de un producto filosófico. Zea resignifica las
nociones de peculiaridad, autenticidad y originalidad, al punto de hacerlas convergentes,
y haciendo de dicha convergencia el pivote de su enfoque positivo de nuestra filosofía.
Según ha destacado Helio Gallardo, Zea reenfoca el tema de la peculiaridad al entenderla,
ya no como los rasgos histórico-culturales diferenciales de un producto filosófico, sino
poniendo el énfasis en “lo ‘peculiar’ que resulta preguntar por la posibilidad de nuestra
filosofía” (Gallardo 1974, p. 194).
Una vez obrado este desplazamiento, la peculiaridad deja de ser, como en
Salazar Bondy, un aspecto defectivo, por cuanto en sus formas de expresión discursiva
nuestros pensadores han tratado de afirmar, a su modo y estilo propios, su condición
como sujetos pensantes y, por lo tanto, nuestra condición humana. Así, a contrapelo de la
perspectiva del peruano, es esta peculiaridad la que funda la autenticidad y originalidad
del filosofar, en la medida en que cada pensador, cada comunidad, encuentra sus modos
discursivos de expresar el mundo y expresarse a sí mismo.
Ya hemos destacado que el cultivo de la historia de las ideas tiene para Zea,
entre otros cometidos, registrar positivamente lo propio de nuestra filosofía en su
decurso histórico (lo que Salazar Bondy denomina peculiaridad), desprendiéndose
de parámetros impuestos externamente, como los de la filosofía europeo-occidental
de corte académico. Dicho campo disciplinar, según Zea, ha de mostrar que nuestro
pensamiento sí ha sido, a su modo propio, auténtica filosofía –y no una seudofilosofía,
una mixtificación–, en cuanto ha sido el intento del hombre americano por responder
a los problemas concretos de su circunstancia histórica.
Aquí, como ha señalado Adriana Arpini, autenticidad e inautenticidad dejan
de hacer relación al vínculo entre un producto filosófico y las bases materiales de una
sociedad, para apuntar más bien a la afirmación o negación de lo humano. En esta nueva
perspectiva, inauténtica es, para Zea, una filosofía que adopta una idea de hombre que
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niega a los hombres concretos. Esto le permite afirmar que parte de la filosofía occidental
misma ha sido inauténtica, y que la conquista de la autenticidad de nuestra filosofía
no depende de una superación del subdesarrollo, sino de una toma de conciencia del
propio estatuto antropológico (Arpini 2003, p. 66).
Reenmarcada así la cuestión, la filosofía americana ha sido y es, al tiempo
que peculiar, auténtica y original. He aquí un nuevo desplazamiento categorial,
pues la originalidad ya no radica, como en Salazar Bondy, en la posibilidad de decir
algo inédito, sino en la capacidad de incorporar la tradición para resolver nuestros
problemas, importando poco si las “herramientas” conceptuales han sido tomadas de
Europa o de otro lugar. Esto reposa en el supuesto de que toda asimilación implica un
cambio, una traducción, una adopción de lo ajeno –que por ser humano no nos puede
ser extraño– a las propias circunstancias, por lo que pierde sentido la disyunción entre
copia y originalidad14.
Zea postula, en efecto, una “autenticidad de la asimilación”, en la que se juegan
la autenticidad y la originalidad de nuestro filosofar (Zea 1996, pp. 34, 39). Es por ello
que afirma: “Auténtica ha tenido que ser la filosofía que ha puesto en duda la validez
de esta interrogación deshumanizante [de una parte de la filosofía occidental que ha
cuestionado nuestra condición antropológica], como la que se ha esforzado por demostrar
nuestra humanidad, la que se pregunta por la posibilidad de la existencia de una cultura
igualmente nuestra y de una filosofía originada entre nosotros” (Ibíd., p. 115).
Para el mexicano, en consecuencia, la originalidad de toda filosofía radica en
partir de la propia circunstancia para trascenderla hacia lo plenamente humano, común
y universal; partir de lo que se ha sido y de lo que se es para arribar a lo que se quiere
ser. En este sentido, a pesar de todos los diferendos, Zea estima que el libro de Salazar
Bondy –al igual que todos los que se han preguntado por la filosofía latinoamericana–
es expresión de nuestro filosofar, de su peculiaridad, autenticidad y originalidad; del
problema, en definitiva, en que nos coloca nuestra condición como subordinados
respecto de la cultura occidental (Ibíd., p. 88).
Referencias bibliográficas
Alberdi, Juan Bautista (1993), “Ideas para un curso de filosofía contemporánea”
[1842]. Zea, Leopoldo (comp.), Fuentes de la cultura latinoamericana I.
México: FCE; pp. 145-151.
Arpini, Adriana (2003), “La polémica entre Augusto Salazar Bondy y Leopoldo Zea.
Una revisión crítica del historicismo en América Latina”. Arpini, Adriana
14
72
Podríamos agregar que no solo pierde sentido la disyunción, sino que para Zea la misma
no existe. Así parece concebirlo Helio Gallardo, para quien “[e]n el contexto zeaniano,
(…) la pregunta por la originalidad del filosofar carece de sentido, no es una pregunta”.
(Gallardo 1974, p. 195, nota)
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(comp.), Otros discursos. Estudios de Historia de las Ideas Latinoamericanas.
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Fornet-Betancourt, Raúl (2001), Transformación intercultural de la filosofía. Bilbao:
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__________ (2004), Crítica intercultural de la filosofía actual. Madrid: Trotta.
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García De La Huerta, Marcos (1999), Reflexiones americanas. Ensayos de IntraHistoria. Santiago: LOM Ediciones.
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Guacamayo y la Serpiente Nº 5.
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Tempo verbal, modo verbal e a concepção da realidade em português
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cadernos.abralin.org ENSAIO TEÓRICO RESUMO Sempre que pensamos ou falamos sobre situações ou eventos,
atribuímos-lhes um estatuto na realidade. Assim sendo, uma questão
crucial é: como conceptualizamos a realidade? A resposta para essa
questão é essencial para a compreensão do uso que fazemos do tempo
verbal e do modo verbal, uma vez que são recursos gramaticalizados que
nos permitem localizar a situação conceptualizada numa área específica
da (ir)realidade, ou seja: (i) no plano da realidade passada ou imediata, se
a situação for conceptualizada como factual; (ii) no plano da realidade
não estabelecida, se a existência da situação não for aceita; e (iii) no
plano da realidade projetada ou potencial, se a realização de uma
situação futura for conceptualizada, respectivamente, como previsível
ou apenas possível. Este ensaio, que se baseia teoricamente na
Gramática Cognitiva (Langacker, 1991, 1999 e 2003), tem por proposta
abordar a relação entre o tempo verbal, modo verbal e a
conceptualização da realidade em português. Para tanto, são
apresentados e discutidos exemplos de diferentes situações noticiadas
em informativos on-line e extraídas da página de resultados da
ferramenta de busca Google. ABSTRACT Whenever we think or talk about situations or events, we give them a
status in reality. So, a crucial question is: how do we conceptualize
reality? The answer to this question is essential for understanding how
we use the verbal tense and the verbal mood, since they are TEMPO VERBAL, MODO VERBAL
E A CONCEPÇÃO DA
REALIDADE EM PORTUGUÊS Jussara ABRAÇADO
Universidade Federal Fluminense (UFF) OPEN EDITORES
– Miguel Oliveira, Jr. (UFAL)
– René Almeida (UFS) ABRAÇADO, Jussara (2021). Tempo
verbal, modo verbal e a concepção da
realidade em português. Cadernos de
Linguística, v. 2, n. 1, p. 01-17. COMO CITAR 1 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 cadernos.abralin.org grammatical resources that allow us to locate the conceptualized
situation in a specific area of (ir) reality, that is: (i) at the level of past
reality or immediate reality, if the situation is conceptualized as factual;
(ii) at the level of reality not established, if the existence of the situation
is not accepted; and (iii) at the level of projected reality or potential
reality, if the occurrence of a future situation is conceptualized,
respectively, as predictable or only possible. This essay, which is
theoretically based on Cognitive Grammar (Langacker, 1991, 1999,
2003), aims to approach the relationship between the verbal tense, the
verbal mood and the conceptualization of reality in Portuguese. For that,
examples of different situations extracted from online news, obtained in
the Google search tool, are presented and discussed. PALAVRAS-CHAVE Tempo Verbal; Modo Verbal; Concepção de Realidade; Português;
Gramática Cognitiva. Tempo Verbal; Modo Verbal; Concepção de Realidade; Português;
Gramática Cognitiva. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 INTRODUÇÃO1 Nas diferentes abordagens sobre tempo linguístico, há consenso em torno de sua natureza
eminentemente dêitica e de que as situações são ordenadas a partir do presente, mais
específicamente, do evento do ato de fala ou do momento da enunciação, conforme
descreve Fonseca (1996, p. 44; grifos da autora): Nas diferentes abordagens sobre tempo linguístico, há consenso em torno de sua natureza
eminentemente dêitica e de que as situações são ordenadas a partir do presente, mais
específicamente, do evento do ato de fala ou do momento da enunciação, conforme
descreve Fonseca (1996, p. 44; grifos da autora): O tempo, tal como o concebemos através da linguagem, é de natureza dêitica: presente, passado
e futuro não são noções absolutas, são relativas ao momento de enunciação. A interpretação
semântica de advérbios temporais como hoje, ontem, amanhã, ou de tempos verbais como
estou, estive, estarei, pressupõe uma prévia identificação pragmática do momento de
enunciação (...). No que se refere ao modo verbal, também é consensual relacionar seu uso à
avaliação que o falante faz sobre a situação a que se refere, considerando-a real, irreal,
possível ou não. Neste texto, a abordagem do tempo e do modo verbais não se distancia das demais
nos aspectos destacados e tidos como consensuais. Entretanto, na esteira de Langacker
(1991, 2002 e 2003), temos como proposta relacionar o emprego do tempo e do modo à
concepção de realidade e, para além disso, demonstrar como tal relação se assenta em
português, tendo como base diferentes situações ocorridas, ocorrentes e tidas como
sujeitas ou não a ocorrem, noticiadas em informativos on-line e extraídas da página de
resultados da ferramenta de busca Google com o filtro ‘notícias’ ativado. Para tanto,
começamos por apresentar a proposta de Langacker em que nos baseamos. cadernos.abralin.org KEYWORDS Verbal Tense; Verbal Mood; Conception of Reality; Portuguese;
Cognitive Grammar. Cognitive Grammar. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 2 2 1 Este ensaio constitui uma versão ampliada de conferência proferida no evento ABRALIN ao Vivo. 1. TEMPO, MODO E CONCEPÇÃO DE REALIDADE Tendo como fundamento o processo de conceptualização, que corresponde à apreensão,
em termos cognitivos, de uma dada entidade ou situação (objeto de conceptualização) por
um conceptualizador (sujeito de conceptualização), Langacker (1991) chama a atenção para
a forma como conceptualizamos situações que ocorrem ou que estão sujeitas ou não a
ocorrerem no mundo. De acordo com o autor, sempre que pensamos ou falamos sobre
situações, atribuímos-lhes um estatuto relativo à realidade, situando a situação objeto de
conceptualização dentro ou fora da realidade. E, embora se possa entender a realidade
como uma entidade objetiva, que independe das pessoas, um dos fundamentos da
Linguística Cognitiva é o de que o conhecimento que possuímos da realidade é DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 3 3 cadernos.abralin.org fragmentado, isto é, sabemos que conhecemos certas situações, mas sabemos também
que desconhecemos ou ignoramos outras e que, portanto, nosso conhecimento sobre
determinados fatos pode ser incompleto ou até mesmo falso. De acordo com Langacker (1991), há perspectivas diferentes e comuns de realidade. Há
pessoas com perspectivas de mundo e da realidade diferentes da nossa. No entanto,
levando-se em conta que parte importante do nosso conhecimento do mundo é comum à
espécie humana e é cultural, podemos supor que haja um grau considerável de concepções
semelhantes da realidade. Ademais, conforme explica o autor, nosso conhecimento da
realidade não se restringe à apreensão direta das situações: inclui a capacidade que os
humanos têm de avaliar as situações em relação à realidade. Em outras palavras, não é
com base na real evolução do mundo que uma dada situação é tida como pertencente ou
não à realidade. Cabe ao conceptualizador conhecer, ou não, aceitar, ou não, tal situação
como parte da sequência evolutiva, o que se dá a partir de uma avaliação epistêmica que
se fundamenta no reconhecimento que os humanos têm da natureza dinâmica da
realidade. Sob esse viés, o autor postula uma concepção mais abstrata e inclusiva da
realidade, dado que ao processo de conceptualização são acrescentados aspectos
relacionados ao conhecimento daquilo que não ocorreu, daquilo que poderá ocorrer e
daquilo que poderia ter ou não ocorrido. Para Langacker (1991), há então, pelo menos, dois níveis e duas noções de realidade a
serem considerados: o nível em que as situações são diretamente apreendidas e o nível das
proposições que correspondem, respectivamente, às noções de realidade básica e de
realidade elaborada. Para ilustrar esses níveis e noções, tomemos como exemplos
manchetes de duas notícias que tratam de uma mesma situação: (1) (2) Disponível em: https://jovempan.com.br/programas/jornal-da-manha/imunidade-rebanho-covid-19-chegar-
vacina.html (Acesso em 26/09/2020). DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 4 a percepção do conceptualizador de que a realidade como ele a conhece não é exaustiva do
mundo e de sua história evolutiva. O núcleo da realidade conhecida é, portanto, rodeado por uma
região muito maior de realidade desconhecida. Incluídas nesta região estão situações de pelo
menos dois tipos: aquelas cuja realidade C suspeita ou contempla, mas não aceita como tendo
sido estabelecida; e aquelas das quais ele é totalmente ignorante. Observe que a realidade
desconhecida é parte da irrealidade (...) (Langacker, 1991, p. 243.)2 2 the conceptualizer's realization that reality as he knows it is not exhaustive of the world and its evolutionary history.
The core of known reality is thus surrounded by a much larger region of unknown reality Included in this region are
situations of at least two sorts: those whose reality C suspects or contemplates but does not accept as having been
established; and those of which he is entirely ignorant. Observe that unknown reality is part of irreality (…). cadernos.abralin.org Em (1) e (2) vemos que, diante de uma mesma situação, a pandemia provocada pela
Covid-19, autoridades de saúde se posicionam diferentemente em relação à ‘imunidade de
rebanho’, que, segundo especialistas, arrefeceria o contágio pelo referido vírus. Dito de
outra forma, temos uma realidade básica, que diz respeito à situação apreendida, e a
realidade elaborada, que se evidencia nas proposições, ou seja, nas manchetes dos
informativos on-line, que incorporam, conforme destacamos, o conhecimento de mundo e
a capacidade que os humanos possuem de avaliar as situações em relação à realidade. Em
(1), o uso do presente do indicativo precedido de um advérbio de tempo (‘já temos’) situa a
imunidade de rebanho no plano da realidade factual; em (2), por outro lado, o emprego do
modal ‘dever’ (‘deve chegar’) sinaliza que a imunidade de rebanho ainda não foi atingida,
isto é, não pertence à realidade factual, estando, portanto, no plano da irrealidade. Como
podemos perceber, a concepção de realidade é relativa. Conceptualizadores diferentes
podem ter concepções diferentes de uma situação, conforme ilustram (1) e (2). Assim sendo,
no âmbito da Gramática Cognitiva, entende-se que um dado enunciado corresponde à
instanciação de uma perspectivação e não, à ‘realidade’ em si, e é a partir desse
entendimento que o enunciado em questão é analisado. Para abordar as relações entre tempo e concepção de realidade, Langacker (1991)
recorre a modelos estruturados do mundo (structured world models), como o que se segue,
que ilustra a concepção da realidade em seu nível mais básico. Figura 1. Modelo epistêmico básico. Fonte: LANGACKER (1991). Figura 1. Modelo epistêmico básico. Fonte: LANGACKER (1991). No modelo epistêmico básico, visualizamos um cilindro que se divide em realidade
conhecida, que corresponde ao passado, e em realidade imediata, que diz respeito ao
presente e ao ponto onde se encontra o conceptualizador (C). É do ponto de vista da
realidade imediata que o conceptualizador (falante ou escrevente) apreende a situação a
que se refere. Tudo mais, como podemos constatar, está no plano da irrealidade. Logo, sob DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 5 cadernos.abralin.org a ótica do modelo epistêmico básico, em (2), a imunidade de rebanho é situada fora do plano
da realidade. Contudo, como podemos perceber, essa bipartição é por demais simplista. Não abarca satisfatoriamente o uso do modal em (2), em que a imunidade de rebanho é
referida como uma possibilidade futura, além de outros vieses relacionados a nossa
concepção de realidade. Langacker (1991) propõe então outros três modelos que
incorporam aspectos não capturados pelo modelo epistêmico básico. No Modelo epistêmico elaborado, apresentado a seguir, o núcleo da realidade conhecida
é envolvido por uma faixa que abarca situações cuja existência o conceptualizador não aceita
como tendo sido estabelecida e ainda aquelas situações que, devido ao seu conhecimento
limitado e incompleto da realidade, o conceptualizador desconhece. Figura 2. Modelo epistêmico elaborado adaptado. Adaptação de LANGACKER (1991). Figura 2. Modelo epistêmico elaborado adaptado. Adaptação de LANGACKER (1991). A faixa, que apresentamos aqui com o rótulo ‘realidade não estabelecida’, é
denominada ‘realidade desconhecida’ por Langacker (1991). No entanto, em sua explicação
sobre o modelo em questão, o autor alega que, em relação ao modelo anterior, o modelo
epistêmico elaborado acrescenta: 2 the conceptualizer's realization that reality as he knows it is not exhaustive of the world and its evolutionary history. The core of known reality is thus surrounded by a much larger region of unknown reality Included in this region are
situations of at least two sorts: those whose reality C suspects or contemplates but does not accept as having been
established; and those of which he is entirely ignorant. Observe that unknown reality is part of irreality (…). DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 6 cadernos.abralin.org Com base em tal explicação, concluímos que, também no caso das situações que o
conceptualizador desconhece, verifica-se a não aceitação da existência dessas situações
como estabelecida, ou seja, nossa ignorância acerca de situações que possam existir
implica não aceitarmos como estabelecida a existência de tais situações. Daí optarmos
pelo rótulo ‘realidade não estabelecida’, que entendemos capturar melhor os dois tipos de
realidade mencionados por Langacker (1991), em detrimento do rótulo ‘realidade
desconhecida’ empregado por ele. No terceiro modelo, o modelo da linha do tempo, o autor incorpora duas noções
adicionais: a de tempo (t), ou seja, o eixo ao longo do qual a realidade evolui, e a de ground
(G), que se refere ao ato de fala e suas circunstâncias. Figura 6. Modelo da linha do tempo. Fonte: LANGACKER (1991, p. 244). Figura 6. Modelo da linha do tempo. Fonte: LANGACKER (1991, p. 244). No modelo da linha do tempo, evidencia-se que o locus de um evento de fala instaura-
se na realidade imediata, onde se encontram falante e ouvinte(s). Ademais, conforme
ilustrado neste modelo, Um ato de fala não é pontual. Tem uma duração temporal breve, como indica a linha sinuosa. O
tempo é segmentável em passado, presente e futuro e, uma vez que a realidade compreende o
passado e o presente, e a realidade imediata constitui o presente, a realidade não imediata
corresponde ao passado. (SOUZA; ABRAÇADO; 2020, p. 29) Em seu quarto modelo, denominado modelo evolutivo dinâmico, Langacker (1991) busca
dar conta de situações como a exemplificada em (2), com o emprego do modal na manchete
‘Imunidade de rebanho contra Covid-19 só deve chegar com a vacina’. Tais situações cuja
ocorrência consideramos possível, somadas àquelas situações que podemos prever, são
capturadas pelo modelo em questão. De acordo com Langacker, há situações predispostas
a ocorrerem sempre que surgirem condições apropriadas para tal e, a menos que uma DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 7 cadernos.abralin.org certa quantidade de energia seja gasta para se opor à tendência para que ocorram, essas
situações de fato ocorrerão. certa quantidade de energia seja gasta para se opor à tendência para que ocorram, essas
situações de fato ocorrerão. Figura 4. Modelo evolutivo dinâmico. Fonte: LANGACKER (1991, p. 277). Figura 4. Modelo evolutivo dinâmico. Fonte: LANGACKER (1991, p. 277). O modelo evolutivo dinâmico, por conseguinte, refere-se a características da realidade
que tendem a impulsioná-la para certos caminhos no futuro em detrimento de outros. O
impulso evolutivo da realidade é representado no modelo pela seta tracejada. Sob essa
ótica, as situações cuja realização consideramos apenas possível pertencem à realidade
potencial. As situações que, com maior ou menor grau de segurança, podemos prever com
base em nosso conhecimento do mundo e em experiências passadas e presentes
pertencem à realidade projetada (SOARES DA SILVA, inédito). Vejamos, no exemplo a seguir, notícia publicada meses antes da Copa do Mundo
de Futebol de 2018, em que a seleção brasileira é referida como uma das favoritas ao
título por comentaristas esportivos e divide com a seleção alemã a liderança nas
casas de apostas. (3) cadernos.abralin.org Em (3), vemos que o favoritismo da seleção brasileira - que não se confirma, uma vez
que é a seleção francesa que se consagra campeã em final disputada com a seleção da
Croácia – tem como respaldo seu desempenho em amistosos com outras seleções, com
destaque para sua vitória no jogo contra a seleção alemã, campeã da copa anterior. Entretanto, como não poderia deixar de ser, como pano de fundo de tal favoritismo também
está a tradição de vitórias e de bom futebol da seleção do Brasil. Semelhantemente, em nossa referência a um evento futuro, com o respaldo do nosso
conhecimento de mundo e de acontecimentos passados e/ou recentes - que correspondem
ao impulso evolutivo da realidade, representado pela seta tracejada no modelo evolutivo
dinâmico -, atribuímos um estatuto epistêmico ao evento em questão, situando-o na
realidade projetada, se podemos prever sua realização, ou na realidade potencial, se
julgamos sua realização apenas possível, como ilustram, respectivamente, (4) com ‘vai
abrigar’ e (5) com ‘podem estar’: (4) Realidade projetada
Disponível em: http://www.gaz.com.br/conteudos/regional/2020/09/25/171105-
restaurada_casa_de_cultura_de_vera_cruz_vai_abrigar_museu.html.php (Acesso em 27/09/2020). (5) Realidade potencial
Disponível em: https://educacao.estadao.com.br/noticias/geral,clima-e-crise-de-saude-podem-estar-na-
redacao,70003516479 (Acesso em 06/12/2020). (4) Realidade projetada (4) Realidade projetada Disponível em: http://www.gaz.com.br/conteudos/regional/2020/09/25/171105-
restaurada_casa_de_cultura_de_vera_cruz_vai_abrigar_museu.html.php (Acesso em 27/09/2020). Disponível em: https://www.lance.com.br/odds-copa-do-mundo/saiba-quem-sao-favoritos-nas-casas-apostas-
para-vencer-copa.html (Acesso em 27/09/2020). 8 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 (5) Realidade potencial Disponível em: https://educacao.estadao.com.br/noticias/geral,clima-e-crise-de-saude-podem-estar-na-
redacao,70003516479 (Acesso em 06/12/2020). Disponível em: https://educacao.estadao.com.br/noticias/geral,clima-e-crise-de-saude-podem-estar-na-
redacao,70003516479 (Acesso em 06/12/2020). Vemos, portanto, que exprimimos nossa avaliação em relação ao estatuto de realidade
de uma situação servindo-nos de expressões adverbiais, de expressões modais e, é claro,
do modo e do tempo gramaticalizados nas formas verbais, alvos de nosso interesse. Vejamos, então, as relações que se estabelecem em português entre tempo verbal, modo
verbal e concepção de realidade. 9 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 cadernos.abralin.org cadernos.abralin.org (7) Realidade passada (pretérito imperfeito): ‘... quando fazia live...’
Disponível em: https://capitalnews.com.br/colunistas/marco-eusebio/candidato-e-roubado-quando-fazia-live-na-
fronteira-de-ms-com-o-paraguai-video/348231 (Acesso em: 19/10/2020). Disponível em: https://capitalnews.com.br/colunistas/marco-eusebio/candidato-e-roubado-quando-fazia-live-na-
fronteira-de-ms-com-o-paraguai-video/348231 (Acesso em: 19/10/2020). (8) Realidade passada (pretérito mais que perfeito): ‘... fizera o mesmo percurso...’ Disponível em: https://blogs.oglobo.globo.com/lauro-jardim/post/xp-ja-investiu-r-1-bilhao-com-para-reter-agentes
autonomos.html (Acesso em: 04/10/2020). (9) Realidade passada (presente simples): ‘Justiça inaugura...’ Disponível em: https://g1.globo.com/mg/zona-da-mata/noticia/2020/10/16/justica-inaugura-uso-de-plataforma-
para-otimizar-servicos-em-comarcas-da-zona-da-mata-e-vertentes.ghtml (Acesso em: 16/10/2020). (10) Realidade imediata (presente simples): ‘Google quer...’ 2. TEMPO VERBAL, MODO VERBAL E CONCEPÇÃO DE
REALIDADE EM PORTUGUÊS Considerando os modelos cognitivos postulados por Langacker, quando pensamos ou
falamos sobre uma dada situação, atribuímos-lhe um estatuto epistêmico, caracterizando-
a como factual, previsível, possível ou não. Dessa caracterização resulta a localização da
situação em um dos planos ilustrados no Quadro 1: Quadro 1. Relação entre tempo, modo e concepção de realidade em português. adro 1. Relação entre tempo, modo e concepção de realidade em português. De acordo com o Quadro 1, se a situação é situada no plano da realidade passada ou
da realidade imediata e caracterizada como factual, em sua referência empregamos o
modo indicativo e as formas verbais, simples ou compostas, referentes ao passado
(pretérito perfeito, pretérito imperfeito e pretérito mais que perfeito) e ao presente
(presente simples e presente progressivo). Cumpre ressaltar que o presente do indicativo
também é utilizado para referência a eventos passados e futuros. No primeiro caso, os
eventos referidos são situados na realidade passada e factual e, em geral, excetuando-se
os casos abarcados pelo presente histórico, pertencem ao passado recente, como ilustrado
em (9); no segundo caso (que ilustraremos mais adiante), os eventos, que tendem a ocorrer
num futuro próximo e a carrear um grau de certeza epistêmica mais elevado do que as
demais formas de referência ao futuro3, situam-se na realidade projetada. (6) Realidade passada (pretérito perfeito): ‘Chegou a hora...’ (6) Realidade passada (pretérito perfeito): ‘Chegou a hora...’
Disponível em: https://www.portalveneza.com.br/chegou-a-hora-de-tirar-a-ideia-de-startup-do-papel/ (Acesso em:
04/10/2020). 3 Ver em Langacker (2002), Brisard (2002), Abraçado (2020) discussão sobre os usos do tempo presente sob a
perspectiva da Gramática Cognitiva. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 10 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 (10) Realidade imediata (presente simples): ‘Google quer...’ Disponível em: https://canaltech.com.br/internet/em-busca-da-busca-perfeita-google-refina-mecanismo-de-
pesquisa-com-muita-ia-173120/ (Acesso em: 19/10/2020). Disponível em: https://canaltech.com.br/internet/em-busca-da-busca-perfeita-google-refina-mecanismo-de-
pesquisa-com-muita-ia-173120/ (Acesso em: 19/10/2020). DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 11 11 11 No caso de situações passadas ou presentes que não são conceptualizadas como
factuais, as seguintes combinações entre tempo e modo sinalizam que tal situação
pertence ao plano da realidade não estabelecida: (i) futuro do pretérito, no modo indicativo;
(ii) pretérito imperfeito, pretérito perfeito e pretérito mais que perfeito, no modo subjuntivo;
e (iii) presente, no modo subjuntivo. (12) Realidade não estabelecida (futuro do pretérito do indicativo): ‘...cocaína que
seguiria...’ (12) Realidade não estabelecida (futuro do pretérito do indicativo): ‘...cocaína que
seguiria...’ Disponível em: https://www.enfoquems.com.br/pmr-apreende-quase-100-kg-de-cocaina-que-seguiria-para-sp/
(Acesso em: 19/10/2020). (13) Realidade não estabelecida (pretérito imperfeito do subjuntivo): ‘...que o cliente
tivesse um plano...’
Disponível em: https://g1.globo.com/pr/norte-noroeste/noticia/2020/10/15/advogado-de-andre-do-rap-nega-que-
cliente-tinha-plano-de-fuga-essa-historia-e-um-folclore.ghtml (Acesso em: 19/10/2020). cadernos.abralin.org (11) Realidade imediata (presente progressivo): ‘A confiança está voltando...’
Disponível em: https://opiniao.estadao.com.br/noticias/editorial-economico,a-confianca-esta-voltando-ao-
comercio-paulista,70003467629 (Acesso em: 19/10/2020). (11) Realidade imediata (presente progressivo): ‘A confiança está voltando...’ (15) Realidade não estabelecida (pretérito mais que perfeito do subjuntivo): ‘Se
tivesse visto...’ (15) Realidade não estabelecida (pretérito mais que perfeito do subjuntivo): ‘Se
tivesse visto...’ DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 12 cadernos.abralin.org (14) Realidade não estabelecida (pretérito perfeito do subjuntivo): ‘...que essa
conversa tenha acontecido’
Disponível em: https://politica.estadao.com.br/blogs/estadao-verifica/postagem-inventa-dialogo-entre-papa-
francisco-e-bolsonaro-sobre-a-amazonia/ (Acesso em: 19/10/2020). Disponível em: https://colunadofla.com/2014/09/se-tivesse-visto-o-empurrao-o-arbitro-apitaria-e-nao-teria-
gol/(Acesso em: 22/10/2020). (15) Realidade não estabelecida (presente do subjuntivo): ‘Sandra Annenberg nega que
esteja...’
Disponível em: https://jmonline.com.br/novo/?paginas/colunas,134,201584 (Acesso em: 19/10/2020). (18) Realidade potencial (futuro do subjuntivo): ‘Quando tudo der...’ (18) Realidade potencial (futuro do subjuntivo): ‘Quando tudo der...’ Disponível em: https://jmonline.com.br/novo/?paginas/colunas,134,201584 (Acesso em: 19/10/2020). No que diz respeito à referência a situações futuras, o quadro é o seguinte: situamos
uma dada situação futura na realidade projetada, se podemos prever sua realização, ou na
realidade potencial, se julgamos sua realização apenas possível; ao situarmos uma
situação no plano da realidade projetada, valemo-nos das formas verbais de futuro e,
conforme já mencionamos, também do presente, no modo indicativo; quando situamos uma
situação futura no plano da realidade potencial, empregamos o futuro do subjuntivo e
também os verbos modais. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 13 cadernos.abralin.org (16) Realidade projetada (futuro do presente do indicativo): ‘Calor chegará...’ Di
í
l
htt
//
ib hi
/
l
d
/d t lh /
ti i /
l
h
f
t
l
d
d
t Disponível em: https://www.ibahia.com/salvador/detalhe/noticia/calor-chegara-forte-em-salvador-durante-o-mes
de-outubro-dizem-especialistas/ (Acesso em: 19/10/2020). (17) Realidade projetada (presente do indicativo): ‘...começa amanhã’. Disponível em: https://www.correiodopovo.com.br/not%C3%ADcias/rural/simp%C3%B3sio-online-de-fruticultura-
come%C3%A7a-amanh%C3%A3-1.500961 (Acesso em: 19/10/2020). (20) (
) Disponível em: https://jornaldoempreendedor.com.br/destaques/inspiracao/8-coisas-para-se-lembrar-quando-
tudo-der-errado/ (Acesso em: 19/10/2020). Com base no exposto até então, podemos concluir que a localização temporal de uma
dada situação está diretamente relacionada ao estatuto epistêmico que lhe é atribuído,
o que envolve não somente a ocorrência da situação em si, mas também o conhecimento
de mundo dos conceptualizadores, locutor e interlocutor(es), envolvidos no ato
comunicativo. Por conseguinte, quando falamos de predicações temporalmente
marcadas, estamos na verdade falando de predicações epistêmicas, dado o estatuto
epistêmico da situação que carreiam. Faz-se também necessário ressaltar que, além dos tempos verbais que apontam para
intervalos de tempo anteriores, simultâneos ou posteriores ao tempo do ato de fala e, por
isso, caracterizados como dêiticos, há os tempos verbais anafóricos que se referem a
localizações temporais construídas a partir de pontos de referência discursivamente
instituídos, mas que, no entanto, preservam as mesmas relações de anterioridade,
simultaneidade e posteridade dos tempos dêiticos (SOARES DA SILVA, inédito,). Em (19), a seguir, há dois pontos de referência discursivamente instituídos (1981 e 2019) e
a forma verbal ‘contava’ refere-se anaforicamente ao time do Flamengo do ano de 1981. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 14 cadernos.abralin.org (19)
Disponível em: https://www.terra.com.br/esportes/flamengo/a-diferenca-do-flamengo-de-1981-para-o-vice-de-
2019-zico,769a68ebe9cd63dc2a36752ca8e427a4dlpiqmgk.html (19) Há ainda em (19) um outro aspecto a ser destacado. Enquanto a forma verbal ‘contava’,
no pretérito imperfeito do indicativo, indica que o conceptualizador situa o time do
Flamengo de 1981 no âmbito de uma realidade factual, a forma verbal ‘fosse’, no pretérito
imperfeito do modo subjuntivo, alinhada com o advérbio de dúvida ‘talvez’, sinaliza que a
condição de Zico ser o principal jogador do planeta, na ocasião referida, não é concebida
pelo conceptualizador como uma situação estabelecida. Vemos, portanto, que também nas
localizações temporais discursivamente construídas, a relação entre tempo, modo e
concepção de realidade se mantém. Por fim, chamamos a atenção para usos bastante corriqueiros dos tempos e modos
verbais, em que a localização temporal e os diferentes níveis de realidade são indicados por
recursos outros que não os próprios tempos e modos gramaticalizados nas formas verbais. Além de corriqueiros, são diversos os usos em que isso pode ocorrer. A título de ilustração,
primeiramente em relação à localização temporal, consideremos o emprego do pretérito
perfeito em referência a um tempo passado precedente a outro tempo passado, conforme
ocorre no exemplo a seguir abordado em trabalho anterior (ABRAÇADO 2020, p. 94): (20)
Disponível em: https://diariodonordeste.verdesmares.com.br/editorias/verso/online/em-entrevista-fagner-resgata-
amizade-e-parceria-musical-com-luiz-gonzaga-1.2130584 (Acesso em: 02/08/2019). Disponível em: https://maisfutebol.iol.pt/internacional/italia/ranieri-o-meu-trabalho-termina-assim-que-acabar-o-
campeonato (Acesso em: 19/11/2020). Disponível em: https://maisfutebol.iol.pt/internacional/italia/ranieri-o-meu-trabalho-termina-assim-que-acabar-o
campeonato (Acesso em: 19/11/2020). Disponível em: https://diariodonordeste.verdesmares.com.br/editorias/verso/online/em-entrevista-fagner-resgata
amizade-e-parceria-musical-com-luiz-gonzaga-1.2130584 (Acesso em: 02/08/2019). Em (20), a sinalização de anterioridade e posterioridade temporal é feita pelos
circunstanciais “antes”, “a princípio”, “quando” e “na época”. Situação semelhante se dá concernentemente aos diferentes níveis de realidade. Quando o futuro do subjuntivo, por exemplo, ocorre associado a um circunstancial de
tempo, a um evento programado ou previsível, as situações então referidas são remetidas DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 15 cadernos.abralin.org cadernos.abralin.org à realidade projetada (e não, à realidade potencial), como se verifica em (21) com ‘quando
acabar o campeonato’: (21)
Disponível em: https://maisfutebol.iol.pt/internacional/italia/ranieri-o-meu-trabalho-termina-assim-que-acabar-o-
campeonato (Acesso em: 19/11/2020). (21) 3. SUMARIANDO Sempre que pensamos ou nos referirmos a uma situação, atribuímos-lhe um estatuto
de realidade e estabelecemos sua localização temporal (relativa ao ato de fala ou a
algum ponto de referência discursivamente instituído). Exprimimos nossa avaliação, no
que se refere ao estatuto de realidade de uma situação, servindo-nos de expressões
adverbiais, de expressões modais, do modo e do tempo gramaticalizados nas formas
verbais. Priorizando o modo e o tempo gramaticalizados nas formas do verbo, vimos
que, em português, a relação tempo, modo e concepção de realidade se estabelece de
tal forma que: (i) Se a situação é conceptualizada no plano da realidade passada ou da realidade
imediata, em sua referência empregamos o modo indicativo e as formas verbais,
simples ou compostas, referentes ao passado (pretérito perfeito, pretérito imperfeito e
pretérito mais que perfeito) e ao presente (presente simples e presente progressivo). (i) Se a situação é conceptualizada no plano da realidade passada ou da realidade
imediata, em sua referência empregamos o modo indicativo e as formas verbais,
simples ou compostas, referentes ao passado (pretérito perfeito, pretérito imperfeito e
pretérito mais que perfeito) e ao presente (presente simples e presente progressivo). (ii) No caso de situações passadas ou presentes que não são conceptualizadas como
factuais, nos valemos das seguintes combinações entre tempo e modo para sinalizar
que tal situação pertence ao plano da realidade não estabelecida: (a) futuro do
pretérito, no modo indicativo; (b) pretérito imperfeito, pretérito perfeito e pretérito mais
que perfeito, no modo subjuntivo; e (c) presente, no modo subjuntivo. (ii) No caso de situações passadas ou presentes que não são conceptualizadas como
factuais, nos valemos das seguintes combinações entre tempo e modo para sinalizar
que tal situação pertence ao plano da realidade não estabelecida: (a) futuro do
pretérito, no modo indicativo; (b) pretérito imperfeito, pretérito perfeito e pretérito mais
que perfeito, no modo subjuntivo; e (c) presente, no modo subjuntivo. (iii) Quando em referência a uma situação conceptualizada como futura, se pudermos
prever sua ocorrência, utilizamos as formas verbais de futuro e do presente simples, no
modo indicativo, para situá-la no plano da realidade projetada; se julgamos sua
ocorrência apenas possível, empregamos o futuro do subjuntivo e os verbos modais
para situarmos tal situação no plano da realidade potencial. cadernos.abralin.org Obviamente, o processo de conceptualização, ou seja, a apreensão, em termos
cognitivos, de uma dada entidade ou situação por um conceptualizador, envolve muitos
outros aspectos que, justamente por serem muitos, não foram capturados neste texto. Cumpre, contudo, destacar que todo e qualquer processo de conceptualização envolve
modos alternativos de se conceptualizar determinada situação (construals, para
Langacker 1991, 1999 e 2002), que subjazem, portanto, a relação entre tempo, modo e
concepção de realidade aqui focalizada. 4. AGRADECIMENTOS Agradeço à CAPES, pela bolsa de Pós-Doutoramento, e ao CNPq, pela bolsa de
Produtividade em Pesquisa, que me foram concedidas e que propiciaram o
desenvolvimento de estudos dos quais se originou este texto. 3. SUMARIANDO (iii) Quando em referência a uma situação conceptualizada como futura, se pudermos
prever sua ocorrência, utilizamos as formas verbais de futuro e do presente simples, no
modo indicativo, para situá-la no plano da realidade projetada; se julgamos sua
ocorrência apenas possível, empregamos o futuro do subjuntivo e os verbos modais
para situarmos tal situação no plano da realidade potencial. DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021 16 REFERÊNCIAS ABRAÇADO, Jussara. O tempo, o tempo linguístico e o tempo verbal: propriedades e relações. São Paulo: Contexto
2020. ABRAÇADO, Jussara. O tempo, o tempo linguístico e o tempo verbal: propriedades e relações. São Paulo: Contexto
2020. BRISARD, Frank. The English present. BRISARD, Frank (ed.) Grounding: the epistemic footing of deixis and referenc
Berlin/New York: Mouton de Gruyter, 2002, p. 251-297. FONSECA, Fernanda I. Dêixis e Pragmática Linguística. FARIA, Isabel Hub; PEDRO, Emília Ribeiro; DUARTE, Inês,
Gouveia; Carlos A.M. (Orgs.). Introdução à Linguística Geral e Portuguesa. Lisboa: Caminhos, 1996, p. 437-445. LANGACKER, Ronald W. Foundation of cognitive grammar. Volume II: Descriptive Aplication. California: Stanford
University Press, 1991. _____. Losing control: grammaticization, subjectification, and transparency. BLANK, Andreas; KOCH, Peter (Eds.). Historical Semantics and Cognition. Berlin: Mouton de Gruyter, 1999, p.147-175. _____. The English present tense. English Language and Linguistics 5: 251—272. 2002. _____. Extreme subjectification: English tense and modals. CUYCKENS Hubert; BERG, Thomas; DIRVEN, René;
PANTHER, Klaus-Uwe (Eds.). Motivation in Language: Studies in honor of Günter Radden. Amsterdam: John
Benjamins, 2003, p. 3-26. SOARES DA SILVA, Augusto. O Significado na Linguagem e na Mente. Uma Introdução à Semântica. Braga:
Universidade Católica Portuguesa, 320 páginas (inédito). SOUZA; Melina; ABRAÇADO, Jussara. A projeção do tempo futuro em frames de finalidade. DIAS, Nilza; ABRAÇADO,
Jussara (orgs.). Estudos sobre o português em uso. Uberlândia: Pangeia, 2020, p.43-77. Disponível em:
https://www.academia.edu/43968444/A_PROJE%C3%87%C3%83O_DO_TEMPO_FUTURO_EM_FRAMES_DE_FINALI
DADE. Acesso em 20/10/2020. SOUZA; Melina; ABRAÇADO, Jussara. A projeção do tempo futuro em frames de finalidade. DIAS, Nilza; ABRAÇADO,
Jussara (orgs.). Estudos sobre o português em uso. Uberlândia: Pangeia, 2020, p.43-77. Disponível em:
https://www.academia.edu/43968444/A_PROJE%C3%87%C3%83O_DO_TEMPO_FUTURO_EM_FRAMES_DE_FINALI
DADE. Acesso em 20/10/2020. 17 DOI 10.25189/2675-4916.2021.V2.N1.ID321
ISSN: 2675-4916 V. 2, N. 1, 2021
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Prevalence of The Risk Factors Associated with Pre-eclampsia and Eclampsia Disorders in a Tertiary Care Hospital of Lahore, a cross sectional study
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Prevalence of The Risk Factors Associated with Pre-
eclampsia and Eclampsia Disorders in a Tertiary
Care Hospital of Lahore, a cross sectional study Sana Iqbal
Mayo Hospital
Sibgha Ali
Mayo Hospital
Mah noor Naeem
Mayo Hospital
Tooba Fida
(
toobafida98@gmail.com
)
Mayo Hospital
https://orcid.org/0000-0001-9
Zain ul abiddin
Mayo Hospital Research Article Keywords: Pre-eclampsia, complication, pregnancy, nulliparity, Gestational diabetes mellitus, Antenatal
Posted Date: April 19th, 2023
DOI: https://doi.org/10.21203/rs.3.rs-2640097/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License DOI: https://doi.org/10.21203/rs.3.rs-2640097/v1 DOI: https://doi.org/10.21203/rs.3.rs-2640097/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Page 1/14 Page 1/14 Page 1/14 Abstract Introduction: Pre-eclampsia (PE) is a multi-system hypertensive condition characterized by a blood
pressure of greater than 140/90 mmHg recorded on two separate readings at least 4 hours apart and
associated with proteinuria or end organ dysfunction. It is called Eclampsia when a patient with pre-
eclampsia develops tonic-clonic seizures as well. It is thought to occur due to disordered trophoblastic
invasion that causes uteroplacental hypoperfusion, leading to widespread endothelial dysfunction. Risk
factors include PE in a previous pregnancy, Chronic kidney disease, diabetes mellitus, chronic
hypertension or autoimmune diseases. Increased maternal age, high BMI and family history also play a
role in its pathology. Pakistan has the third highest maternal mortality according to a recent global health
analysis, 29% of this is contributed by hypertensive disorders. This study aims to study the predisposing
risk factors in pre-eclampsia patients at a tertiary care hospital. Methods: 82 selected cases of pre-eclampsia and eclampsia were included in this cross-sectional study. Informed consent was taken from all the patients and a pre-tested questionnaire was filled out by
interviewing them during their antenatal visits. Results: Most (61%) of the patients were in the third decade (20-29) of their life. The mean of the blood
pressure checked at the time of interviewing was 153/95 mmHg. The majority (54.90%) of the patients
were overweight (BMI=26-34.9). The most commonly identified risk factors include; raised diastolic BP at
the booking visit (60%), history of pre-eclampsia in a previous pregnancy (41%), nulliparity (37%), obesity
(37%) family history of pre-eclampsia (28%), GDM (21%) and chronic HTN (13%). Other less common risk
factors include severe anemia (9%), a gap of more than 10 years (7%), multiple gestations (5%) and
maternal age of more than 35 years (4%). Conclusion: Pre-eclampsia is a significant threat to maternal as well as fetal life. And it has a higher
incidence in the developing part of the world. Various risk factors are attributed to its pathophysiology. Prompt diagnosis and proper management and monitoring can reduce the morbidity and mortality
associated with pre-eclampsia. Introduction Pre-eclampsia (PE) and eclampsia are one of the most dreadful and cryptic complications of pregnancy,
which begin after the 20th week of gestation and are cured only by delivery. [1] Pre-eclampsia is a multi-
system hypertensive condition characterized by a blood pressure of greater than 140/90 mmHg recorded
on two separate readings at least 4 hours apart and associated with proteinuria or end organ
dysfunction. It is called Eclampsia when a patient with pre-eclampsia develops tonic-clonic seizures as
well. [2] Pre-eclampsia complicates 5–6% of all pregnancies and thus contributes a great share in
maternal and fetal morbidity as well as mortality. [3] Pre-eclampsia has a multifactorial etiology, it is said
to occur due to disordered trophoblastic invasion that causes uteroplacental hypoperfusion, leading to a
widespread endothelial dysfunction due to the secretion of certain angiogenic factors by the placenta. Page 2/14 Page 2/14 Page 2/14 This in turn attacks end-organs during the pregnancy and postpartum period. [4] The risk factors
identified for pre-eclampsia are graded as high and moderate. High risk factors include PE in a previous
pregnancy, Chronic kidney disease, and diabetes mellitus. chronic hypertension or autoimmune diseases
like SLE and antiphospholipid syndrome. Moderate risk factors include primigravida female, maternal
age ≥ 40, BMI ≥ 35 or family history of pre-eclampsia. Any female having 1 high or 2 moderate risk
factors should undergo early pregnancy screening for pre-eclampsia. [5] Pre-eclampsia has always been a threat to maternal and fetal health worldwide. It gravely burdens the
hospitals and the resources of the healthcare department by increasing the hospital stay of patients due
to various associated complications, such as placental abruption. [6] Other complications such as fetal
growth restriction, intrauterine fetal death, HELLP syndrome are more common. Pre-eclampsia often
results in multi-organ dysfunction as it can involve Cardiovascular system to cause heart failure and
cardiomyopathy; gastrointestinal system to cause liver failure or liver rupture in eclampsia; renal system
to cause kidney failure; central nervous system to cause encephalopathy and stroke. It may also cause
generalized edema and pulmonary edema. It can also result in the onset of disseminated intravascular
Coagulation (DIC). [7] Pre-eclampsia has a seven times higher incidence in developing countries. A study conducted in Nepal
shows the incidence of pre-eclampsia in 2.8% of the live births in contrast to 0.4% in the developed
countries. Pre-eclampsia is the second most contributing cause of maternal mortality. Introduction [2] There has been
a constant rise in the cases of pre-eclampsia in Indonesia which can also be attributed to the lack of
awareness. [8] Pakistan has the third highest maternal mortality according to a recent global health
analysis, 34% of this is contributed by hypertensive disorders of pregnancy. [9] This proportion is much
less (16%) but still significant in the developed part of the world. [10] In the USA, due to higher standards
of antenatal care, prompt screening of high-risk cases and use of low-dose aspirin for the prevention of
pre-eclampsia, the overall complications are significantly reduced. [11] Proper antenatal care and awareness about the complications can help decrease the incidence of pre-
eclampsia. Scrutinizing the risk factors of Pre-eclampsia on an individual level can help in a better
understanding of its etiology. [12] The results of this study may help highlight the importance of prompt
screening for pre-eclampsia as a part of regular antenatal checkups in high-risk cases. Objectives: Objectives: To assess the risk factors of pre-eclampsia and eclampsia in a tertiary care hospital in Lahore. To assess the risk factors of pre-eclampsia and eclampsia in a tertiary care hospital in Lahore. To determine the factors majorly attributing to the high incidence of pre-eclampsia and eclampsia in
our setting. Where Patients who did not voluntarily participate or patients who were in an altered state of consciousness at
the time of data collection were excluded from the study. Where Z2(1-a) = confidence interval = 95%=1.96 Z2(1-a) = confidence interval = 95%=1.96 P = prevalence = 5.6% d = absolute precision = 5% n = 82 n = 82 82 selected cases of pre-eclampsia and eclampsia were included in the study. Informed consent was
taken from all the patients and a pre-tested questionnaire was filled out by interviewing them during their
antenatal visits. The questionnaire addressed all the common risk factors of eclampsia and pre-
eclampsia including; maternal age (> 40 years), nulliparity, an interval of > 10 years since the last
pregnancy, multiple gestations, chronic hypertension, type 2 Diabetes Mellitus, gestational diabetes
mellitus, obesity, severe anemia (Hb < 7g/dL), history of cardiac or Renal disease, SLE, anti-phospholipid
antibody syndrome, previous history of pre-eclampsia and family history. Patients who had been regularly
visiting for the antenatal checkup were labelled as booked cases, in contrast to the un-booked cases;
defined as the patients visiting for the first time in the given hospital. Inclusion criteria consisted of
diagnosed cases of pre-eclampsia and eclampsia at the time of data collection. The diagnostic criteria
are the blood pressure of more than 140/90 mmHg taken at two separate events at least 4 hours apart. Patients who did not voluntarily participate or patients who were in an altered state of consciousness at
the time of data collection were excluded from the study. 82 selected cases of pre-eclampsia and eclampsia were included in the study. Informed consent was
taken from all the patients and a pre-tested questionnaire was filled out by interviewing them during their
antenatal visits. The questionnaire addressed all the common risk factors of eclampsia and pre-
eclampsia including; maternal age (> 40 years), nulliparity, an interval of > 10 years since the last
pregnancy, multiple gestations, chronic hypertension, type 2 Diabetes Mellitus, gestational diabetes
mellitus, obesity, severe anemia (Hb < 7g/dL), history of cardiac or Renal disease, SLE, anti-phospholipid
antibody syndrome, previous history of pre-eclampsia and family history. Patients who had been regularly
visiting for the antenatal checkup were labelled as booked cases, in contrast to the un-booked cases;
defined as the patients visiting for the first time in the given hospital. Inclusion criteria consisted of
diagnosed cases of pre-eclampsia and eclampsia at the time of data collection. The diagnostic criteria
are the blood pressure of more than 140/90 mmHg taken at two separate events at least 4 hours apart. Materials And Methods A cross-sectional study was carried out at the Lady Willingdon hospital Lahore from August 1 to October
15, 2022. The study was approved by the institutional review board. A sample size of 82 subjects was Page 3/14 Page 3/14 calculated by taking a confidence interval of 95%, absolute precision of 5% and expected combined
prevalence of preeclampsia and eclampsia as 5.6% [3] calculated by the formula: Results This study included 82 participants (pregnant females with pre-eclampsia diagnosed) with a 100%
response rate (due to the study design (analytical cross-sectional study), there was no follow-up and the
tool used was an interviewer-administered structured questionnaire). The most common age groups were
20-29 years followed by 30-34 years with a percentage of 61% (n=50) and 22% respectively. While there
were 11 (13.40%) pregnant women with age ≥ 35 years. The mean systolic blood pressure (SBP) was 153.05 mm Hg and the mean diastolic blood pressure was
95.55 mm Hg. 54.90% of participants had a body mass index (BMI) value ranging between 26 and 34.9
while 42.7% had BMI between 20-25.90. A significant percentage of study participants (36.60%) had not gone to school at all. 22% of participants
had received higher secondary education while 19.50% were educated beyond that. 63.4% were Page 4/14 Page 4/14 Page 4/14 multiparous. The status of antenatal visits was found to be adequate since 62.20% had 4-8 antenatal visits and
23.20% had 1-3 visits.12.20% had >8 visits. The status of antenatal visits was found to be adequate since 62.20% had 4-8 antenatal visits and
23.20% had 1-3 visits.12.20% had >8 visits. ur results can be generalised to the entire region since the study was condu Our results can be generalised to the entire region since the study was conducted in a referral hospital. Risk factors associated with Pre-eclampsia are shown in the following graph: Risk factors associated with Pre-eclampsia are shown in the following graph: Discussion In a study by Ali AA et al [19], the prevalence of pre-eclampsia was found to be higher in
women with severe anemia (8.2%). The corrected risk for pre-eclampsia increased in severe anemia (OR =
3.6, 95% CI: 1.4–9.1, P = 0.007). History of multiple pregnancies was not a common risk factor in our study population unlike other
studies [3, 4, 5] as only 5% of patients had multiple gestations in our study. Women with multiple
pregnancies have a large-sized placenta which results in relatively decreased placental perfusion. The
excess of placenta tissues not perfused adequately compared to the women with singleton pregnancy
contributes to the risk of pre-eclampsia/eclampsia [3] and increased placental production of soluble
factors which antagonizes the VEGF signaling in maternal vasculature [12]. Similarly, the rest of the studied factors, for example, previous medical history of renal disease (5%),
antiphospholipid antibody syndrome (4%), and use of assisted reproductive technologies (1%) were
uncommon in our study population. In vitro conception was added to the list of moderate-risk factors for
preeclampsia in the 2021 guidelines [17]. While none of the participants reported any cardiac disease,
systemic lupus erythematosus, untreated HIV, or treatment with HAART therapy. Discussion This institutional-based cross-sectional study was conducted in Lady Willingdon Hospital Lahore to
determine the prevalence of the risk factors associated with pre-eclampsia. The pathophysiology of pre-
eclampsia, a major contributor to maternal morbidity and mortality, remains elusive but risk factors for
pre-eclampsia can be broadly classified into two categories: high-risk factors (pre-eclampsia in a prior
pregnancy, multifetal gestation, chronic hypertension, type 2 diabetes, renal disease and autoimmune
disease), and moderate risk factors (nulliparity, obesity, family history of pre-eclampsia in first degree
relatives, maternal age 35 years or more and inter-pregnancy interval of 10 years) [18]. In our study, risk
factors most commonly seen in pre-eclampsia patients were raised diastolic pressure at booking visits (>
80 mm Hg) and a history of pre-eclampsia in previous pregnancies. Gestational hemodynamic adaptations occurring during pregnancy are a decrease in BP from early to
mid-gestation (“mid-gestational BP drop”) which benefits placental perfusion. Blood pressure then
increases to reach pre-pregnancy levels in late gestation. An absence of mid-gestational blood pressure
drop is associated with pre-eclampsia [13]. In our study, more than 60% of patients had raised diastolic
blood pressure at booking visits which is consistent with a study by Ayele et al [8] in 2022 in which 68%
of participants had diastolic blood pressure between 90–110 mmHg. History of pre-eclampsia in previous pregnancies, a high-risk factor for pre-eclampsia, was seen in 41% of
participants which is congruent with [1, 2, 3]. Grum T et al [3] found 4 times higher chances of developing
pre-eclampsia among females having a previous history of pre-eclampsia than those who didn’t have a
such history which underscores the importance of strict and earlier monitoring of pre-eclampsia patients
in their subsequent pregnancies. The next most common factor was nulliparity (37%) since pre-eclampsia is a disease of 1st pregnancy
because of exposure of the maternal body to a foreign paternal genome in the form of a fetus. Protective
effect in the second pregnancy is found only if the father remains the same, the reason being that the
maternal immune system builds tolerance to the paternal antigens with repetitive exposure which would
not be the case if the partner changes [20]. Along similar lines, pregnancy with a new partner is a risk
factor for pre-eclampsia since changing parents could bring fresh antigens from new parents
predisposing females to the risk of PE development due to non-compatibility [6]. Discussion Page 5/14 Page 5/14 Obesity was present in 37% of participants. 54.90% of participants had a BMI value ranging between 26
and 34.9 which is similar to the results of various other studies [8, 10]. The proposed mechanism behind
obesity being a risk factor of pre-eclampsia is insulin resistance and systemic inflammation leading to
endothelial dysfunction and resulting in multi-organ involvement [10]. History of pre-eclampsia in 1st-
degree relatives was another prevalent factor in our study population (28% of participants). Studies show
that patients with a strong family history of pre-eclampsia are more likely to develop pre-eclampsia than
those who don't have such a history. Obesity was present in 37% of participants. 54.90% of participants had a BMI value ranging between 26
and 34.9 which is similar to the results of various other studies [8, 10]. The proposed mechanism behind
obesity being a risk factor of pre-eclampsia is insulin resistance and systemic inflammation leading to
endothelial dysfunction and resulting in multi-organ involvement [10]. History of pre-eclampsia in 1st-
degree relatives was another prevalent factor in our study population (28% of participants). Studies show
that patients with a strong family history of pre-eclampsia are more likely to develop pre-eclampsia than
those who don't have such a history. In our study, gestational diabetes mellitus was present in 21% of participants. Various studies have
revealed the association of pre-eclampsia complicated by insulin resistance [8, 14–16, 22]. Diabetic
pregnant women are 2.37 times more likely to develop pre-eclampsia compared with non-diabetic
pregnant women (95% confidence interval: 1.1–3.7). GDM affects the occurrence of PE by inducing
placental ischemia, increasing oxidative stress and inflammation [15]. 25% of preeclampsia patients were
found to have gestational diabetes in a descriptive cross-sectional study on 108 patients by Nokandeh
OM et al [16]. Along similar lines, a history of type 2 diabetes is a risk factor for pre-eclampsia which was
seen in 7% of our participants. History of chronic hypertension was present in 13% of participants which is in agreement with other
studies [8, 11]. Pre-eclampsia is more common in those with a history of hypertension for the last 5 years
[23]. More than 10 years since the last pregnancy as a risk factor for pre-eclampsia was present in only
7% of participants. Severe anemia, defined by hemoglobin levels of less than < 7g/dl, was present in 9%
of participants. Conclusion Page 6/14
History of pre-eclampsia in previous pregnancies and raised diastolic blood pressure (> 80 mm Hg) is the
most prevalent risk factors for preeclampsia and eclampsia disorders in our population. Other frequent Page 6/14 risk factors are nulliparity,obesity,history of gestational diabetes mellitus and chronic hypertension. In
underdeveloped countries already lagging in achieving Sustainable Development Goals regarding
maternal health, pre-eclampsia deserves special attention being a major contributor to maternal morbidity
and mortality.Health-seeking behaviour in pregnant females should be encouraged for both urban and
rural residents to screen the population at risk and prevent the coming complication by ensuring at least 4
antenatal visits as per the focused antenatal care model proposed by WHO. Limitations There are chances of recall bias for some information acquired using the memory of participants. Besides, this institutional study cannot be a true representative of the entire population because of the
smaller sample size. Biochemical tests to exclude other related medical conditions were not performed. As the data was collected during pregnancy, we were not able to determine maternal and fetal outcomes. Since a cross-sectional study design was implemented, it can’t establish a cause-effect relationship
between risk factors and pre-eclampsia.Since study population was only a subset of the general
population,berkson bias is likely to affect our results. CONFLICT OF INTEREST The article and its authors have no conflict of interest. FUNDING This research hasn’t been funded by either internal or external sources. Page 7/14
The research has been conducted only after the ethical approval by the IRB committee of
Mayo CONSENT FOR PUBLICATION
All the authors mutually agree for the publication in this journal. CONSENT TO PARTICIPATE
All the data has been gathered after obtaining a signed written informed consent from the participants. AVAILABILITY OF DATA AND MATERIAL
All the data collected from the subjects is available and can be submitted on demand
CODE AVAILABILITY The research has been conducted only after the ethical approval by the IRB committee of
Mayo CONSENT FOR PUBLICATION All the authors mutually agree for the publication in this journal. The data has been analyzed through the spss 26 version
AUTHOR CONTRIBUTION
1 S.I :conception and design of the research,
2 S. A :acquisition of data,
3. M. N: drafting the article
4. T.F: revising it critically and corresponding
5. Z.A: analysis and interpretation of data The data has been analyzed through the spss 26 version
AUTHOR CONTRIBUTION 1 S.I :conception and design of the research, 3. M. N: drafting the article 4. T.F: revising it critically and corresponding 5. Z.A: analysis and interpretation of data References 1. Direkvand-Moghadam A, Khosravi A, Sayehmiri K. Predictive factors for preeclampsia in pregnant
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associated with preeclampsia and small-for-gestational-age birth: a population-based register study. BMC Pregnancy Childbirth. 2019;19:186. https://doi.org/10.1186/s12884-019-2319-2. 13. Gunnarsdottir J, Akhter T, Högberg U, et al. Elevated diastolic blood pressure until mid-gestation is
associated with preeclampsia and small-for-gestational-age birth: a population-based register study. BMC Pregnancy Childbirth. 2019;19:186. https://doi.org/10.1186/s12884-019-2319-2. 14. Ajazi R, Maci O, Bejtja G. Gestational diabetes as a risk factor for preeclampsia. Alban Med J. 2015;2:47–52. 14. Ajazi R, Maci O, Bejtja G. Gestational diabetes as a risk factor for preeclampsia. Alban Med J. 2015;2:47–52. 15. Yang Y, Wu N. Gestational Diabetes Mellitus and Preeclampsia: Correlation and Influencing Factors
[Internet]. Vol. 9, Frontiers in Cardiovascular Medicine 2022.Available from:
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[Internet]. Vol. 9, Frontiers in Cardiovascular Medicine 2022.Available from:
https://www.frontiersin.org/articles/10.3389/fcvm.2022.831297 16. Nokandeh OM, Nouri M, Mirzaei M, Mashak B, Mirmajidi R, Moghadam SB, Ataei M, Modoodi M. Prevalence of diabetes in women with preeclampsia referred to Imam Hossein and Fatemieh
Hospitals in Shahroud. Arch Venezolanos de Farmacología y Terapéutica. 2021;40(2):125–35. 16. References Available from:
https://www.sciencedirect.com/science/article/pii/S2210778918305427 22. Wainstock T, Sergienko R, Sheiner E. Who Is at Risk for Preeclampsia? Risk Factors for Developing
Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020
23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
women with chronic hypertension. Pregnancy Hypertens [Internet]. 2018;13:S119. Available from:
https://www.sciencedirect.com/science/article/pii/S2210778918305427
Figures
Figure 1 22. Wainstock T, Sergienko R, Sheiner E. Who Is at Risk for Preeclampsia? Risk Factors for Developing
Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020
23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in 22. Wainstock T, Sergienko R, Sheiner E. Who Is at Risk for Preeclampsia? Risk Factors for Developing
Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020
23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
women with chronic hypertension. Pregnancy Hypertens [Internet]. 2018;13:S119. Available from:
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Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020 22. Wainstock T, Sergienko R, Sheiner E. Who Is at Risk for Preeclampsia? Risk Factors for Developing
Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020
23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
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23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
women with chronic hypertension. Pregnancy Hypertens [Internet]. 2018;13:S119. Available from:
https://www.sciencedirect.com/science/article/pii/S2210778918305427 23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
women with chronic hypertension. Pregnancy Hypertens [Internet]. 2018;13:S119. Available from:
https://www.sciencedirect.com/science/article/pii/S2210778918305427 Figures Figure 1
Legend not included with this version. References Nokandeh OM, Nouri M, Mirzaei M, Mashak B, Mirmajidi R, Moghadam SB, Ataei M, Modoodi M. Prevalence of diabetes in women with preeclampsia referred to Imam Hossein and Fatemieh
Hospitals in Shahroud. Arch Venezolanos de Farmacología y Terapéutica. 2021;40(2):125–35. 17. Wheeler SM, Myers SO, Swamy GK, Myers ER. Estimated Prevalence of Risk Factors for Preeclampsia
Among Individuals Giving Birth in the US in 2019. JAMA Netw Open. 2022 Jan 4;5(1):e2142343. doi:
10.1001/jamanetworkopen.2021.42343. PMID: 34982156; PMCID: PMC8728614. 17. Wheeler SM, Myers SO, Swamy GK, Myers ER. Estimated Prevalence of Risk Factors for Preeclampsia
Among Individuals Giving Birth in the US in 2019. JAMA Netw Open. 2022 Jan 4;5(1):e2142343. doi:
10.1001/jamanetworkopen.2021.42343. PMID: 34982156; PMCID: PMC8728614. 18. [Internet]. Nice.org.uk. 2022 [cited 13 October 2022]. Available from:
https://www.nice.org.uk/guidance/ng133/resources/planning-care-for-women-at-moderate-and-high-
risk-of-preeclampsia-pdf-8720711390 18. [Internet]. Nice.org.uk. 2022 [cited 13 October 2022]. Available from:
https://www.nice.org.uk/guidance/ng133/resources/planning-care-for-women-at-moderate-and-high-
risk-of-preeclampsia-pdf-8720711390 19. Ali AA, Rayis DA, Abdallah TM, Elbashir MI, Adam I. Severe anaemia is associated with a higher risk
for preeclampsia and poor perinatal outcomes in Kassala hospital, eastern Sudan. BMC Res Notes. 2011 Aug;26:4:311. 10.1186/1756-0500-4-311. PMID: 21867566; PMCID: PMC3224576. 19. Ali AA, Rayis DA, Abdallah TM, Elbashir MI, Adam I. Severe anaemia is associated with a higher risk
for preeclampsia and poor perinatal outcomes in Kassala hospital, eastern Sudan. BMC Res Notes. 2011 Aug;26:4:311. 10.1186/1756-0500-4-311. PMID: 21867566; PMCID: PMC3224576. 20. Cormick G, Betrán AP, Ciapponi A, Hall DR, Hofmeyr GJ, calcium and Pre-eclampsia Study Group. ;. Inter-pregnancy interval and risk of recurrent pre-eclampsia: systematic review and meta-analysis. Reprod Health. 2016 Jul 18;13(1):83. doi: 10.1186/s12978-016-0197-x. PMID: 27430353; PMCID:
PMC4950816. 20. Cormick G, Betrán AP, Ciapponi A, Hall DR, Hofmeyr GJ, calcium and Pre-eclampsia Study Group. ;. Inter-pregnancy interval and risk of recurrent pre-eclampsia: systematic review and meta-analysis. Reprod Health. 2016 Jul 18;13(1):83. doi: 10.1186/s12978-016-0197-x. PMID: 27430353; PMCID:
PMC4950816. 21. Njoroge S, Kuriloff M, Mueller A, Lopes Perdigao J, Dhir R, Rana S. The interval between births and
the risk of recurrent preeclampsia among predominantly high risk women in urban tertiary care
center. Pregnancy Hypertens [Internet]. 2021;25:7–11. Available from:
https://www.sciencedirect.com/science/article/pii/S2210778921000416 Page 9/14 Page 9/14 Page 9/14 22. Wainstock T, Sergienko R, Sheiner E. Who Is at Risk for Preeclampsia? Risk Factors for Developing
Initial Preeclampsia in a Subsequent Pregnancy. Vol. 9,Journal of Clinical Medicine. 2020
23. Brumby C, Aherne N, Koh G, Tan YY, Mcmahon L. 292. Risk factors for superimposed preeclampsia in
women with chronic hypertension. Pregnancy Hypertens [Internet]. 2018;13:S119. Figure 1 Legend not included with this version. Legend not included with this version. Legend not included with this version. Legend not included with this version. Page 10/14 Page 10/14 Figure 2 Legend not included with this version. Legend not included with this version. Page 11/14 Fi
3 Figure 3 Figure 3 Legend not included with this version. Legend not included with this version. Legend not included with this version. Page 12/14 Figure 4
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Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection
|
International journal of engineering and advanced technology
| 2,020
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cc-by
| 13,168
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I. 0
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(1) Eringen [1] has presented the theory of micropolar
fluids. The theory of micropolar fluids become the very
active field of research for the last few decades as this class
of fluids represents, mathematically, many industrially
important fluids such as paints, body fluids, polymers,
colloidal fluids, suspension fluids etc. These fluids display
the effects of local rotatory inertia and couple stress and
may form suitable non-Newtonian fluid models, which can
be used to analyze the behaviour of the exotic lubricants,
animal bloods, etc. The study of micropolar fluid mechanics
has received the attention of many researchers. A list of
published papers for this fluid can be found in Eringen [2]
and Ishak et.al [3] . The mathematical theory of equations of
micropolar fluids and application of these fluids in the
theory of lubrication and in the theory of porous media is
presented by G. Lukaszewicz [4] in this book. (3) whereV
is the velocity vector,
is the micro-rotation
vector and P is fluid pressure, and j are the fluid density
and micro-gyration parameter, {, k} and {,,} are
viscosity and gyroviscosity coefficients. The stress tensor ij and the couple stress tensor mij The stress tensor ij and the couple stress tensor mij
re given by are given by are given by
),
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(5) International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 Ajit Kumar, Preeti Ajit Kumar, Preeti The purpose of the present paper is to study the flow of
micropolar fluid between two parallel plates with different
periodic suction. The effects of dimensionless parameter pj,
pl & pt on the velocity functions f & g have shown
graphically and the conclusions have been drawn from the
behaviour of the velocity functions with respect to different
dimensionless parameters. Abstract: The unsteady stokes flow of incompressible micropolar
fluid between two porous plates is considered. The lower plate is
subjected to periodic suction and different periodic injection is
applied at the upper plate. Stream function for the flow is
obtained and the variation of velocity function f & g with is
shown graphically. The effects of the dimensionless parameters
p, frequency parameter pt, micropolarity parameter pl and the
microrotation parameter pj on the velocity functions f and
microrotation velocity function g are discussed and shown
through the graphs. II. Assuming the flow to be stokesian, neglecting the
inertial and gyroinertial terms and ignoring the body force
and body couple, the field equations of the micropolar fluid
are : Keywords: Unsteady stokes flow, micropolar fluid, porous plates,
periodic suction and injection. Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 MICROPOLAR FLUIDS – THEORY AND
APPLICATIONS ,
,
,
,
i
j
j
i
ij
k
k
ij
m
(5) The problem of steady flow of an incompressible
viscous fluid through a porous channel was considered by
Berman [5]. He obtained a perturbation solution assuming
normal wall velocities to be equal. Sellers [6], Terrill [7] and
Yuan [8] have extended the analysis of Berman for various
values of suction and injection Reynolds numbers. Terrill
and Shretha [9] have examined the same problem, assuming
different normal velocities at the walls. Flow of a second-
order fluid between torsionally oscillating discs of different
permeability was studied by Singh and Agarwal [10]. Asharaf and Bashir [11] have obtained the numerical
solution of MHD stagnation point flow and heat transfer of a
micropolar fluid towards a heated shrinking sheet. Srinivasacharya, D. et.al [12] have solved the problem of
stokes flow of micropolar fluid between two parallel porous
plates. They have studied the effect of pj, pl & pt on the skin
friction. where w is the vorticity vector δij is kronecker delta ijm is
the alternating symbol eij is the strain rate tensor. Consider the two dimensional flow of micropolar
fluid through two porous parallel plates y=0 and y =h along
the direction of x axis. Since the flow is along the x-
direction, all the variables are independent of z. Let us take a
periodic suction of velocity voeiwt at the lower plate and
periodic injection of velocity nvoeiwt at the upper plate. Hence we choose the velocity vector V
, micro-rotation
vector
and the pressure P in the form iwt
iwt
iwt
e
y
x
N
e
k
y
x
N
e
j
y
x
i
y
x
u
V
)
,
(
,0,0
(
)
,
(
,
]
)
,
(
)
,
(
[
and
iwt
e
y
x
p
y
x
P
)
,
(
)
,
(
(6) (6) We introduce the stream function (x,y) satisfying the
continuity
equation
(1)
through Revised Manuscript Received on February, 10 2020. ropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection can be obtain as follows :
a2 + b2 = 1+i2 , a2b2 = 3+i4
(25)
here The values of a2 + b2, a2b2 etc. can be obtain as follows : The values of a2 + b2, a2b2 etc. can be obtain as follows :
a2 + b2
+i
a2b2
+i
(25) )
(
))
(
(
)
2
(
2
2
k
k
j
w
i
k
k
b
a
(15)
)
(
)
2
(
2
2
k
jw
i
k
w
i
b
a
(16) ,
a2 + b2 = 1+i2 , a2b2 = 3+i4
h (25) j
t
j
t
l
p
p
h
p
p
h
p
h
2
4
3
2
2
2
1
1
),
1(
1
,
1
and
. 2
4
4
K
p
h
t
(26) (16) (26) III. We assume The boundary conditions on the velocity components u, v
and microrotation component N are : j
4
2
1
6
3
2
2
2
1
5
4
2
,
4
,
2
)
(
,
7
7
5
8
2
6
2
5
7
B
,
2
)
(
,
2
)
(
8
7
1
10
7
5
7
9
,
2
)
(
,
2
)
(
8
7
1
12
9
7
2
11
,
,2
/)
(
2
11
2
10
14
9
7
2
13
,
2
)
(
,
2
)
(
14
10
14
16
14
10
14
15
p
y = 0
u = 0,
v = v0, N = 0
y = h
u = 0,
v = nv0, N = 0 (17)
Following Terrill [8], we introduce f(ζ) and g(ζ) as:
)
(
1
),
(
0
0
0
0
g
x
h
nv
U
h
N
f
x
h
nv
U
h
p
y = 0
u = 0,
v = v0, N = 0
y = h
u = 0,
v = nv0, N = 0 (17)
F ll
i
T
ill [8]
i t
d
f(ζ)
d (ζ) p
y = 0
u = 0,
v = v0, N = 0
y = h
u = 0,
v = nv0, N = 0 y = 0
u = 0,
v = v0, N = 0
y = h
u = 0,
v = nv0, N = 0 (17)
Following Terrill [8], we introduce f(ζ) and g(ζ) as: )
(
1
),
(
0
0
0
0
g
x
h
nv
U
h
N
f
x
h
nv
U
h
(18) (18) where
0
0
0
0
0
|
|
|
|
0 ,
1
,
U
and
nv
v
nv
h
y
is the average entrance velocity. III. h
To calculate the value of a, b, a2 b2 a4 and b4 in terms of the
dimensionless parameter p, pt, pl, pj etc. We assume To calculate the value of a, b, a2 b2 a4 and b4 in terms of the
dimensionless parameter p, pt, pl, pj etc. ropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection The boundary conditions on f(ζ) and g (ζ) become: x
y
x
y
y
x
u
)
,
(
,
)
,
(
(7) (7) f(0)=1-=
n
1 , f(1)=1, f'(0)=f'(1)=0, g(0)=g(1)=0 Using expression (6), (7) in equation (2) and (3)
comparing the i,jth component of equation (2) and kth
components (which is only existing non zero component) of
equation (3) respectively, we get; (21) n=2, 3, 4 , ,
The solution of equation (19) is :
f(ζ) = C1 + C2 ζ + C3eahζ + C4e-ahζ + C5ebhζ
+ C6e-bhζ
(22)
and hence
g(ζ)=A(C3eahζ + C4e-ahζ) + B(C5ebhζ + C6e-bhζ)
(23)
where The solution of equation (19) is :
f(ζ) = C1 + C2 ζ + C3eahζ + C4e-ahζ + C5ebhζ
+ C6e-bhζ
(22)
and hence
g(ζ)=A(C3eahζ + C4e-ahζ) + B(C5ebhζ + C6e-bhζ)
(23)
where
)
2
(
}
)
(
{
2
2
2
2
2
4
2
jwk
i
k
a
wh
i
k
a
a
k
h
A
)
2
(
}
)
(
{
2
2
2
2
2
4
2
jwk
i
k
b
wh
i
k
b
b
k
h
B
(24)
2
)
(
y
k
y
N
k
x
p
y
w
i
(8)
2
)
(
x
k
x
N
k
y
p
x
w
i
(9)
N
k
kN
wjN
i
2
2
2
(10) (22) where )
2
(
}
)
(
{
2
2
2
2
2
4
2
jwk
i
k
a
wh
i
k
a
a
k
h
A
)
2
(
}
)
(
{
2
2
2
2
2
4
2
jwk
i
k
b
wh
i
k
b
b
k
h
B
(24) On differentiating to equation (8) w.r.t. y and to equation (9)
w.r.t. ropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection x and then adding, the equations thus obtained we get: g
q
g
iw
2
= k
2
N+(+k)
4
(11)
multiply to equation (10) by k and to (11) by ν and then
subtracting to the equations thus obtained we get: iw
2
= k
2
N+(+k)
4
(11)
multiply to equation (10) by k and to (11) by ν and then
subtracting to the equations thus obtained we get: (11) )
(
j
(24)
ing the dimensionless parameter
k
k
p
; (24)
k
k
p
; k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(12)
2 Using the dimensionless parameter
k
k
p
; on operating
2
on both sides of the equation (12) and then
substituting the value of
2
N in equation (11) we get:
2
(
2
-a2)(
2
-b2)=0
(13)
and
k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(14)
2
2 on operating
2
on both sides of the equation (12) and then on operating
2
on both sides of the equation (12) and then
substituting the value of
2
N in equation (11) we get:
2
(
2
-a2)(
2
-b2)=0
(13)
and
k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(14)
2
2 frequency parameter
k
wh
pt
2
; micro-polarity on operating on both sides of the equation (12) and then
substituting the value of
2
N in equation (11) we get: substituting the value of
2
N in equation (11) we get: g
q
(
)
g
2
(
2
-a2)(
2
-b2)=0
(13)
and
k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(14)
2
2
and parameter
)
(
)
2(
2
k
h
k
k
pl
; micro-rotation parameter parameter
)
(
)
2(
2
k
h
k
k
pl
; micro-rotation parameter parameter
)
(
)
2(
2
k
h
k
k
pl
; micro-rotation parameter k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(14)
2
2 k(ijw+2k)N=-(+k)
4
+(iw-k2)
2
(14)
)
(
k
j
p j
and the fluid parameter
2
kh
K where
2
2
2
2
2
y
x
is the Laplacian operator and where
2
2
2
2
2
y
x
is the Laplacian operator and The values of a2 + b2, a2b2 etc. Revised Manuscript Received on February, 10 2020. ng 78
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continuity
equation
(1)
through Dr. AJIT KUMAR, Assistant Professor , Department of Mathematics
Teerthanker Mahaveer University Moradabad, Preeti, Assistant Professor , Department of Mathematics Noida Institute
Of Engineering of Technology Greater Noida 78
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DOI: 10.35940/ijeat.A1404.029320 1078 Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection .
2
2
2
d
d
D III. 9 we assume
18
17
3
16
14
1
2
15
14
1
,
,
h
d
h
d
h
d
and
19
17
4
B
B
h
d
and
28 = 2d1-2cosd2 sinhd1,
29 = 2d2 - 2Sind2 Coshd1
30 = (26 22 + 27 23) / (
2
22
+
2
23
)
31 = (27 22 - 26 23) / (
2
22
+
2
23
)
32 = d130 – d231, 33 = d230 + d131
34 = 30
1
de
Cosd2 - 31
1
de
Sind2
35 = 30
1
de
Sind2 + 31
1
de
Cosd2
36 =
3
de
Cosd4, 37 =
3
d
e
Sind4
38 = -1+30 + 32 - d3 - 34 + 36
39 = 31 + 33 – d4 - 35 + 37
40 =
3
d
e
Cosd4, B41 =
3
d
e
Sind4
42 = -1+30 + 32 + d3 - 34 + 40
43 = 31 + 33 + d4 - 35 - 41
44 = 2d1 – 2d1 coshd1 cosd2 + 2d2 sinhd1 sind2,
45 = 2d2 – 2d2 coshd1 cosd2 +2d1 sinhd1 sind2,
46 = 32 – d1 34 + d2 35 – d3 + d3 36 - d4 37,
47 = 33 - d1 35 - d2 34 - d4 + d3 37 + d4 36,
48= 32 - d134 + d235 + d3-(d336 + d437)/(
2
36
+
2
37
),
49 = 33 -d234- d135 + d4-(d436 – d337)/(
2
36
+
2
37
),
50 = 2[22 cosd2 Sinhd1 - 23 Sind2 Coshd1]
51 = 2[23 cosd2 sinhd1 + 22 sind2 coshd1)
52 = 26 (36 –
1
de
cosd2)- 27 (37 -
1
de
sind2)
53 = 26 (37 –
1
de
sind2) + 27 (36 -
1
de
cosd2)
54=26 (
1
de
cosd2 –
3
d
e
cosd4) - 27(
1
de
sind2 +
3
d
e
sind4)
55= 27 (
1
de
cosd2-
3
d
e
cosd4)+26 (
1
de
Sind2+
3
d
e
Sind4) (45) ,
1
,
2
2
1
bh
ah
e
e
A
B
bh
ah
A
B
A
B
e
e
ah
,
1
3
bh
ah
e
e
A
B
bh
ah
A
B
A
B
Then ,
16
14
15
14
i
a
,
19
17
18
17
i
b
,
,
13
12
2
11
10
2
i
b
i
a
),
2
(
11
10
2
11
2
10
4
i
a
)
2
(
13
12
2
13
2
12
4
i
b
(28) 4 = 2ah – ah eah – ah e-ah = 2ah - 2ah cosh(ah),
,
5
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
,
6
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
7 = 2A Now to calculate the value of A and B we assume Now to calculate the value of A and B we assume
sinh(ah), 8 = B (ebh - eah), sinh(ah), 8 = B (ebh - eah), 11
2
10
2
2
11
2
10
4
20
)
)
(
h
p
p
Kh
h
p
t
11
2
11
10
4
10
2
21
2
Kh
h
p
h
p
pt
)
4
/(
)
2
(
2
2
2
21
20
22
j
t
j
t
p
p
k
p
p
k
)
4
/(
)
2
(
2
2
2
20
21
23
j
t
j
t
p
p
K
p
p
K
,
)
(
13
2
12
2
2
13
2
12
4
24
h
p
p
Kh
h
p
t
,
2
13
2
13
12
4
12
2
25
Kh
h
p
h
p
p
),
4
/(
)
2
(
2
2
2
25
24
26
j
t
j
t
p
p
K
p
p
K
)
4
/(
)
2(
2
2
2
24
25
27
j
t
j
t
p
p
K
p
p
K
(29)
Then A = 22 + i 23
(30)
and B = 26 + i 27
(31) 9 = B(eah – e-bh) 9 = B(eah – e-bh)
(44) (44) For calculating 1, 2, 3, ……………. III. 2
2
2
d
d
D 079
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DOI: 10.35940/ijeat.A1404.029320 9
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eval Number: A1404109119/2020©BEIESP
: 10.35940/ijeat.A1404.029320 Published By:
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& Sciences Publication Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1079 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 17
12
17
18
2
13
2
12
17
2
)
(
,
,
and
17
12
17
19
2
)
(
(27)
Then
,
16
14
15
14
i
a
,
19
17
18
17
i
b
,
,
13
12
2
11
10
2
i
b
i
a
),
2
(
11
10
2
11
2
10
4
i
a
)
2
(
13
12
2
13
2
12
4
i
b
(28)
Now to calculate the value of A and B we assume
,
0
6
9
5
8
4
7
C
C
C
(43)
where
,
1
,
2
2
1
bh
ah
ah
ah
e
e
A
B
bh
ah
A
B
A
B
e
e
ah
,
1
3
bh
ah
e
e
A
B
bh
ah
A
B
A
B
4 = 2ah – ah eah – ah e-ah = 2ah - 2ah cosh(ah),
,
5
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
,
6
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
7 = 2A 17
12
17
18
2
13
2
12
17
2
)
(
,
,
and
17
12
17
19
2
)
(
(27)
Then
,
0
6
9
5
8
4
7
C
C
C
(43)
where
,
1
,
2
2
1
bh
ah
ah
ah
e
e
A
B
bh
ah
A
B
A
B
e
e
ah
,
0
6
9
5
8
4
7
C
C
C
(43)
where
,
1
,
2
2
1
bh
ah
ah
ah
e
e
A
B
bh
ah
A
B
A
B
e
e
ah
,
1
3
bh
ah
e
e
A
B
bh
ah
A
B
A
B
4 = 2ah – ah eah – ah e-ah = 2ah - 2ah cosh(ah),
,
5
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
,
6
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
7 = 2A
bh
h (43) 17
12
17
2
)
(
(27)
,
16
14
15
14
i
,
19
17
18
17
i
,
,
13
12
2
11
10
i
b
i
),
2
(
11
10
2
11
2
10
i
)
2
(
13
12
2
13
2
12
i
(28)
ulate the value of A and B we assume
11
2
10
2
2
11
2
10
4
0
)
)
(
h
p
p
Kh
h
p
t
11
2
11
10
4
10
2
2
Kh
h
p
h
)
4
/(
)
2
2
2
21
20
j
t
j
t
p
p
k
p
p
)
4
/(
)
2
2
2
20
21
j
t
j
t
p
p
K
p
p
,
)
(
13
2
12
2
2
13
2
12
4
h
p
p
Kh
t
,
2
13
2
13
12
4
12
2
Kh
h
p
h
p
),
4
/(
)
2
2
2
25
24
j
t
j
t
p
p
K
p
p
)
4
/(
)
2
2
2
24
25
j
t
j
t
p
p
K
p
p
(29)
22 + i 23
(30)
26 + i 27
(31)
of the constants C1, C2, C3, C4, C5 and C6 are
m equations (22) and (23) subjected to the
onditions (21) for this from (21), (22) and (23)
6
5
4
3
C
C
C
C
(32)
+C3eah +C4 e-ah +C5ebh + C6 e-bh
(33)
ah – C4 ah +C5 bh - C6bh (34)
h eah –C4 ah e-ah +C5 bh ebh
bh
(35)
C4) + B (C5+C6)
(36)
h + C4 e-ah) + B (C5ebh + C6 e-bh)
quations (32), (34) and (36) we get
6
5
1
1
C
A
B
C
A
B
(38)
6
5
4
2
C
bh
ah
A
B
C
bh
ah
A
B
ahC
(39)
6
5
C
C
A
B
(40)
he values of C1, C2 and C3 in equations no. III. (33),
7) we get;
,
1
,
2
2
1
bh
ah
e
e
A
B
bh
ah
A
B
A
B
e
e
ah
,
1
3
bh
ah
e
e
A
B
bh
ah
A
B
A
B
4 = 2ah – ah eah – ah e-ah = 2ah - 2ah cosh(ah),
,
5
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
,
6
bh
ah
e
bh
bh
e
A
B
ah
ah
A
B
7 = 2A
sinh(ah), 8 = B (ebh - eah),
9 = B(eah – e-bh)
(44)
For calculating 1, 2, 3, ……………. III. 9 we assume 18
17
3
16
14
1
2
15
14
1
,
,
h
d
h
d
h
d
and
19
17
4
B
B
h
d
and 28 = 2d1-2cosd2 sinhd1,
29 = 2d2 - 2Sind2 Coshd1 The values of the constants C1, C2, C3, C4, C5 and C6 are
obtained from equations (22) and (23) subjected to the
boundary conditions (21) for this from (21), (22) and (23)
we get 6
5
4
3
1
1
C
C
C
C
C
n
(32)
1 = C1+C2 +C3eah +C4 e-ah +C5ebh + C6 e-bh
(33)
0 = C2 + C3 ah – C4 ah +C5 bh - C6bh (34)
0 = C2 +C3ah eah –C4 ah e-ah +C5 bh ebh
-C6bh e-bh
(35)
0 = A (C3 + C4) + B (C5+C6)
(36)
0 = A (C3 eah + C4 e-ah) + B (C5ebh + C6 e-bh)
(37) From equations (32), (34) and (36) we get
6
5
1
1
1
1
C
A
B
C
A
B
n
C
(38)
5
4
2
2
ah
A
B
C
bh
ah
A
B
ahC
C
(39)
6
5
4
3
C
C
A
B
C
C
(40)
i
h
l
f C
C
d C i
i 6
5
4
3
1
1
C
C
C
C
C
n
(32)
1 = C1+C2 +C3eah +C4 e-ah +C5ebh + C6 e-bh
(33)
0 = C2 + C3 ah – C4 ah +C5 bh - C6bh (34)
0 = C2 +C3ah eah –C4 ah e-ah +C5 bh ebh
-C6bh e-bh
(35)
0 = A (C3 + C4) + B (C5+C6)
(36)
0 = A (C3 eah + C4 e-ah) + B (C5ebh + C6 e-bh)
(37) From equations (32), (34) and (36) we get
6
5
1
1
1
1
C
A
B
C
A
B
n
C
(38) 6
5
4
3
1
1
C
C
C
C
C
n
(32)
1 = C1+C2 +C3eah +C4 e-ah +C5ebh + C6 e-bh
(33)
0 = C2 + C3 ah – C4 ah +C5 bh - C6bh (34)
0 = C2 +C3ah eah –C4 ah e-ah +C5 bh ebh
-C6bh e-bh
(35)
0 = A (C3 + C4) + B (C5+C6)
(36)
0 = A (C3 eah + C4 e-ah) + B (C5ebh + C6 e-bh)
(37) From equations (32), (34) and (36) we get
6
5
1
1
1
1
C
A
B
C
A
B
n
C
(38)
6
5
4
2
2
C
bh
ah
A
B
C
bh
ah
A
B
ahC
C
(39)
6
5
4
3
C
C
A
B
C
C
(40)
39
31
33
4
35
37
40 =
3
d
e
Cosd4, B41 =
3
d
e
Sind4
42 = -1+30 + 32 + d3 - 34 + 40
43 = 31 + 33 + d4 - 35 - 41
44 = 2d1 – 2d1 coshd1 cosd2 + 2d2 sinhd1 sind2,
45 = 2d2 – 2d2 coshd1 cosd2 +2d1 sinhd1 sind2,
46 = 32 – d1 34 + d2 35 – d3 + d3 36 - d4 37,
47 = 33 - d1 35 - d2 34 - d4 + d3 37 + d4 36,
48= 32 - d134 + d235 + d3-(d336 + d437)/(
2
36
+
3
49 = 33 -d234- d135 + d4-(d436 – d337)/(
2
36
+
2
37
50 = 2[22 cosd2 Sinhd1 - 23 Sind2 Coshd1]
51 = 2[23 cosd2 sinhd1 + 22 sind2 coshd1)
52 = 26 (36 –
1
de
cosd2)- 27 (37 -
1
de
sind2)
53 = 26 (37 –
1
de
sind2) + 27 (36 -
1
de
cosd2)
54=26 (
1
de
cosd2 –
3
d
e
cosd4) - 27(
1
de
si
3
d
e
sind4)
55= 27 (
1
de
cosd2-
3
d
e
cosd4)+26 (
1
de
Sind2+
Si d ) (45) 6
(
)
0 = A (C3 + C4) + B (C5+C6)
(36)
h
h
bh
bh (37) From equations (32), (34) and (36) we get
6
5
1
1
1
1
C
A
B
C
A
B
n
C
(38)
6
5
4
2
2
C
bh
ah
A
B
C
bh
ah
A
B
ahC
C
(39)
6
5
4
3
C
C
A
B
C
C
(40) 55= 27 (
1
de
cosd2-
3
d
e
cosd4)+26 (
1
de
Sind2+
3
d
e
Sind4) (45) 55= 27 (
1
de
cosd2-
3
d
e
cosd4)+26 (
1
de
Sind2+
3
d
e
Sind4) (45) on putting the values of C1, C2 and C3 in equations no. III. the average entrance velocity. Using expressions (18) in equations (12) and (13) we get:
D2(D2-a2h2) (D2-b2h2)f(ζ)=0,
(19) Using expressions (18) in equations (12) and (13) we get
D2(D2-a2h2) (D2-b2h2)f(ζ)=0,
(19) ζ
kh2(ijw+2k)g(ζ)=-(+k)D4f(ζ)
+h2(iρwk2)D2f(ζ) (20)
h ζ
kh2(ijw+2k)g(ζ)=-(+k)D4f(ζ)
+h2(iρwk2)D2f(ζ)
h kh2(ijw+2k)g(ζ)=-(+k)D4f(ζ)
+h2(iρwk2)D2f(ζ)
h where where g . III. 69, let us take
d5 = 2854 - 2955 - 4250 + 4351
d6 = 2855 + 2954 - 4251 - 4350
d7 =
2
54
+
2
55
d8 = 3854 - 3935 + 4252 - 4353
d9 = 3855 + 3954 + 4253 + 4352
d10 = 4454 - 4555 - 4850 + 4951
d11 = 4455 + 4554 - 4851 - 4950
66 = (62 d16 - 63 d17)/d18
67 = -(63 d16 + 62 d17)/d18
d19 = 5266 - 5367 - 5064 + 5165
d20 = 5267 + 5366 - 5065 - 5164
68 = (54 d19 + 55 d20)/d7
69 = (54 d20 - 55 d19)/d7
d21 = 6523 - 6422 - 26 (66 + 68) +
27 (67 + 69)
d22 = 6522 + 6423 + 27 (66 + 68) +
26 (67 + 69)
d23 =
2
22
+
2
23
70 = (22 d21 - 23 d22)/d23
71 = - (22 d22 + 23 d21)/d23
72 =
n
1 -70 - 64 - 66 - 68
73 = 71 + 65 + 67 + 69
74 =2(d164 –d2 65)
75 =2(d165 + d2 64)
76 =d3(68 – 66) + d4(67 – 69)
77 =d4(68 – 66) + d3(69 – 67)
78 =(d126 – d2 27)/d23
79 =(d127 + d2 26)/d23
80 = 22 (66 + 68) + 23(67 + 69)
81 = 22 (67 + 69) - 23(66 + 68)
82=74 + 76 + (7880 - 7981)
83=75 + 77 + (7980 + 7881) (51)
Then
C4 = 14 = 64 + i65
C5 = 15 = 66 + i67
C6 = 16 = 68 + i69
(52)
On putting the values of C4, C5, C6 in equations (38), (3
and (40) we get Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection Hence
1 = 28 + i 29, 2 = 38 + i 39,
3 = 42 + i 43, 4 = 44 + i 45,
5 = 46 + i 47, 6 = 48 + i 49,
7 = 50 + i 51, 8 = 52 + i 53,
9 = 54 + i 55,
(46)
66 = (62 d16 - 63 d17)/d18
67 = -(63 d16 + 62 d17)/d18
d19 = 5266 - 5367 - 5064 + 5165
d20 = 5267 + 5366 - 5065 - 5164
68 = (54 d19 + 55 d20)/d7
69 = (54 d20 - 55 d19)/d7 Hence 66 = (62 d16 - 63 d17)/d18 1 = 28 + i 29, 2 = 38 + i 39,
3 = 42 + i 43, 4 = 44 + i 45,
5 = 46 + i 47, 6 = 48 + i 49,
7 = 50 + i 51, 8 = 52 + i 53,
9 = 54 + i 55,
On solving equations (41), (42), (43) we get the values of
C4, C5 and C6 as )
(
)
(
1
1
14
12
11
13
10
13
4
say
n
C
)
(
15
13
14
12
5
say
C
)
(
)
(
16
9
14
7
15
8
6
say
C
(47)
d22 = 6522 + 6423 + 27 (66 +
26 (67 + 69)
d23 =
2
22
+
2
23
70 = (22 d21 - 23 d22)/d23
71 = - (22 d22 + 23 d21)/d23
72 =
n
1 -70 - 64 - 66 - 68
73 = 71 + 65 + 67 + 69
74 =2(d164 –d2 65) )
(
)
(
1
1
14
12
11
13
10
13
4
say
n
C
)
(
15
13
14
12
5
say
C
)
(
)
(
)
(
1
1
14
12
11
13
10
13
4
say
n
C
)
(
15
13
14
12
5
say
C
)
(
)
(
16
9
14
7
15
8
6
say
C
(47) Where W e e
9
8
3
9
2
11
9
7
3
9
1
10
)
(
,
)
(
)
48
(
)
(
,
)
(
9
9
5
8
6
13
9
7
6
9
4
12
The values of 10, 11, …………., 16 are calculated in
terms of 56, 57, ………….. III. 69, let us take
d5 = 2854 - 2955 - 4250 + 4351
d6 = 2855 + 2954 - 4251 - 4350
d7 =
2
54
+
2
55
(51) C4 = 14 = 64 + i65
C5 = 15 = 66 + i67
C6 = 16 = 68 + i69
(52) d8 = 3854 - 3935 + 4252 - 4353
d9 = 3855 + 3954 + 4253 + 4352
d10 = 4454 - 4555 - 4850 + 4951
d11 = 4455 + 4554 - 4851 - 4950
d12 = 4852 - 4953 + 4654 - 4755
d13 = 4952 + 4853 + 4655 + 4754 (49)
Then (52) On putting the values of C4, C5, C6 in equations (38), (39)
and (40) we get (49) (53) On substituting the values of the constants C1, C2, C3, C4, C5,
C6 in equations (22) ; (23) and thereafter using the values of
f(ζ) and g(ζ) thus obtained in the expressions (18) we get
the value of the stream function ψ and the micro-rotation N 56 = (54 d5 + 55 d6)/d7
57 = (54 d6 - 55 d5)/d7
10 = 56 + i 57
58 = (54 d8 + 55 d9)/d7
59 = (54 d9 - 55 d8)/d7
11 = 58 + i 59
60 = (54 10 + 55 11)/d7
61 = (54 11 + 55 10)/d7
12 = 60 + i 61
62 = (54 d12 + 55 d13)/d7
63 = (54 d13 - 55 d12)/d7
(50)
13 = 62 + i 63
Now if take in terms of the variable ζ and ξ=
h
x
nv
U
0
0
. On taking in terms of the variable ζ and ξ=
h
x
nv
U
0
0
. III. On taking h=1, ξ=1 the expressions (6) and (7) provides us h=1, ξ=1 the expressions (6) and (7) provides us 1081
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication
U= Real part of u(x, y)eiwt
=[82+
1
de
{70(d1cos(d2ζ)-d2sin(d2ζ))-
71(d1sin(d2ζ)+d2cos(d2ζ))}-
1
-d
e
{64(d1cos(d2ζ)+d2sin(d2ζ))-65(d2cos(d2ζ)-
d1sin(d2ζ))}+
3
d
e
{66(d3cos(d4ζ)-d4sin(d4ζ))-
67(d3sin(d4ζ)+d4cos(d4ζ))}-
3
-d
e
{68(d3cos(d4ζ)+d4sin(d4ζ))-69(d4cos(d4ζ)-
d3sin(d4ζ))}].cosτ-[83+
1
de
{71(d1cos(d2ζ)-
d2sin(d2ζ))+70(d1sin(d2ζ)+d2cos(d2ζ))}-
1
-d
e
{65(d1cos(d2ζ)+d2sin(d2ζ))+64(d2cos(d2ζ)- (50) d14 = 5662 - 5763 - 5860 + 5961
d15 = 5762 + 5663 - 5861 - 5960
64 = (1-
n
1 )(62 d14 + 63 d15)/(
2
14
d
+
2
15
d
)
65 = (1-
n
1 )(63 d14 - 62 d15)/(
2
14
d
+
2
15
d
) d16 = 6165 - 6064
d17 = 6065 + 6164
d18 =
2
62
+
2
63
d16 = 6165 - 6064
d17 = 6065 + 6164
d18 =
2
62
+
2
63
1081
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication III. (33),
(35) and (37) we get; on putting the values of C1, C2 and C3 in equations no. III. (33),
(35) and (37) we get; 1080
Published By:
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& Sciences Publication
Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320
,
1
1
6
3
5
2
4
1
C
C
C
n
(41)
,
0
6
6
5
5
4
4
C
C
C
(42) ,
1
1
6
3
5
2
4
1
C
C
C
n
(41)
,
0
6
6
5
5
4
4
C
C
C
(42) 1080
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication
Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320
,
1
1
6
3
5
2
4
1
C
C
C
n
(41)
,
0
6
6
5
5
4
4
C
C
C
(42) ,
1
1
6
3
5
2
4
1
C
C
C
n
(41)
,
0
6
6
5
5
4
4
C
C
C
(42) (42) 1080
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication
Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1080
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication
Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1080
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication
Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 ween Two Parallel Plates with Different Periodic Suction and Injection
(46)
we get the values of
)
y
(47)
9
8
3
9
2
)
(
)
48
(
)
9
9
16 are calculated in
take
66 = (62 d16 - 63 d17)/d18
67 = -(63 d16 + 62 d17)/d18
d19 = 5266 - 5367 - 5064 + 5165
d20 = 5267 + 5366 - 5065 - 5164
68 = (54 d19 + 55 d20)/d7
69 = (54 d20 - 55 d19)/d7
d21 = 6523 - 6422 - 26 (66 + 68) +
27 (67 + 69)
d22 = 6522 + 6423 + 27 (66 + 68) +
26 (67 + 69)
d23 =
2
22
+
2
23
70 = (22 d21 - 23 d22)/d23
71 = - (22 d22 + 23 d21)/d23
72 =
n
1 -70 - 64 - 66 - 68
73 = 71 + 65 + 67 + 69
74 =2(d164 –d2 65)
75 =2(d165 + d2 64)
76 =d3(68 – 66) + d4(67 – 69)
77 =d4(68 – 66) + d3(69 – 67)
78 =(d126 – d2 27)/d23
79 =(d127 + d2 26)/d23
80 = 22 (66 + 68) + 23(67 + 69)
81 = 22 (67 + 69) - 23(66 + 68)
82=74 + 76 + (7880 - 7981)
83=75 + 77 + (7980 + 7881) (51)
Then Plates with Different Periodic Suction and Injection
66 = (62 d16 - 63 d17)/d18
67 = -(63 d16 + 62 d17)/d18
d19 = 5266 - 5367 - 5064 + 5165
d20 = 5267 + 5366 - 5065 - 5164
68 = (54 d19 + 55 d20)/d7
69 = (54 d20 - 55 d19)/d7
d21 = 6523 - 6422 - 26 (66 + 68) +
27 (67 + 69)
d22 = 6522 + 6423 + 27 (66 + 68) +
26 (67 + 69)
d23 =
2
22
+
2
23
70 = (22 d21 - 23 d22)/d23
71 = - (22 d22 + 23 d21)/d23
72 =
n
1 -70 - 64 - 66 - 68
73 = 71 + 65 + 67 + 69
74 =2(d164 –d2 65)
75 =2(d165 + d2 64)
76 =d3(68 – 66) + d4(67 – 69)
77 =d4(68 – 66) + d3(69 – 67)
78 =(d126 – d2 27)/d23
79 =(d127 + d2 26)/d23
80 = 22 (66 + 68) + 23(67 + 69)
81 = 22 (67 + 69) - 23(66 + 68)
82=74 + 76 + (7880 - 7981)
83=75 + 77 + (7980 + 7881) (51)
Then Plates with Different Periodic Suction and Inject
66 = (62 d16 - 63 d17)/d18
67 = -(63 d16 + 62 d17)/d18
d19 = 5266 - 5367 - 5064 + 5165
d20 = 5267 + 5366 - 5065 - 5164
68 = (54 d19 + 55 d20)/d7
69 = (54 d20 - 55 d19)/d7
d21 = 6523 - 6422 - 26 (66 + 68) +
27 (67 + 69)
d22 = 6522 + 6423 + 27 (66 + 68) +
26 (67 + 69)
d23 =
2
22
+
2
23
70 = (22 d21 - 23 d22)/d23
71 = - (22 d22 + 23 d21)/d23
72 =
n
1 -70 - 64 - 66 - 68
73 = 71 + 65 + 67 + 69
74 =2(d164 –d2 65)
75 =2(d165 + d2 64)
76 =d3(68 – 66) + d4(67 – 69)
77 =d4(68 – 66) + d3(69 – 67)
78 =(d126 – d2 27)/d23
79 =(d127 + d2 26)/d23
80 = 22 (66 + 68) + 23(67 + 69)
81 = 22 (67 + 69) - 23(66 + 68)
82=74 + 76 + (7880 - 7981)
83=75 + 77 + (7980 + 7881) (51)
Then Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection
Hence
1 = 28 + i 29, 2 = 38 + i 39,
3 = 42 + i 43, 4 = 44 + i 45,
5 = 46 + i 47, 6 = 48 + i 49,
7 = 50 + i 51, 8 = 52 + i 53,
9 = 54 + i 55,
(46)
On solving equations (41), (42), (43) we get the values of
C4, C5 and C6 as
)
(
)
(
1
1
14
12
11
13
10
13
4
say
n
C
)
(
15
13
14
12
5
say
C
)
(
)
(
16
9
14
7
15
8
6
say
C
(47)
Where
9
8
3
9
2
11
9
7
3
9
1
10
)
(
,
)
(
)
48
(
)
(
,
)
(
9
9
5
8
6
13
9
7
6
9
4
12
The values of 10, 11, …………., 16 are calculated in
terms of 56, 57, ………….. RESULTS AND DISCUSSION IV. The variation of the velocity U with ζ at n=2.0, h=1.0
K=0.5, pj=5.0, p=4.0, pt=3.0, =1 for different values pl
=1,5, 10 in case of =0, /3 is represented through Fig. (2.1). It is clear from the figure and numerical values that the
velocity U decreases in the region 0ζ 0.2 and 0.8ζ1 and
increases in the region 0.3ζ0.7 with an increase in the
micro-polarity parameter pl in case of =0 whenever the
behaviour of the velocity U in case of =/3 is just reversed
to its behaviour in case of =0. The velocity is zero at the
wall of the channel. )
58
(
)
("
0
2
f
nv
h
k
u
)
58
( From equation (57), we get From equation (57), we get From equation (57), we get
)
('
)
('"
)
('
2
2
0
0
wf
i
f
h
k
u
g
h
k
h
x
nv
U
x
p
)
(
0
0
f
h
x
nv
U
(59)
)
('
)
('"
)
('
2
2
0
0
wf
i
f
h
k
u
g
h
k
h
x
nv
U
x
p )
(
0
0
f
h
x
nv
U
(59) (59) Fig. (2.2) represent the variation of the dimensionless
velocity U with ζ at n=2, h=1, K=0.5, pl=2, pt=3, =1 for
different values of pj=1,5,10 in case of =0, /3. It is seen
from this figure and obtained numerical values that there is
no much difference in the values of U w.r.t. different values
of pj in case of =0, /3 but the values and branches of graph
of U have significant difference in case of =0, /3. The
branch of the velocity U in case of =0 is lying above the
branch of U in case of =/3 throughout the gaplength. All
the branches in the graphs of U are being overlapped in case
of =0 and /3 separately. The velocity attains its maxima in
the middle of the gaplenth. Fig. 3.1 From equations (8), (9) and (18), we get q
( ), ( )
(
),
g
)
(
)
('
0
0
2
0
0
g
h
x
nv
U
h
k
x
p
wf
i
h
x
nv
U
)
('"
0
0
2
f
h
x
nv
U
h
k
u
(57)
)
(
1
)
(
2
0
0
g
h
knv
p
h
f
wnv
i
Hence the coefficient of skin friction on the lower and upper
plates is given by Hence the coefficient of skin friction on the lower and upper
plates is given by .1
0
2
2
0
and
at
u
C
yx
f (57) Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1081 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 x
h
x
nv
U
p
x
p
2
)
,0
(
)
,
(
0
0
)
('
)
('''
)
('
2
2
wf
i
f
h
k
u
g
h
k
(62) d1sin(d2ζ))}+
3
d
e
{67(d3cos(d4ζ)-
d4sin(d4ζ))+66(d3sin(d4ζ)+d4cos(d4ζ))}-
3
-d
e
{69(d3cos(d4ζ)+d4sin(d4ζ))+68(d4cos(d4ζ)-
d3sin(d4ζ))}].sinτ (54)
V=Real part of v(x, y)eiwt
=[(72+82ζ)+
1
de
{70cos(d2ζ)-71sin(d2ζ)}+
1
-d
e
{64cos(d2ζ)+65sin(d2ζ)}+
3
d
e
{66cos(d4ζ)-
67sin(d4ζ)}+
3
-d
e
{68cos(d4ζ)+69sin(d4ζ)}].cosτ-
[(83ζ-73)+
1
de
{71cos(d2ζ)+70sin(d2ζ)}+
1
-d
e
{65cos(d2ζ)-
64sin(d2ζ)}+
3
de
{67cos(d4ζ)+66sin(d4ζ)}+
3
-d
e
{69cos(d4ζ)-68sin(d4ζ)}].sinτ (55) On putting =0 in both sides of the equation (62), we get On putting =0 in both sides of the equation (62), we get 7
0
0
2
)0,0
(
)0,
(
xC
h
x
nv
U
p
x
p
7
0
0
2
)0,0
(
)0,
(
xC
h
x
nv
U
p
x
p
(63) On substituting the value of p (x,0) in equation (61) we get On substituting the value of p (x,0) in equation (61) we get
)
('
2
)0,0(
)
,
(
0
7
0
0
f
nv
h
k
u
xC
h
x
nv
U
p
x
p
)
('
2
)0,0(
)
,
(
0
7
0
0
f
nv
h
k
u
xC
h
x
nv
U
p
x
p
0
2
0
)
(
)
(
d
wf
i
g
h
k
hnv
(64)
3 2
Skin Friction N = Real part of N(x, y)eiwt=Real part of N(cosτ + i sinτ)
={22(84+85)-23(88+89)+26(86+87)-
27(90+91}cosτ
-{23(84+85)+22(88+89)+ 27(86+87)+26(90+91}sinτ
(56) N = Real part of N(x, y)eiwt=Real part of N(cosτ + i sinτ)
={22(84+85)-23(88+89)+26(86+87)-
27(90+91}cosτ
-{23(84+85)+22(88+89)+ 27(86+87)+26(90+91}sinτ
(56) N = Real part of N(x, y)eiwt=Real part of N(cosτ + i sinτ)
={22(84+85)-23(88+89)+26(86+87)-
27(90+91}cosτ
0
2
0
)
(
)
(
d
wf
i
g
h
k
hnv
(64)
}
-{23(84+85)+22(88+89)+ 27(86+87)+26(90+91}sinτ
(56) -{23(84+85)+22(88+89)+ 27(86+87)+26(90+91}sinτ
(56) 3.2
Skin Friction Taking i = 1, j = 2 in equation (4) and converting into
physical components x and y the shearing stress yx becomes where
wt
is dimensionless phase parameter.
)
(
)
(''
2
0
0
g
f
h
k
u
h
x
nv
a
U
h
k
yx
(65) RESULTS AND DISCUSSION (2.3) represents the variation
of U with ζ for different values of pt=1,5,10. )
(
)
('
)
('''
)
('
2
2
F
wf
i
f
h
k
u
g
h
k
Then at = 0 we get
)0
('''
)0
('
)0
(
2
2
7
f
h
k
u
g
h
k
C
F
(60) )0
('''
)0
('
)0
(
2
2
7
f
h
k
u
g
h
k
C
F
(60) On integrating to equation (58) with respect and taking
the limit from = 0 to we obtain :
)
('
)
0,
(
)
,
(
1
0
2
f
nv
h
k
u
x
p
x
p
h
0
2
0
)
(
)
(
d
wf
i
g
h
k
nv
(61) 1082
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val Number: A1404109119/2020©BEIESP
10.35940/ijeat.A1404.029320
2
)
(
)
(
d
wf
i
g
h
k
(61)
ating (59) w.r.t.x, we get 1082
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Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1082
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Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 V. Fig.5 exhibits the behaviour of the velocity V with ζ at
n=2, h=1, K=0.5, pj=5, p=4, pt=3, for different values of
pl=1,5,10 in case of =0, /3. Two separated curve are
seeing in this figure, the above one is the curve of the case
=0 (formed from the overlapped branches of pl=1,5,10) and
the lower one is of the case =/3(for pl=1,5,10). It is also
observed that the velocity V is decreasing with an increase
in pl up to the middle and start increasing thereafter upto the
wall ζ=1 in case of =0, /3 both. The velocity is minimum
at the lower wall and maximum at the upper wall. In fig.6
the curves of the velocity V with different pj are similar to
the curves of V with pl (fig.5) in case of =0, /3. The
variation of V with pj has no definite trend in case of =0
whenever in case of =/3 the velocity V increases with an
increase in pj up to the middle with its reversed behaviour
thereafter. In fig.7 the velocity increases with an increase pt
with up to the middle and decreases thereafter up to the wall
ζ=1 in both the cases =0 and /3. In fig.8 the curves of the
velocity V for different values of n= 2, 5, 8 are similar in
shape as it’s curves in fig. 5,6,7. The velocity is being
decrease with an increase in n throughout the gaplength in
both the cases =0, /3. It is evident from the graphs of the dimensionless
velocity U that the velocity U is maximum at the middle
point of the gap length and vanishes at the surface of the
plates. The velocity curves are parabolic with vertex
upward. The values of the velocity at the phase =0 is
maximum than its values at phase =/3. It is also
concluded thus the dimensionless velocity V is also
maximum at phase =0 than its value at =/3. The
difference in the values of V w.r.t. different values of pl, pt
and pj respectively is not significant at both the phases
separately. Hence the branches of the velocity V w.r.t. pt, p1
and pj at the separate phase =0 and /3 are being
overlapped whenever in case of the variation of V with n the
branches are not being overlapped. ropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection The behaviour of the velocity U in this figure is similar
to its behaviour seen in fig 2.2. Here the velocity U increase
with an increase in pt in the regions 0ζ0.2 ; 0.8ζ1 and
decreases in the region 0.3ζ0.7 in case =0. The
behaviour U with pl in case =/3 is just reversed to that of
its behaviour with pl in case =0. the cases =0, =/3. Fig.11 shows that the behaviour of
microrotation velocity N with pt at =0 is similar to it’s
behaviour with pj in fig.10. In case of =/3 no clear trend
of micro-rotation is detected as it increases from pt=1 to 5
and decrease at pt=10 in the first half and shows reversed
behaviour in the second half of the gaplength. The variation The variation of the velocity U with ζ at h=1 K=0.5,
pj=5, p=4, pt=3, pl=2 for different values of n =2,5, 8 in
case of =0, /3 is represented through Fig. 4. It is clear
from this figure that in case of =0, value of U is maximum
than its values in case =/3 for same n throughout the
gaplength. It is also clear from obtained numerical values
that the velocity U is increasing with an increase in n
throughout the gaplength with its maximum value at the
middle point of the gaplength. of micro-rotation velocity N with ζ for different values of
n is represented through fig.12. The shape of the curves of N is similar approximately to the shape of figure.9, 10, 11. The micro-rotation velocity N increases with an increase
in n in the first half and decreases in the second half of the
gapelength in case of =0, /3 both. Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 V. It is also observed that the micro rotation N
decreases with an increase in pj in the first half and increases
in the second half of the second half of the gaplength in both 1083
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DOI: 10.35940/ijeat.A1404.029320 Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1083 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020
Fig.2: Variation of U with ζ at τ =0 and τ=π/3
for different values of pj. Fig.3: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.4: Variation of U with ζ at τ =0 and τ=π/3for
different values of n. Fig.5: Variation of V with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.6: Variation of V with ζ at τ =0 and τ=π/3
for different values of pj. International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 Fig.2: Variation of U with ζ at τ =0 and τ=π/3
for different values of pj. Fig.3: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.4: Variation of U with ζ at τ =0 and τ=π/3for
different values of n. Fig.5: Variation of V with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.2: Variation of U with ζ at τ =0 and τ=π/3
for different values of pj. Fig.2: Variation of U with ζ at τ =0 and τ=π/3
for different values of pj. Fig.5: Variation of V with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.5: Variation of V with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.6: Variation of V with ζ at τ =0 and τ=π/3
for different values of pj. Fig.3: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.3: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.6: Variation of V with ζ at τ =0 and τ=π/3
for different values of pj. Fig.6: Variation of V with ζ at τ =0 and τ=π/3
for different values of pj. V. It is also observed that there is no microrotation at the
surface of the plates and in the middle of the gaplength
whenever the microrotation is maximum in the middle of the
first half and maximum in magnitude in the middle of the
second half of the gap length. Fig.1: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.9 represents the behaviour of the micro-rotation
velocity function N at n=2, h=1, K=0.5 pj=5, p=4, pt=3
for different values of pl=1,5,10 in case of = 0 and /3. It
is evident from this figure that N is zero at ζ=0, 0.5 and 1.0
in both the cases =0 and /3. It is also evident from the
figure that the micro-rotation function N increases with an
increase in pl in the first half of the gaplength and start
decreasing in the second half in both the case =0 and /3. The value of the function N is maximum in the middle of
the first half and minimum in the middle of the second half
of the gaplenth in both the cases =0 (except pl=1)and =/3
(except pl=1). The result of maxima and minima at pl=1 is
reverse to that if pl=5,10 in both the cases. Fig.1: Variation of U with ζ at τ =0 and τ=π/3 for
different values of pl. Fig.10 depicts the behaviour of the micro-rotation velocity N with ζ at n=2, h=1, ξ=1, K=0.5, pl=2, pt=3 for
different values of pj=1,5,10. It is evident from this figure
that the velocity is zero at lower (ζ=0), middle (ζ=0.5) and
upper (ζ=1) wall with it’s maximum in the middle of the
first half and minimum in the middle of the second half of 1083
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of
N
s
h the gaplength. Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 V. Fig.4: Variation of U with ζ at τ =0 and τ=π/3for
different values of n. 084
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DOI: 10.35940/ijeat.A1404.029320 1084 Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection
Fig.7: Variation of V with ζ at τ =0 and τ=π/3
for different values of pt. Fig.8: Variation of V with ζ at τ =0 and τ=π/3
for different values of n . Fig.9: Variation of N with ζ at τ =0 and τ=π/3for
different values of pl. Fig.10: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pj. Fig.11: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.12: Variation of N with ζ at τ =0 and τ=π/3 for tes with Different Periodic Suction and Injection
Fig 10: Variation of N with ζ at τ =0 and τ=π/3 for Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection Fig.7: Variation of V with ζ at τ =0 and τ=π/3
for different values of pt. Fig.8: Variation of V with ζ at τ =0 and τ=π/3
for different values of n . Fig.9: Variation of N with ζ at τ =0 and τ=π/3for
different values of pl. Published By:
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Fig.10: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pj. Fig.11: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.12: Variation of N with ζ at τ =0 and τ=π/3 for
different values of n . Fig.7: Variation of V with ζ at τ =0 and τ=π/3
for different values of pt. Fig.7: Variation of V with ζ at τ =0 and τ=π/3
for different values of pt. Fig.10: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pj. Fig.10: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pj. Fig.8: Variation of V with ζ at τ =0 and τ=π/3
for different values of n . Fig.9: Variation of N with ζ at τ =0 and τ=π/3for
different values of pl. REFERENCE 3, No.1, January-June (2012). 1. Eringen, A.C., Theory of micropolar fluids. J Math. Anal. Appl. 38(1972) 480-496. 1. Eringen, A.C., Theory of micropolar fluids. J Math. Anal. Appl. 38(1972) 480-496. y
Thin Film Flow of an Electrically Conducting Micropolar Fluid
Down an Inclined Plane. K.R. Singh, Preeti, Ajit Kumar
International Journal of Mathematics & Computing Applications
(IJMCA), Vol. 4, No.1, June(2012), P:1-12.
Thin Film Flow of an Electrically Conducting Micropolar Fluid
Down an Inclined Plane. K.R. Singh, Preeti, Ajit Kumar
International Journal of Mathematics & Computing Applications
(IJMCA), Vol. 4, No.1, June(2012), P:1-12. 2. Eringen, A.C., Theory of microcontinunm field theories II: Fluent
Media, Springer, New York,2001. 3. Ishak, A., R. Nazar, I. Pop, Moving wedge and flat plate in a
micropolar fluid, Int. J. Eng. Sci. 44(2006) 1225-1236. (
)
(
)
Flow of a Micropolar Fluid Between Two Porous Discs with
Uniform Suction. Preeti, Ajit Kumar, K.R. Singh
International Journal of Emerging Research in Management &
Technology (IJERMT), Vol .5 , Issue 4, April (2016). 4. Lulaszewicz,
G.,
Micropolar
fluids-theory
and
application,
Birkhauser, Basel,1999. Preeti, Ajit Kumar, K.R. Singh
International Journal of Emerging Research in Management &
Technology (IJERMT), Vol .5 , Issue 4, April (2016). 5. Berman, A.S., Laminar flow in channels with porous walls, J. Appl. Phys., 24(1953) 1232. 6. Sellers, J.R., Laminar flow in channels with porous walls at high
suction Reynolds number, J. Appl. Phys., 26(1955) 489.
Flow of an Electrically Conducting Micropolar Fluid Down a
Vertical Cylinder. Ajit Kumar, Preeti, K.R. Singh
International Research Journal of Mathematics, Engineering and
IT (IRJMEIT),Vol. 3 , Issue 4, April ( 2016). 7. Terrill, R.M., Laminar flow in uniformly porous channels, Aero. Quart., 15(1964) 299. 8. Yuan, S.W., Further investigation of Laminar flow in channels with
porous walls , J. Appl. Phys., 27(1956) 267. Experiences: 13 years of teaching
❖ ❖
Worked as Lecturer at RGEC, Meerut from 28-
08-2006 to 21-07-2008.
M.Sc. Mathematics from Meerut College, Meerut (C.C.S. University Meerut) in 2004 with 1st division. ❖
Worked as Lecturer at IEC Engg. College,
Greater Noida from 31-08-2008 to 17-11-
2009. Educational Qualification: p
❖
M.Sc. (Mathematics) (2004), from Meerut
College, Meerut affiliated to Chaudhary Charan
Singh University, Meerut in first division with
63.7%.
Ph.D. on “Study of some flow
and heat transfer problems in
non-Newtonian
Reiner-Rivlin
fluid”
from
department
of fluid”
from
department
of
mathematics; Meerut College, Meerut affiliated to C.C.S. University Meerut in 2011. . Preeti Contact: +91- 7042744487 Present Address
Email
preeti14julyster@gmail.com
C-103 Stellar MI City Homes Greater Noida Contact: +91- 7042744487 Present Address
Email
preeti14julyster@gmail.com
C-103 Stellar MI City Homes Greater Noida International Journal of Engineering and Advanced Technology (IJEAT)
ISSN: 2249 – 8958, Volume-9 Issue-3, February, 2020 International Journal of Mathematics & Applied Statistics, Vol. 3 N 1 J
J
(2012) International Journal of Mathematics & Applied Statistics, Vol. 3, No.1, January-June (2012). International Journal of Mathematics & Applied Statistics, Vol. 3, No.1, January-June (2012). Research Papers: ❖
Worked as Senior Lecturer at Sunderdeep
Engg College, Ghaziabad from
18-11-2009 to 15-07-2012. ❖
Worked as Senior Lecturer at Sunderdeep
Engg College, Ghaziabad from
18-11-2009 to 15-07-2012.
Flow of a Non-Newtonian Reiner-Rivlin Fluid Over an
Enclosed Torsionally Oscillating Disc with Uniform Suction
and Injection. K.R. Singh, Ajit Kumar
Journal of Reflection des ERA-JMS, Vol. 4, Issue 1, (2009) P:
41-64. ❖
Worked as Assistant Professor at IIMT Engg. College, Meerut Since 18 July 2012 to 25
January 2019. ❖
Worked as Assistant Professor at IIMT Engg. College, Meerut Since 18 July 2012 to 25
January 2019. ❖
Working as Assistant Professor at Noida Institute
Of Engineering of Technology Greater
Noida from 28 January 2019 to till date.
Flow of a Non-Newtonian Reiner-Rivlin Fluid Between Two
Enclosed Torsionally Oscillating Discs. K.R. Singh, Ajit Kumar
Journal of The Mathematics Education, Vol. XLIII, No.1,
March (2009) P: 32. V. Fig.11: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pt. Fig.11: Variation of N with ζ at τ =0 and τ=π/3 for
different values of pt. N Fig.9: Variation of N with ζ at τ =0 and τ=π/3for
different values of pl. Fig.9: Variation of N with ζ at τ =0 and τ=π/3for
different values of pl. 1085
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Fig.12: Variation of N with ζ at τ =0 and τ=π/3 for
different values of n . Fig.12: Variation of N with ζ at τ =0 and τ=π/3 for
different values of n . Fig.12: Variation of N with ζ at τ =0 and τ=π/3 for
different values of n . Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Educational Qualification: ❖
Ph.D. awarded from Meerut College, Meerut
affiliated to Chaudhary Charan Singh University,
Meerut on entitled “Computational Techniques
for flows of a micropolar fluid”. AUTHOR PROFILE Dr. AJIT KUMAR
E-Mail: ajit.chauhan79@gmail.com,
ajit.computers@tmu.ac.in
Mob No: 9837942422
Educational Qualification:
Ph.D. on “Study of some flow
and heat transfer problems in
non-Newtonian
Reiner-Rivlin
fluid”
from
department
of
mathematics; Meerut College, Meerut affiliated to C.C.S. University Meerut in 2011. Work Experience: 9. Terrill, R.M. and G.M. Shrestha, Laminar flow in uniformly porous
channel with an applied transverse magnetic field, Appl. Sci. Res. B12(1965) 203.
I have four years teaching experience, worked as tutor in
Meerut College, Meerut, from 31-10-2007 to 05-02-2011 till. Meerut College, Meerut, from 31-10-2007 to 05-02-2011 till. 10. Singh K.R. and V.K. Agarwal, Flow of a second-order fluid between
torsionally oscillating discs of different permeability, Int. J.M.C.S. &
I.T., 1, 2008, 103-122.
I have also one year teaching experience, worked as Assistant
Professor in S.V.S. Engineering College, Mawana, Meerut
from 01-08-2011 to 18-08-2012 till.
Presently working as Assistant Professor in Teerthanker
Mahaveer University Moradabad, from 24-08-2012 to till
date. 11. Asharaf, M. and S. Bashir, Numerical solution of MHD stagnation
point flow and heat transfer of a micropolar fluid towards a heated
shrinking sheet. Int. J. Number. Math. Fluid, 69 (2012) 384. 12. Srinivasacharya, D. et.al., Unsteady stokes flow of micropolar fluid
between two parallel porous plates Int. J. Sci. 39(2001) 1557-1563. . Preeti
Contact: +91- 7042744487 Present Address
Email
preeti14julyster@gmail.com
C-103 Stellar MI City Homes Greater Noida Journal Published Journal Published ❖
Preeti ,Kavi Raj Singh,Ajit kumar “Thin film
flow of an electrically conducting micropolar
fluid down an inclined plane”,
International
Journal
of
mathematics
and
computing applications.(ISSN :0976-6790). IJMCA,Vol 4 ,No1 January-June 2012 (page 1-
12) Published. ❖
Preeti ,Kavi Raj Singh,Ajit kumar “Thin film
flow of an electrically conducting micropolar
fluid down an inclined plane”,
International
Journal
of
mathematics
and
computing applications.(ISSN :0976-6790). IJMCA,Vol 4 ,No1 January-June 2012 (page 1-
12) Published. (
)
Heat Transfer in the Forced Flow of a Non-Newtonian Reiner-
Rivlin Fluid Between Two Porous Discs of Different
Permeability. K.R. Singh, Shubhi Singhal, Ajit Kumar
International Journal of Fluid Mechanics, Vol. 1 (2), July-
December (2009), P: 167-180. International Journal of Fluid Mechanics, Vol. 1 (2), July-
December (2009), P: 167-180.
Heat Transfer in the Flow of Reiner-Rivlin Fluid Between Two
Enclosed Counter Rotating Discs. K.R. Singh, Ajit Kumar
International Journal of Mathematics & Applications, Vol. 2,
No. 1-2, December (2009), P: 103-111. Published By:
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& Sciences Publication International Journal of Mathematics & Applications, Vol. 2,
No. 1-2, December (2009), P: 103-111.
Flow of an Electrically Conducting Micropolar Fluid Flow on a
Moving Belt. K.R. Singh, Preeti, Ajit Kumar K.R. Singh, Preeti, Ajit Kumar Published By:
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& Sciences Publication Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Dr. AJIT KUMAR
E-Mail: ajit.chauhan79@gmail.com,
ajit.computers@tmu.ac.in
Mob No: 9837942422 Dr. AJIT KUMAR
E-Mail: ajit.chauhan79@gmail.com,
ajit.computers@tmu.ac.in
Mob No: 9837942422 Educational Qualification: Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320 1086 Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection
❖
Preeti ,Kavi Raj Singh,Ajit kumar “Flow of an
l
t i
ll
d
ti
i
l
fl id fl Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection Flow of Micropolar Fluid Between Two Parallel Plates with Different Periodic Suction and Injection ❖
Preeti ,Kavi Raj Singh,Ajit kumar “Flow of an
electrically conducting micropolar fluid flow on a
moving belt”. International Journal of mathematics and applied
statistics”(ISSN:0973-5739). IJMAS, Vol 3 ,No1(2012) Published. ❖
Preeti, Kavi Raj Singh,Ajit Kumar “Flow of a
micropolar fluid between two porous discs with
uniform suction. " International Journal of Emerging Research in Management &
Technology. " International Journal of Emerging Research in Management &
Technology. gy
(ISSN :2278-9359), Volume-5, Issue-4, April 2016. (Published) 4 . Ajit Kumar, Preeti , Kavi Raj Singh" Flow of an electrically
conducting micropolar fluid down a
vertical cylinder. "International Research Journal of mathematics, Engineering and 4 . Ajit Kumar, Preeti , Kavi Raj Singh" Flow of an electrically
conducting micropolar fluid down a
vertical cylinder. "International Research Journal of mathematics, Engineering and
IT, Vol.3, Issue 4, "International Research Journal of mathematics, Engineering and
IT, Vol.3, Issue 4,
IF-3 563 (ISSN: 2349-0322) April 2016
( Published) IF-3.563, (ISSN: 2349-0322), April 2016. ( Published). Associated Asia Research Foundation (AARF). 1087
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication 1087
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication 1087
Published By:
Blue Eyes Intelligence Engineering
& Sciences Publication Retrieval Number: A1404109119/2020©BEIESP
DOI: 10.35940/ijeat.A1404.029320
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https://openalex.org/W4387409025
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https://link.springer.com/content/pdf/10.1007/s00382-023-06981-7.pdf
|
English
| null |
Correction to: Characteristics of clustered heavy precipitation events at Northeast China and associated atmospheric circulations
|
Climate dynamics
| 2,023
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cc-by
| 469
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Correction to: Characteristics of clustered heavy precipitation events
at Northeast China and associated atmospheric circulations
Shunli Jiang1 · Tingting Han1,2,3
· Botao Zhou1,2 · Qiushi Zhang4 · Xin Hao1,2,3 · Huixin Li1,2,3 Published online: 6 October 2023
© The Author(s) 2023 Published online: 6 October 2023
© The Author(s) 2023 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/. Climate Dynamics (2023) 61:5935
https://doi.org/10.1007/s00382-023-06981-7 Climate Dynamics (2023) 61:5935
https://doi.org/10.1007/s00382-023-06981-7 CORRECTION CORRECTION Correction to: Climate Dynamics
https://doi.org/10.1007/s00382-023-06944-y In this article the statement in the Funding information sec
tion was incorrectly given as “This work was jointly supported by Guangdong Major
Project of Basic and Applied Basic Research (Grant No. 2020B0301030004) and the National Natural Science Foun
dation of China (Grants Nos. 42025502 and 41875119)” Publisher’s Note Springer Nature remains neutral with regard to juris
dictional claims in published maps and institutional affiliations. “This work was jointly supported by Guangdong Major
Project of Basic and Applied Basic Research (Grant No. 2020B0301030004) and the National Natural Science Foun
dation of China (Grant No. 41875119)” The original article has been corrected. 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 The online version of the original article can be found at https://doi.
org/10.1007/s00382-023-06944-y. The online version of the original article can be found at https://doi. org/10.1007/s00382-023-06944-y. Tingting Han
hantt08@126.com Tingting Han
hantt08@126.com hantt08@126.com
1
School of Atmospheric Sciences, Nanjing University of
Information Science and Technology, Nanjing, China
2
Collaborative Innovation Center on Forecast and
Evaluation of Meteorological Disasters/Key Laboratory of
Meteorological Disaster, Ministry of Education, Nanjing
University for Information Science and Technology, Nanjing,
China
3
Nansen-Zhu International Research Centre, Institute of
Atmospheric Physics, Chinese Academy of Sciences,
Beijing, China
4
Heilongjiang Sub-Bureau of Northeast Air Traffic
Management Bureau, Ha’erbin, China 1
School of Atmospheric Sciences, Nanjing University of
Information Science and Technology, Nanjing, China 2
Collaborative Innovation Center on Forecast and
Evaluation of Meteorological Disasters/Key Laboratory of
Meteorological Disaster, Ministry of Education, Nanjing
University for Information Science and Technology, Nanjing,
China 3
Nansen-Zhu International Research Centre, Institute of
Atmospheric Physics, Chinese Academy of Sciences,
Beijing, China 4
Heilongjiang Sub-Bureau of Northeast Air Traffic
Management Bureau, Ha’erbin, China 1 3 1 3
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W4386895652.txt
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https://journals.wlb-stuttgart.de/ojs/index.php/wfr/article/download/7777/7659
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de
|
Rezension von: Mattern, Hans; Wolf, Reinhard, Die Haller Landheg
|
Württembergisch Franken
| 2,023
|
cc-by
| 1,119
|
Einzelne Orte
12.
Gymnasium bei
Walter
St. Michael
i. A.
Hampele
chael e. V.
-
Einzelne
Hall.
Schwäbisch
14. Juli
am
Orte
Geschichte und Geschichten / hrsg.
des Freundeskreises alter
Schwäbisch Hall: Mahl, 1990.
Schulleiterwechsel
-
323
Haller Pennäler
Gymnasium bei
von
St. Mi-
127 S., 111.
1990 Gymnasium bei St. Michael
Schwäbisch
Hall.
68 S.
-
(Synthesis 1990; Sonderh.)
Walter
langjähriger erfolgreicher, zum Ende des Schuljahrs 1990 aus dem
geschiedener Leiter des Haller Gymnasiums bei St. Michael, hat im Auftrag
Hampele,
aktiven Dienst
Freundeskreises
des
Arbeit
Hampeles
1980«
alter
erschienen
-
»Schola
latina und
reizvolle
Weise
schaulicht der
1980
in
Gymnasium illustre
Anhand
einen
illustre
schmucken
Band
bei
Gymnasium
zum
mit
Verbindung
dem
Faksimiledruck
in Schwäbisch
Hall«
dem
aus
1811
Wilhelm
von
Text- und
sorgfältig ausgewählter
der
herausgegeben,
St. Michael
Jahr
bis
Kolbs
1916
Bildquellen
Herausgeber die Entwicklung der renommierten Anstalt seit
-
auf
veran-
ihrer Wieder-
1868.
»Lehrerconvents-Protokollen«
haltensregeln für die Schüler«
Schüler
Pennäler
Gymnasium
ergänzt.
herstellung im Jahr
Aus den
Haller
»Vom
werden
wichtige Beschlüsse zitiert; aus
den Jahren 1894 bzw.
aus
verpflichtet war, »nur dann zu reden und
1901
antworten,
zu
den »Ver-
geht u.a. hervor, daß jeder
wenn
er von dem Lehrer
Nachmurmelns oder sonsti-
dazu aufgefordert wird und insbesondere sich des Einblasens,
drakonische Karzerstrafen konnten zahlreiche Schüler
gen Geflüsters zu enthalten«. Auch
vom allseits
beliebten Kneipenbesuch abhalten. Auf die Entwicklung der Schule in
nicht
der ersten
Hälfte
Schüler, etwa
des
von
20. Jahrhunderts
Rudolf Kraiß
bunte Schlaglichter.
dem
Hall
1990
die
Erinnerungen ehemaliger Lehrer
Dürr oder
von
Hans Taxis
Wagner,
und andere schulische Ereig-
Sonderheft
erfolgte Schulleiterwechsel
am
der Schulzeitschrift
Gymnasium
bei
»Synthesis« ist
St. Michael
Mattern;
Sigmaringen:
Reinhard
am
M. Akermann
Wolff: Die
1990.
Thorbecke,
der
Schwäbisch
in
erschöpfend dokumentiert.
Hans
und
und Carl
gute Bildauswahl bereicherte Quellenkunde ab.
erschienenen
gleichzeitig
14. Juli
werfen
Ilse
Zeitungsberichte über Schulschlußfeiern
nisse runden die durch eine
In
und
-
175 S.:
Haller
Landheg.
154 111.,
3Ktn.
Ihr
Verlauf
und
(Forschungen
ihre
aus
Reste.
-
Württember-
gisch Franken; Bd. 35)
Seit im
Jahr
1936
in
unserer
Zeitschrift
der
Aufsatz
große
Karl
von
»Die
Schümm
Hällische Landheg« erschienen ist, hat man sich kaum mehr mit dieser rund 200 Kilometer
das Territorium der Reichsstadt
langen Grenzmarkierung rund um
jetzt erschienene Monographie
vernachlässigten Thema eine
Hans Mattern
von
neue
und
Wendung. Beide
Reinhard
Hall
Wolf
Autoren haben sich
beschäftigt.
gibt dem
Die
etwas
im Rahmen ihrer
Tätigkeit an der Bezirksstelle für Naturschutz in Stuttgart der aufwendigen und mühsamen
Arbeit unterzogen, den tatsächlichen Verlauf der Haller Landheg zu erforschen. Archivalische
Studien,
aber
ausgedehnte Wanderungen, Forschen
gen
und
Profilaufnahmen
lückenlos
zu
Flügelhegen,
und
die
aller
Sichtung
im
erfassen.
machen
Die
es
Autoren
Kartenwerke
im
möglich,
können
und
Luftaufnahmen,
sichtbaren Reste
vor
allem
Gelände, Streckenvermessungen, Grabundas
den
bedeutende
komplizierten
Kulturdenkmal
Verlauf
Sperrvorrichtungen an Straßen und Wegen
die Türme und
Gelände
einschlägigen
im einzelnen
schildern.
der
nahezu
Heg,
der
genau darstellen
Instruktive
Abbildungen,
Skizzen und Kartenausschnitte geben ein anschauliches Bild der jeweiligen Situation. Die
Streitfrage,
möchten
die
entscheiden.
gebaut
ob
die
Heg
Autoren,
Sie
worden
als
die
Rechtsgrenze oder als Verteidigungslinie zu verstehen sei,
Historiker verstehen, nicht
als Geographen, nicht als
sich
die
Landheg
neigen
der
Auffassung
zu,
daß
daß
ihre
Bedeutung
sich
jedoch allmählich
ist,
schließlich die Territorialgrenze bezeichnete. Das Buch
von
als
Verteidigungsanlage
verschoben hat
und sie
Hans Mattern und Reinhard
324
Neue Bücher
Wolf über die Haller Landheg ist ein Glanzstück geographischer Spurensuche. Es will
kann eine
neue
grundlegende Arbeit zur Geschichte des hällischen Gebiets und
der Landheg nicht ersetzen.
E. Göpfert
Gerhard Fritz: Stadt und Kloster Murrhardt im
zeit.
-
Nach
1990.
Sigmaringen: Thorbecke,
gisch Franken;
seiner
Hochmittelalter
Murrhardt im
-
Spätmittelalter und in der Reformations-
421 S.: zahlr.
111.
(Forschungen
Württember-
aus
Bd. 34)
1982 erschienenen
Früh- und
Monographie
Gerhard
legt
Spätmittelalter und
in der
der Geschichte des
Fritz
den
nun
Klosters Murrhardt im
Folgeband »Stadt
Reformationszeit« vor:
angelegter Auswertung aller einschlägigen Quellen
Ein
erarbeitetes und
in
und
zum
Kloster
intensiver, breit
entsprechend umfang-
reiches wissenschaftliches Werk, das erschöpfend und wohl auch abschließend
was
und
damit auch
alles bietet,
Thema zu sagen ist. Ein ausführliches Inhaltsverzeichnis und ein Register erschlie-
ßen die Stoff- und Ereignisfülle, die Gerhard Fritz in sicher entsagungsvoller Forschungsarbeit zu bewältigen hatte und die hier
im Mit- und
Gegeneinander
ein
nur
angedeutet werden kann. Stadt und Kloster teilen
wechselvolles
Schicksal: Löwensteinische
Herrschaft, wir-
tembergische Vogtei, österreichische Statthalterregierung, Bauernkrieg und Reformation,
Zeiten der Blüte und Zeiten des Niedergangs. Neben die
treten
wirtschafts-,
Grundlagen der
Patronate und
sozial-
und
klösterlichen
kulturhistorische
Herrschaft,
ihre
Darstellung der Ereignisgeschichte
Untersuchungen:
Rechte,
Die
wirtschaftlichen
Besitzungen und
Erwerbungen,
Inkorporationen, Religiosität und kulturelles Leben und ein Kapitel, das man
als eine Art Buch im Buch bezeichnen kann, eine eigenständige Sozial- und Wirtschaftsgeschichte der Stadt Murrhardt. Hinzu kommen
der Stadt im Rahmen
Klosterpfarreien und
Pfründen.
Die
Forschungsleistung
Sorgfalt und Genauigkeit,
ihre
15. und
16. Jahrhundert, weiterhin
der Äbte und Konventualen des Klosters und
kommentierte Listen
durch
Untersuchungen zum militärischen Aufgebot
des wirtembergischen Heeres im
durch das
der Geistlichen auf den
Gerhard Fritz beeindruckt
von
Beharren
geduldige
auf der konkreten
Einzelheit und auf der sorgfältigen Analyse. Alles wird in nahezu gleicher Ausführlichkeit
festgehalten und berichtet. Dem geduldigen Leser drängt sich
alles, was
schreiben
den Akten und
unsere
Urkunden zu entnehmen
ist,
Historiker? Für ihresgleichen, also
scher? Oder wollen sie
auch ein
größeres oder
müßte man dann Geschichte schreiben?
gar
Frage auf,
ob denn
auch berichtenswert ist.
da die
Für wen
für andere
Wissenschaftler und For-
großes Publikum erreichen?
Spätmittelalter und in der Reformationszeit« jedenfalls ist wohl kein
am
historischen
belehrendes
Buch
Fachbuch
auch
zum
das
Lesevergnügen schätzt;
Nachschlagen
und
es
Benutzen.
ist
Als
Buch für den Leser, der
ein
sehr
solches
unentbehrlich.
Stadt
-
Bild
-
Und wie
Das Buch über »Stadt und Kloster Murrhardt im
ist
gelehrtes und
es
in der
Tat
E. Göpfert
Geschichte. Reutlingen in Ansichten aus fünf Jahrhunderten / hrsg.
Stadt Reutlingen.
-
Reutlingen: Oertel und Spörer,
1990.
-
von
der
288 S.: zahlr., z.T. färb. 111.
Im Rahmen des Stadtjubiläums »900Jahre Reutlingen« veranstalteten Heimatmuseum und
Stadtarchiv Reutlingen im Sommer 1990 eine Ausstellung, in der der reiche Vedutenschatz,
mit dem die Stadt am Fuß der Achalm aufwarten kann, ausgebreitet wurde. Ähnlich wie der
Katalog
der
etwa
zur
gezeigten Ausstellung
und tadelsfrei
Betrachtung
Dr.
Heinz
selben
Zeit
»Ansichten
im
aus
Hällisch-Fränkischen
Museum in Schwäbisch
Hohenlohe« enthält die
gedruckte Veröffentlichung weit
mehr als
nur
Hall
hervorragend aufgemachte
nützliche
Hinweise
für die
der Exponate. Der Katalog ist vielmehr, was dem Willen der beiden Bearbeiter,
Alfred Gemeinhardt (Stadtarchiv) und Dr.
entspricht, eine »Stadt-Bild-Geschichte«
Bilddokumentationen
zum
alten
und
im besten
neuen
Werner Ströbele (Heimatmuseum),
Sinne, mit der bereits vorliegende reine
Reutlingen hervorragend ergänzt werden. Ein
sechsköpfiges Autorenteam gliederte das umfangreiche Material in lockerer chronologischer
Folge nach besonderen historischen Ereignissen, etwa dem Stadtbrand von 1726 oder
dem
|
|
https://openalex.org/W2751884883
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https://www.frontiersin.org/articles/10.3389/fcell.2017.00076/pdf
|
English
| null |
Editorial: Signaling Pathways in Embryonic Development
|
Frontiers in cell and developmental biology
| 2,017
|
cc-by
| 2,162
|
Juan J. Sanz-Ezquerro 1*, Andrea E. Münsterberg 2 and Sigmar Stricker 3 1 Department of Molecular and Cellular Biology, National Center for Biotechnology (CSIC), Madrid, Spain, 2 School of
Biological Sciences, University of East Anglia, Norwich, United Kingdom, 3 Institute for Chemistry and Biochemistry, Freie
Universität Berlin, Berlin, Germany Keywords: signaling pathways, embryo development, mechanotransduction, notch signaling pathway, Wnt
Signaling Pathway, Shh signaling Signaling Pathways in Embryonic Development The formation of a complex multicellular organism from a single cell is one of the most amazing
processes of biology. Embryonic development is characterized by the careful regulation of cellular
behaviors such that cells proliferate, migrate, differentiate, and form tissues at the correct place
and time. These processes are genetically controlled and depend both on the history of cells, their
lineage, and on the activities of signaling pathways, which coordinate the cell interactions leading
to organogenesis. g
g
A limited number of key signaling pathways—Fgf, Hedgehog, Wnt, TGFß, Notch among the
most important—operate during development, acting repeatedly at different times and in different
regions in the embryo and eliciting diverse cellular responses. This raises the question of how cells
integrate all the information they receive and can respond in cell type-specific ways to the same
signals. Classical concepts in embryology such as organizers (groups of cells producing instructive
signals) and competence (ability of cells to respond) can now be analyzed in molecular terms. In recent years many advances have been made in identifying the signals acting during embryo
development and understanding their properties and functions, which is equally of relevance
for human pathology and evolution. An important discovery is the conservation of signals and
mechanisms, not only in evolutionary terms (similar genes and signals acting in distant organisms),
but also in the repeated use of the same signaling pathways at different times and places in the
embryos. Moreover, many of those mechanisms are involved in adult tissue homeostasis and
regeneration. EDITORIAL EDITORIAL
published: 31 August 2017
doi: 10.3389/fcell.2017.00076 published: 31 August 2017
doi: 10.3389/fcell.2017.00076 Edited and reviewed by:
Pedro M. Fernández-Salguero,
University of Extremadura, Spain
*Correspondence:
Juan J. Sanz-Ezquerro
jjsanz@cnb.csic.es Edited and reviewed by:
Pedro M. Fernández-Salguero,
University of Extremadura, Spain Edited and reviewed by:
Pedro M. Fernández-Salguero,
University of Extremadura, Spain *Correspondence:
Juan J. Sanz-Ezquerro
jjsanz@cnb.csic.es g
Understanding developmental signaling pathways is important for several reasons. It gives us
information about basic mechanisms of cell function and interactions needed for morphogenesis
and organogenesis. It uncovers the basis of congenital malformations, since errors at any step of cell
signaling during development are a major cause of defects. Fundamental insight also gives us clues
to understand the mechanisms operating in evolution that explain diversity in form and function. And finally, it allows the identification of possible causes of disease in the adult organism (such as
cancer or degenerative diseases) pinpointing possible targets for therapeutic approaches. Specialty section:
This article was submitted to
Signaling,
a section of the journal
Frontiers in Cell and Developmental
Biology
Received: 02 August 2017
Accepted: 11 August 2017
Published: 31 August 2017 Specialty section:
This article was submitted to
Signaling,
a section of the journal
Frontiers in Cell and Developmental
Biology
Received: 02 August 2017
Accepted: 11 August 2017
Published: 31 August 2017
Citation:
Sanz-Ezquerro JJ, Münsterberg AE
and Stricker S (2017) Editorial:
Signaling Pathways in Embryonic
Development. Front. Cell Dev. Biol. 5:76. doi: 10.3389/fcell.2017.00076 In this context, the aim of the Frontiers research topic “Signaling pathways in embryonic
development” has been to provide a forum for experts in cell and developmental biology to share
recent advances in the field of signaling during embryonic development. Sixteen articles in a
variety of formats are united in this Topic, offering a valuable collection for researchers looking
for an update in the knowledge of signaling pathways operating during embryogenesis. The works,
focused mainly on vertebrates, explore different aspects of this theme from cell communication to
organ formation and have implications for areas as distant as evolution or pathology. Citation: Among the signaling pathways with important and widespread roles in development is the Wnt
pathway, comprising a family of ligands with homology to wingless in Drosophila. Wnts can bind August 2017 | Volume 5 | Article 76 Frontiers in Cell and Developmental Biology | www.frontiersin.org 1 Editorial: Signaling Pathways in Embryonic Development Sanz-Ezquerro et al. to multiple receptor complexes and trigger several downstream
signaling cascades [including the so-called canonical WNT/β-
catenin
dependent
signaling
pathway,
the
non-canonical
WNT/planar cell polarity (PCP), and the WNT/Ca2+ pathways],
illustrating how the same signal can elicit diverse cellular
responses depending on the cell type, context, and developmental
timing. Fujimura reviews the role of canonical Wnt signaling
in eye development, highlighting the important roles it
plays in patterning of ocular tissue, differentiation of retinal
pigment epithelium, and morphogenesis of the optic cup. Importantly, mis-regulation of the signaling cascade can lead
to eye malformations and disease. Gentzel and Schambony
review a group of core intracellular effectors of the Wnt
pathway, disheveled (DVL) proteins, which comprise three
members in vertebrates. Although all DVLs share a common
basic function in Wnt signaling, the expression patterns, and
functions of the different isoforms are not totally redundant
and have also diverged between different species, suggesting
they play specific roles depending on the tissue distribution
and specific interactions. Again, mutations in DVL genes can
cause human congenital disease, highlighting their important
role in development. Additionally, Berger et al. review the role
of PTK7 (protein tyrosine kinase 7, a transmembrane receptor)
in the fine-tuning of the Wnt signaling network. Its functions
in establishing cell polarity, regulation of cell movements,
and migration are also essential for development and disease,
particularly in cancer and metastasis. neuromesodermal population located at the caudal part of the
embryo. Extension of this region is coupled to spinal cord
formation and several essential processes such as neurogenesis,
ventral patterning or neural crest specification are controlled by
Fgf signaling. These embryonic functions of Fgfs could be related
to its ability to promote regeneration in the injured spinal cord of
adults. Signalling pathways often converge on controlling the
expression of transcription factors, which regulate cell fate
specification. The integration of Notch signaling and bHLH
transcription factors during inner ear development is analyzed by
Gálvez et al. which also highlight that these same mechanisms are
involved in hair cell regeneration, opening avenues for possible
therapeutic approaches in hearing impairment. Citation: Ear development
is also the topic reviewed by Magariños et al. They present
evidence for a crucial role of autophagy, the regulated process of
degradation, and recycling of cellular components, in vertebrate
inner ear formation. The limb is a classic model in embryology and some of the
most important discoveries related to the roles of signaling
pathways in pattern formation, growth, and differentiation
have been made studying limb development. Tickle and
Towers review the role of Shh in this process, a paradigm
of how signals control and integrate tissue pattern and
growth. They also discuss the implications of this important
pathway for congenital malformations in humans and for
the
generation
of
limb
morphological
diversity
during
evolution. Montero et al. also treat this evolutionary aspect
in their perspective article. They present a detailed analysis
of Sox9 expression in developing digits of several species. This transcription factor, regulated by signaling pathways
such as BMPs, Tgfßs, or Fgfs is involved in formation of
the chondrogenic template of the skeleton. Differences in
Sox9 expression patterns among species that have specific
morphologies may reflect differences in signaling pathways
controlling its expression. Also related to skeletal development,
Amara et al. show that the effects of Calcium/Calmodulin
dependent kinase II (CAMKII), an effector for Ca+2 -dependent
signal transduction, in promoting chondrogenic differentiation
seems to be specific for chicken embryos. This function is
not observed in the mouse, thus highlighting the existence of
differences in signaling functions and regulation among different
species. Another
important
signaling
pathway
is
Notch,
a
transmembrane
protein
that
mediates
juxtacrine
cell-cell
communication. Notch has many functions in organ formation
and adult homeostasis, including cell determination and stem
cell maintenance. Carrieri and Dale review the particularly
well-studied function of Notch in somitogenesis and also present
recent data on the role of FBXW7 protein in regulating the
turnover of Notch intracellular domain (NICD, the effector
of the pathway), in development and cancer. This relates to
an often-overlooked essential point in signaling, which is the
termination of activation and resetting of the components,
allowing the cells to become competent again. Multiple
mechanisms of regulation exist (positive and negative feedback
loops) that allow a fine control of signaling pathways at different
steps of the intracellular cascades. Frontiers in Cell and Developmental Biology | www.frontiersin.org Citation: Crosstalk between the limited numbers of signaling pathways
is a mechanism that allows cells to respond differently to
the same signal, producing the diverse cellular behaviors that
are needed to build tissues and organs. A new example
of this is provided by Bernatik et al. reporting on the
role of the BMP antagonist Noggin in sensitizing cells and
potentiating the activation of non-canonical Wnt signaling in
skeletal development. They also provide evidence for a genetic
interaction between these two pathways, which are involved in
human congenital malformations. p
Integration of extrinsic and intrinsic regulatory cues is
essential for organ formation. Dueñas et al. review the role
of signals, transcription factors and cellular processes in
the formation of the epicardium. This is the external-most
layer of the heart that serves not only as the outer cover for
this organ, but also seems to play a role in regeneration. Thus,
understanding
the
basis
of
its
development
may
have important therapeutic implications. Two articles deal
with muscle development. Hernandez-Torres et al. review
the role of Pitx2 in embryonic and adult myogenesis. A
hierarchy of transcription factors controls skeletal muscle
differentiation and Pitx2 plays an important role in the
regulation of this process. Importantly, it also seems to
be involved in the establishment and function of satellite The role of specific signaling pathways in the formation
of particular organs is discussed in other articles. Díez del
Corral and Morales review the multiple roles of Fgf signaling
in the developing spinal cord. This important structure of
the nervous system arises from neural derivatives of an early August 2017 | Volume 5 | Article 76 2 Editorial: Signaling Pathways in Embryonic Development Sanz-Ezquerro et al. cells, the stem cells resident in adult muscle, thus opening
new
avenues
for
development
of
regenerative
therapies. Additionally, Nassari et al. review the role of connective tissues
in muscle development. Apart from the intrinsic molecular
signals mentioned above, the interaction of muscle cells with
surrounding tissues (bone, cartilage, tendon, and ligament)
is critical for the correct assembly of the musculoskeletal
system
during
development
and
for
maintaining
adult
homeostasis. discussion on this area and opening new avenues for thinking and
investigation. AUTHOR CONTRIBUTIONS JS was the Guest editor of this Research Topic, inviting co-editors
AM and SS and working with them to define the subjects to be
treated. They identified and invited leaders in specific research
fields to contribute their work to the Research Topic. They acted
as handling editors of manuscripts in the topic. JS wrote the
Editorial with input from the other co-editors. An emerging theme in developmental biology is the control of
tissue morphogenesis by physical forces (mechanotransduction). Valdivia et al. review the mechanical control of myotendinous
junction formation and tendon differentiation, highlighting
again the importance of the interplay between chemical
and mechanical signaling during embryogenesis. In the same
line, Stricker et al. provide a timely discussion reminding
us that cells in embryos and adult organisms are not
present in isolation, but embedded in extracellular matrices
into complex tissues. Cells attach to the ECM and sense
its mechanical properties. Typically, experimental in vitro
conditions do not fully reproduce this environment, which
is however critical for the physiological cellular responses to
signaling cascades. The challenge for the future is to try and
integrate as many interactions as possible when designing
experiments. Frontiers in Cell and Developmental Biology | www.frontiersin.org FUNDING Research in AM laboratory is supported by BBSRC grants
BB/N007034, BB/N002970 and BHF grant PG/15/77/31761. Research in JS laboratory is supported by grants SAF2013-45331-
R and SAF2016-79792-R from spanish MINECO. 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 © 2017 Sanz-Ezquerro, Münsterberg and Stricker. This is an open-access
article distributed under the terms of the Creative Commons Attribution License (CC
BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
or reproduction is permitted which does not comply with these terms. We hope that the articles in this topic will be of interest to
researchers working in development and cell biology, fuelling August 2017 | Volume 5 | Article 76 Frontiers in Cell and Developmental Biology | www.frontiersin.org 3
|
https://openalex.org/W2586657640
|
https://europepmc.org/articles/pmc5689957?pdf=render
|
English
| null |
The spatial accuracy of two frameless, linear accelerator‐based systems for single‐isocenter, multitarget cranial radiosurgery
|
Journal of applied clinical medical physics
| 2,017
|
cc-by
| 5,505
|
R A D I A T I O N O N C O L O G Y P H Y S I C S R A D I A T I O N O N C O L O G Y P H Y S I C S Abstract Abstract
Single-isocenter, multitarget cranial stereotactic radiosurgery (SRS) is more efficient
than using an isocenter for each target, but spatial positioning uncertainties can be
magnified at locations away from the isocenter. This study reports on the spatial
accuracy of two frameless, linac-based SRS systems for multitarget, single-isocenter
SRS as a function of distance from the isocenter. One system uses the ExacTrac
platform for image guidance and the other localizes with cone beam computed
tomography (CBCT). For each platform, a phantom with 12 target BBs distributed
up to 13.8 cm from the isocenter was aligned starting from five different initial off-
sets and then imaged with the treatment beam at seven different gantry and couch
angles. The distribution of the resulting positioning errors demonstrated the value
of adding a 1-mm PTV margin for targets up to about 7–8 cm from the isocenter. For distances 10 cm or more, the CBCT-based alignment remained within 1.1 mm
while the ExacTrac-based alignment differed by up to 2.2 mm. Author to whom correspondence should be
addressed. Gary A. Ezzell
E-mail: ezzell.gary@mayo.edu. P A C S
87.53.Ly, 87.55.D-
K E Y W O R D S
margins, multitarget, single-isocenter, stereotactic radiosurgery P A C S
87.53.Ly, 87.55.D- Received: 4 September 2016 |
Accepted: 14 December 2016
DOI: 10.1002/acm2.12044 Received: 4 September 2016 |
Accepted: 14 December 2016
DOI: 10.1002/acm2.12044 Received: 4 September 2016 |
Accepted: 14 December 2016 DOI: 10.1002/acm2.12044 The spatial accuracy of two frameless, linear accelerator-
based systems for single-isocenter, multitarget cranial
radiosurgery Gary A. Ezzell Department of Radiation Oncology, Mayo
Clinic Arizona, Phoenix, AZ, USA wileyonlinelibrary.com/journal/jacmp
|
37 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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.
© 2017 The Authors. Journal of Applied Clinical Medical Physics published by Wiley Periodicals, Inc. on behalf of American Association of Physicists in Medicine. 1
|
INTRODUCTION spatial accuracy of a clinic’s SRS system as a function of distance
from the isocenter is needed as part of commissioning multitarget,
single-isocenter SRS. Stereotactic radiosurgery (SRS) for patients with multiple brain
metastases is becoming more common.1 Linear accelerator-based
treatment using a single isocenter to treat multiple targets improves
the efficiency of the delivery and has been the subject of numerous
recent publications.2–8 Spatial accuracy is fundamental to SRS, and
rotational spatial uncertainties in image-guided frameless SRS mag-
nify spatial errors when the target is not at the isocenter. Few stud-
ies9–12 have systematically investigated how targeting errors may be
manifested in these treatments. Experimental validation of the This study reports on the spatial accuracy of two frameless,
linac-based SRS systems within our department for multitarget, sin-
gle-isocenter SRS as a function of distance from the isocenter. The
testing was conducted using a home-made phantom with twelve tar-
get BBs distributed spatially over a volume representative of a cra-
nium. The purpose was to determine if the single isocenter approach
could be used safely and whether any additional margin should be
considered for targets off axis. J Appl Clin Med Phys 2017; 18:2:37–43 J Appl Clin Med Phys 2017; 18:2:37–43 F I G. 1.
Photograph of the “Blockhead”
phantom (a), anterior MV radiograph (b),
and lateral MV radiograph (c). Target T0 is
at the center. In the anterior radiograph,
targets T1–T6 run top to bottom, targets
T7–T9 are on the image right, top to
bottom, and targets T10–T11 are on the
image left, top to bottom. 2
|
METHODS AND MATERIALS
38 | EZZELL EZZELL 38 little to the overall information used to drive the image guidance. This is more like the clinical situation in which one aligns to the bony
anatomy and cannot visualize the actual targets with the imaging
used for alignment. 2.A
|
Phantom design When this study was initiated, there was no commercially available
head
phantom
with
multiple
radio-opaque
targets
distributed
throughout the bony structure of a skull. We therefore constructed
a phantom from readily available materials: three sections of wood
beam of nominal commercial cross-section 4″ 9 4″ (actual dimen-
sions approximately 8.7 9 8.7 cm2) were cut to lengths of approxi-
mately 20 cm and glued together after first embedding in them 12
chrome steel ball bearings of diameter 4.8 mm (3/16″). Figure 1
shows a photograph of the phantom and orthogonal radiographs
demonstrating the distribution of the targets. The most central target
was designed to be at the isocenter for the subsequent plans. The
radial distance of the targets from the isocenter ranged from 3.1 to
13.8 cm. This range was chosen because in some cases one might
choose to put the isocenter on a target near a critical structure, such
as the brainstem or the optic chiasm, instead of in the center of the
distribution of targets. 2.B.1
|
Varian iX accelerator with ExacTrac Our current process for treating frameless SRS employs a Varian iX
accelerator (Varian Medical Systems, Palo Alto, CA, USA) combined
with the BrainLAB ExacTrac system (BrainLAB, Feldkirchen, Ger-
many) and the BrainLAB six degree of freedom robotic couch. This
system has been in place since early 2012 and to date has been
used
with
approximately
245
patients
for
various
indications,
employing either single fraction or fractionated treatments. Our stan-
dard process is to do the ExacTrac localization and adjustment after
each couch rotation, correcting for imperfections in the couch
isocentricity and patient motion. We usually apply ExacTrac toler-
ances of 0.5 mm and 0.5 degree if we use the BrainLAB mask and
associated localization frame but will sometimes use tolerances of
0.7 mm and 0.7 degrees if we need to use a different masking sys-
tem. For this study, the phantom was placed on the couch without
using a mask and the BrainLAB “reference star” was attached to the
couch to supply the reflective markers needed by the ExacTrac sys-
tem. Note that ExacTrac system uses the reflective markers only to Although the internal structure of the phantom is not anthropo-
morphic, the wood grain permeates the phantom and is used in the
image guidance process (Fig. 2). This has some advantages over
phantoms that embed BBs in plastic cubes, because in this phantom,
while the target BBs appear in the images, they contribute relatively (a)
(b)
(c)
F I G. 1. Photograph of the “Blockhead”
phantom (a), anterior MV radiograph (b),
and lateral MV radiograph (c). Target T0 is
at the center. In the anterior radiograph,
targets T1–T6 run top to bottom, targets
T7–T9 are on the image right, top to
bottom, and targets T10–T11 are on the
image left, top to bottom. (a) (a) (b) (c) F I G. 1. Photograph of the “Blockhead”
phantom (a), anterior MV radiograph (b),
and lateral MV radiograph (c). Target T0 is
at the center. In the anterior radiograph,
targets T1–T6 run top to bottom, targets
T7–T9 are on the image right, top to
bottom, and targets T10–T11 are on the
image left, top to bottom. |
39 EZZELL 39 39 (a)
(b)
F I G 2. Example alignment image on the
ExacTrac system (a) and on the CBCT
system (b). The planned image is in the
spyglass window in each. (a)
(b) (a)
(b) (a) (b) (b) F I G 2. 2.C
|
Treatment plan The phantom was scanned on a GE Lightspeed RT CT simulator (GE
Healthcare, Chicago, IL, USA) at 1.25 mm spacing with axial scans,
following our SRS scanning protocol. Small external BBs were placed
at the desired isocenter, which was placed on the central target. The
laser lines were marked on the phantom surface to facilitate setup in
the treatment room. 2.B.1
|
Varian iX accelerator with ExacTrac Example alignment image on the
ExacTrac system (a) and on the CBCT
system (b). The planned image is in the
spyglass window in each. systems was determined to have a 0.59-mm radius at the time of
acceptance. The coincidence of the kV imaging system and MV treat-
ment beam was within 0.3 mm per the Varian IsoLock procedure dur-
ing this period. Monitoring of patient positioning can be accomplished
via an optical surface-monitoring system, but that system was not
employed for this study. The phantom was initially aligned using CBCT
and no adjustment was made after each couch rotation. control the motion of the robotic couch. The assessment of the
accuracy of the localization depends on the radiographic imaging and
image guidance software. For this study, we used ExacTrac toler-
ances of 0.7 mm and 0.7 degrees because those are the largest tol-
erances that we employ clinically. A Winston–Lutz test is performed weekly and also daily when-
ever an SRS treatment is scheduled in order to test and maintain the
alignment of the ExacTrac imaging system to the radiation isocenter. When these test images were obtained, the agreement between the
ExacTrac system’s location of the Winston-Lutz pointer and that
measured with MV imaging was within 0.3 mm. 3
|
RESULTS For each iteration of the testing process, the phantom was placed
on the linac couch, initially aligned to the external BBs and laser
lines, and then displaced in translation and rotation. It was then
imaged and aligned using the available image guidance system, either
ExacTrac or CBCT. Automatic alignment was used, and the couch
performed its six degrees of freedom motion. After the initial align-
ment at the nominal couch 0, the four MV fields at the cardinal
angles were imaged. The couch was then moved to the next posi-
tion, either nominal 45, 90, or 315 degrees. For the iX/ExacTrac sys-
tem, the phantom was re-imaged and aligned, following our current
clinical practice. For the TrueBeam system, no additional corrections
were applied. The MV image at gantry 0 was taken for each of the
three non-zero couch angles. Collision with the image receptor pre-
vented imaging at the lateral angles. After all the imaging, the couch
was returned to angle 0, the phantom moved to a different starting
position, and then the alignment and imaging process was repeated
for a total of five trials. Table 1 shows the range of the initial correc-
tions applied in the five iterations of each process. Table 2 shows the average offset, maximum offset, standard devia-
tion and 95% confidence limit as a function of distance from the
isocenter for the two linacs and image guidance processes. Figure 3 plots the average and maximum offsets, and the aver-
age plus two standard deviations as a function of distance from the
isocenter for the two linacs and image guidance processes: (a) for
the iX with ExacTrac and (b) for the TrueBeam with CBCT. Figure 4
shows the 95% confidence limits for the two processes on a single
graph. For the target planned to be at the isocenter, the 95% confi-
dence limit was 1.0 mm for the iX with ExacTrac and 0.6 mm for
the TrueBeam with CBCT. At 7 cm from the isocenter, both systems
demonstrated a variation of 0.9–1.1 mm. From 10 cm to 13.8 cm
from the isocenter, the TrueBeam system’s variation remained at
1.1 mm or less while the iX with ExacTrac varied up to 2.2 mm. For the one field that was measured on three occasions to test
the reproducibility of the measurements, the maximum difference
observed for each of the 84 target and field combinations was tabu-
lated. 3
|
RESULTS These differences ranged from 0 to 0.4 mm with an average
of 0.12 mm and standard deviation of 0.09 mm. For the target at
the isocenter, the maximum difference was 0.2 mm with an average
of 0.1 mm and standard deviation of 0.08 mm. The standard devia-
tion results shown in Table 2 range from 0.2 to 0.5 mm, so one can
conclude that the uncertainty associated with this manual measure-
ment technique contributed to but did not dominate the variability
in the observations. 2.E Each of the acquired MV images was opened in the Aria Offline
Review module (Varian Medical System, Palo Alto, CA, USA) as an T A B L E 1
Range of initial corrections applied to the phantom. Maximum absolute values of the initial corrections of the phantom
position for the five iterations on each of the two SRS platforms. ExacTrac shifts (mm)
ExacTrac angles (degrees)
Vert
Long
Lat
Yaw
Pitch
Roll
(A) iX/ExacTrac platform
6.9
7.6
1.3
1.0
2.0
2.0
CBCT shifts (mm)
CBCT angles (degrees)
Vert
Long
Lat
Yaw
Pitch
Roll
(B) TrueBeam/CBCT platform
7.2
4.5
3.3
1.8
2.2
1.9 2.B.2 We recently installed a Varian TrueBeam accelerator (Varian Medical
Systems, Palo Alto, CA, USA) with SRS capability. This system uses
cone beam computed tomography (CBCT) as the method of image
guidance combined with Varian’s PerfectPitch, six degree of freedom
couch. The isocentricity of the combined couch, gantry, and collimator A treatment plan was created on the Varian Eclipse (Varian Medical
System, Palo Alto, CA, USA) planning system using seven 25 9 25 cm
fields: the four cardinal angles at couch 0 and three at gantry 0 with EZZELL EZZELL 40 overlay to its associated DRR. Using the distance measuring tool, the
offset between the center of the target in the DRR and that in the
MV image was measured and recorded. The 12 targets were mea-
sured for the seven fields for the five repetitions on the two linacs
for a total of 840 measurements. One field was measured on three
occasions to test the reproducibility of this manual process. couch angles 45, 90, and 315. These are the couch angles most typically
used for our single-isocenter, multitarget treatments. High-quality digi-
tally reconstructed radiographs (DRRs) were created for each beam with
the Hounsfeld units (HU) range clipped so that only the BBs appeared
on the DRR. This facilitated later analysis. The HU of the wood grain varied between approximately 800
and 250. While that structure showed up clearly on the planning CT,
CBCT, and Eclipse DRRs, it entirely disappeared on the DRRs con-
structed by the ExacTrac system’s algorithm during its alignment pro-
cess. For that reason, a second CT study was artificially created using
MATLAB (MathWorks, Natick, MA) code that increased the HU of the
wood structure to the range of 50–800, mimicking soft tissue to bone. This was the study used in the testing of the Varian iX with ExacTrac. Each of the 12 targets was therefore imaged 35 times on each
linac. The average offset between the treatment field and DRR was
calculated along with the maximum and the standard deviation. The
95% confidence limit on the offset was estimated by adding the
average with twice the standard deviation. These results were
then plotted as a function of the distance of the target from the
isocenter. 4
|
DISCUSSION Target
Distance from
isocenter (cm)
Average
offset
(mm)
Maximum
offset
(mm)
Std
Dev
(mm)
Avg +
2SD
(mm)
(A) iX/ExacTrac platform
T0
0
0.5
1.1
0.2
1.0
T4
3.1
0.5
1.0
0.2
0.9
T3
3.3
0.5
1.0
0.2
1.0
T5
6.7
0.5
1.0
0.3
1.0
T2
7.2
0.4
0.8
0.2
0.9
T6
9.9
0.6
1.1
0.3
1.1
T1
10.2
0.4
0.9
0.2
0.9
T11
10.5
1.1
1.8
0.4
2.0
T10
10.9
1.2
2.0
0.5
2.2
T8
11.6
0.9
1.6
0.3
1.6
T9
13.8
0.8
1.7
0.4
1.6
T7
13.8
1.1
1.8
0.4
1.8
(B) TrueBeam/CBCT platform
T0
0
0.3
0.7
0.2
0.6
T4
3.1
0.5
1.2
0.3
1.1
T3
3.3
0.5
0.9
0.2
0.9
T5
6.7
0.4
0.8
0.2
0.7
T2
7.2
0.5
0.8
0.2
0.9
T6
9.9
0.7
1.1
0.2
1.1
T1
10.2
0.7
1.1
0.2
1.1
T11
10.5
0.5
0.8
0.2
0.9
T10
10.9
0.4
0.8
0.2
0.8
T8
11.6
0.3
0.7
0.2
0.6
T9
13.8
0.7
1.2
0.2
1.1
T7
13.8
0.6
1.3
0.2
1.1 (b) F I G . 3. The average and maximum offsets (in mm) between the
planned and imaged targets along with the average plus two
standard deviations as a function of distance from the isocenter (in
cm): (a) for the iX with ExacTrac and (b) for the TrueBeam with
CBCT. F I G . 4. The 95% confidence limits, approximated by the average
offset plus two standard deviations, for the two platforms plotted on
a single graph. F I G . 4. The 95% confidence limits, approximated by the average
offset plus two standard deviations, for the two platforms plotted on
a single graph. smaller than the region of interest in the CBCT. While that field of
view is generally adequate, in this case six to seven of the targets
(and all the associated phantom structure) more distant from the
isocenter were not visualized. To some extent that is an artifact of
this nonanthropomorphic phantom design. The CBCT system visual-
ized the entire phantom which was then subjected to the automatic
registration. so that physicists can perform end-to-end tests for multitarget SRS
with realistic phantoms. The observed offset between the target on the planned DRR
and the MV image represents the geometric error in beam delivery
that would have occurred for that target and field without regard for
the direction of the offset. 4
|
DISCUSSION Target
Distance from
isocenter (cm)
Average
offset
(mm)
Maximum
offset
(mm)
Std
Dev
(mm)
Avg +
2SD
(mm)
(A) iX/ExacTrac platform
T0
0
0.5
1.1
0.2
1.0
T4
3.1
0.5
1.0
0.2
0.9
T3
3.3
0.5
1.0
0.2
1.0
T5
6.7
0.5
1.0
0.3
1.0
T2
7.2
0.4
0.8
0.2
0.9
T6
9.9
0.6
1.1
0.3
1.1
T1
10.2
0.4
0.9
0.2
0.9
T11
10.5
1.1
1.8
0.4
2.0
T10
10.9
1.2
2.0
0.5
2.2
T8
11.6
0.9
1.6
0.3
1.6
T9
13.8
0.8
1.7
0.4
1.6
T7
13.8
1.1
1.8
0.4
1.8
(B) TrueBeam/CBCT platform
T0
0
0.3
0.7
0.2
0.6
T4
3.1
0.5
1.2
0.3
1.1
T3
3.3
0.5
0.9
0.2
0.9
T5
6.7
0.4
0.8
0.2
0.7
T2
7.2
0.5
0.8
0.2
0.9
T6
9.9
0.7
1.1
0.2
1.1
T1
10.2
0.7
1.1
0.2
1.1
T11
10.5
0.5
0.8
0.2
0.9
T10
10.9
0.4
0.8
0.2
0.8
T8
11.6
0.3
0.7
0.2
0.6
T9
13.8
0.7
1.2
0.2
1.1
T7
13.8
0.6
1.3
0.2
1.1
(a)
(b)
F I G . 3. The average and maximum offsets (in mm) between the
planned and imaged targets along with the average plus two
standard deviations as a function of distance from the isocenter (in
cm): (a) for the iX with ExacTrac and (b) for the TrueBeam with
CBCT. F I G . 4. The 95% confidence limits, approximated by the average
offset plus two standard deviations, for the two platforms plotted on
a single graph. smaller than the region of interest in the CBCT. While that field of
view is generally adequate, in this case six to seven of the targets
(and all the associated phantom structure) more distant from the
isocenter were not visualized. To some extent that is an artifact of
this nonanthropomorphic phantom design. The CBCT system visual-
so that physicists can perform end-to-end tests for multitarget SRS
with realistic phantoms. The observed offset between the target on the planned DRR
T A B L E 2
Offsets between the planned and imaged target positions
for the two platforms. For each target, the distance from the
isocenter (in cm) and the average and maximum offsets between the
planned and imaged targets (in mm) with the standard deviation in
the 35 measurements for each target. The 95% confidence limit is
approximated by the last column, which sums the average offset
with twice the standard deviation. 4
|
DISCUSSION In the study, the offsets seen for the ExacTrac system at 10 cm from
the isocenter and beyond were more than those seen for the CBCT-
based alignment system. This may be attributed to two factors. First,
the ExacTrac tolerances that were applied, 0.7 mm and 0.7 degrees,
inherently permit some variation that will be magnified at distance. Second, the field of view of the ExacTrac images (13 9 13 cm2) is |
41 EZZELL EZZELL 41 (a)
(b)
F I G . 3. The average and maximum offsets (in mm) between the
planned and imaged targets along with the average plus two
standard deviations as a function of distance from the isocenter (in
cm): (a) for the iX with ExacTrac and (b) for the TrueBeam with
CBCT. | (a)
(b)
F I G . 3. The average and maximum offsets (in mm) between the
planned and imaged targets along with the average plus two
standard deviations as a function of distance from the isocenter (in
cm): (a) for the iX with ExacTrac and (b) for the TrueBeam with
CBCT. | smaller than the region of interest in the CBCT. While that field of
T A B L E 2
Offsets between the planned and imaged target positions
for the two platforms. For each target, the distance from the
isocenter (in cm) and the average and maximum offsets between the
planned and imaged targets (in mm) with the standard deviation in
the 35 measurements for each target. The 95% confidence limit is
approximated by the last column, which sums the average offset
with twice the standard deviation. (A) for the iX with ExacTrac and
(B) for the TrueBeam with CBCT. 4
|
DISCUSSION (A) for the iX with ExacTrac and
(B) for the TrueBeam with CBCT. Target
Distance from
isocenter (cm)
Average
offset
(mm)
Maximum
offset
(mm)
Std
Dev
(mm)
Avg +
2SD
(mm)
(A) iX/ExacTrac platform
T0
0
0.5
1.1
0.2
1.0
T4
3.1
0.5
1.0
0.2
0.9
T3
3.3
0.5
1.0
0.2
1.0
T5
6.7
0.5
1.0
0.3
1.0
T2
7.2
0.4
0.8
0.2
0.9
T6
9.9
0.6
1.1
0.3
1.1
T1
10.2
0.4
0.9
0.2
0.9
T11
10.5
1.1
1.8
0.4
2.0
T10
10.9
1.2
2.0
0.5
2.2
T8
11.6
0.9
1.6
0.3
1.6
T9
13.8
0.8
1.7
0.4
1.6
T7
13.8
1.1
1.8
0.4
1.8
(B) TrueBeam/CBCT platform
T0
0
0.3
0.7
0.2
0.6
T4
3.1
0.5
1.2
0.3
1.1
T3
3.3
0.5
0.9
0.2
0.9
T5
6.7
0.4
0.8
0.2
0.7
T2
7.2
0.5
0.8
0.2
0.9
T6
9.9
0.7
1.1
0.2
1.1
T1
10.2
0.7
1.1
0.2
1.1
T11
10.5
0.5
0.8
0.2
0.9
T10
10.9
0.4
0.8
0.2
0.8
T8
11.6
0.3
0.7
0.2
0.6
T9
13.8
0.7
1.2
0.2
1.1
T7
13.8
0.6
1.3
0.2
1.1
(a)
(b)
F I G . 3. The average and maximum offsets (in mm) between the
planned and imaged targets along with the average plus two
standard deviations as a function of distance from the isocenter (in
cm): (a) for the iX with ExacTrac and (b) for the TrueBeam with
CBCT. F I G . 4. The 95% confidence limits, approximated by the average
offset plus two standard deviations, for the two platforms plotted on
a single graph. (a) T A B L E 2
Offsets between the planned and imaged target positions
for the two platforms. For each target, the distance from the
isocenter (in cm) and the average and maximum offsets between the
planned and imaged targets (in mm) with the standard deviation in
the 35 measurements for each target. The 95% confidence limit is
approximated by the last column, which sums the average offset
with twice the standard deviation. (A) for the iX with ExacTrac and
(B) for the TrueBeam with CBCT. (B) for the TrueBeam with CBCT. 5
|
CONCLUSION 5 Stanhope
et al.9
analyzed
sequential
CBCT
images
for
22
patients who had SRS treatments to two targets with isocenters
with the purpose of measuring the rotational difference in the skull
between the two scans. By aligning the second scan to the first, they
measured how much the patient had moved within the mask and
therefore estimated the uncertainty associated with patient motion
after an initial alignment, which they termed “intraoperational”
uncertainty. They found that 0.1 mm/cm of target-isocenter separa-
tion would account for 95% if this uncertainty. This assumed that
the initial correction completely removed any initial setup error. What practical recommendations follow from these results? Most
publications about single-isocenter, multitarget treatments advocate
centering the isocenter among the targets. This will generally keep
the distance from any part of a target to the isocenter to about
8 cm. At such distances, it would be prudent to increase the PTV
margin by 1 mm. If one chose to place the isocenter on a target near
the brainstem or chiasm while also treating targets near the superior
aspect of the brain, then the distance from isocenter would be larger
and an additional margin might be advisable, depending on the size
of the lesions and the eloquence of the surrounding tissue. Adding
margin is not necessarily benign. Kirkpatrick et al.14 in a randomized
trial
involving
49
patients
with
80
metastases,
found
more
radionecrosis in those patients having a 3-mm margin compared to a
1-mm margin. Roper et al.10 analyzed 50 SRS cases, each having two targets
treated with a single-isocenter VMAT technique. They simulated
rotational errors of 0.5i°, 1.0°, and 2.0° about all axes to determine
how the dose coverage of the PTVs was affected. Distances from
the plan isocenter to the PTV centroid varied from 0.6 cm to
7.3 cm. They found that the dose to 95% of the PTV (D95) fell by
1.5%/cm with a rotational error of 1.0° and by 4.3%/cm with a rota-
tional error of 2.0°. This study did not recommend how PTV margins
might be increased to account for uncertainties that increase with
distance from isocenter. A fundamental outcome of this study is that it confirms that
either platform in our institution is suitable for single-isocenter, mul-
titarget SRS. REFERENCES 1. Nichol A, Ma R, Hsu F, et al. Volumetric radiosurgery for 1 to 10
brain metastases: a multicenter, single-arm, phase 2 study. Int J
Radiat Oncol Biol Phys. 2016; 94:312–321. 1. Nichol A, Ma R, Hsu F, et al. Volumetric radiosurgery for 1 to 10
brain metastases: a multicenter, single-arm, phase 2 study. Int J
Radiat Oncol Biol Phys. 2016; 94:312–321. 2. Clark GM, Popple RA, Prendergast BM, et al. Plan quality and treat-
ment planning technique for single isocenter cranial radiosurgery
with
volumetric
modulated
arc
therapy. Pract
Radiat
Oncol. 2012;2:306–313. 2. Clark GM, Popple RA, Prendergast BM, et al. Plan quality and treat-
ment planning technique for single isocenter cranial radiosurgery
with
volumetric
modulated
arc
therapy. Pract
Radiat
Oncol. 2012;2:306–313. Winey and Bussiere12 studied geometric uncertainties in single-
isocenter, multitarget fractionated treatments. They used retrospec-
tive data from 45 patients aligned with their orthogonal kV system
with a fiducial-based 2D/3D algorithm to determine the translational
and rotational accuracy and uncertainty, both interfractional and
intrafractional, in each of the six degrees of freedom. They then
determined the maximum error value if all of the errors aligned for 1
and 2 sigma uncertainty levels, noting that in practice only 3.6% and
0.3% of all cases exceeded these two values, respectively. For the
most direct comparison to this study, one can inspect their (Fig. 2)
for the case that six degree of freedom corrections are made, and
use the curve for 1 sigma, which they found to correspond to 96.4%
of the treatments. Reading from the graph, at isocenter the error is
approximately 0.8 mm, at 3 cm it is 1.0 mm, and at 7.5 cm is
1.5 mm for the immobilization system used in their study and
1.5 mm, 2.0 mm, and 3.1 mm for the ExacTrac systems described by
van Santvoort et al.13 3. Clark GM, Popple RA, Young PE, Fiveash JB. Feasibility of single-iso-
center volumetric modulated arc radiosurgery for treatment of multi-
ple brain metastases. Int J Radiat Oncol Biol Phys. 2010;76:296–302. 3. Clark GM, Popple RA, Young PE, Fiveash JB. Feasibility of single-iso-
center volumetric modulated arc radiosurgery for treatment of multi-
ple brain metastases. Int J Radiat Oncol Biol Phys. 2010;76:296–302. 4. Wolff HA, Wagner DM, Christiansen H, Hess CF, Vorwerk H. Single
fraction radiosurgery using RapidArc for treatment of intracranial tar-
gets. Radiat Oncol. 2010;5:77. 5. 4
|
DISCUSSION This study did not attempt to quantify
the effect on dose coverage for a full treatment employing arcs at
these couch angles, but it is intuitively clear that such errors will
compromise target coverage. Other studies9,10 have shown that the
decrease in target coverage expressed as the dose covering 95% of
the target (D95) is more significant for small targets. Another potential weakness of this nonanthropomorphic phan-
tom is that the grain structure on the ExacTrac radiographs approxi-
mate parallel lines, as seen in Fig. 2. This is very different from the
appearance provided by a human skull, so it is possible that the
ExacTrac algorithms would be more accurate with a realistic phan-
tom. It is hoped that phantom vendors will soon provide such tools EZZELL CONFLICT OF INTEREST None. ACKNOWLEDGMENTS Thomas Boltz, Ph.D., provided the MATLAB code used in this study. 5
|
CONCLUSION Wen et al.11 evaluated the systematic accuracy of the Varian
Edge
TM linac-based SRS platform with a variety of tests involving a
15 9 15 9 15 cm3 phantom with 5-mm diameter ceramic BBs at
the isocenter and embedded into the outer shell. In the test most
comparable to this study, they aligned the phantom to a reference
CT with CBCT using automatic registration and then imaged the
phantom at couch 0 and at the four cardinal angles with MV beams. They determined the targeting accuracy for the target at the isocen-
ter and for six others from ranging from 5.7 to 9.2 cm from the
isocenter. They found the accuracy for the target at the isocenter to
be 0.54 0.24 mm and for the others to be 0.51 0.24 mm at
5.7 cm away from the isocenter, 0.62 0.43 mm at 6.5 cm away,
and 0.63 0.35 mm at 9.2 mm away. These results are similar to
those of this study, but it did not include couch kicks and used a
phantom with more symmetry and simplicity than was employed
here. 9. Stanhope C, Chang Z, Wang Z, et al. Physics considerations for
single-isocenter, volumetric modulated arc radiosurgery for treat-
ment
of
multiple
intracranial
targets.
Pract
Radiat
Oncol.
2016;6:207–213. 10. Roper J, Chanyavanich V, Betzel G, Switchenko J, Dhabaan A. Sin-
gle-isocenter multiple-target stereotactic radiosurgery: risk of com-
promised coverage. Int J Radiat Biol Oncol Phys. 2015;93:540–546. 11. Wen N, Snyder KC, Scheib SG, et al. Evaluation of the systematic
accuracy of a frameless, multiple image modality guided, linear accel-
erator
based
stereotactic
radiosurgery
system.
Med
Phys.
2016;43:2527–2537. REFERENCES Mayo CS, Ding L, Addesa A, Kadish S, Fitzgerald TJ, Moser R. Initial
experience with volumetric IMRT (RapidArc) for intracranial stereo-
tactic radiosurgery. Int J Radiat Oncol Biol Phys. 2010;78:1457–1466. 6. Salkeld AL, Unicomb K, Hayden AJ, Van Tilburg K, Yau S, Tiver K. Dosimetric comparison of volumetric modulated arc therapy and lin-
ear accelerator-based radiosurgery for the treatment of one to four
brain metastases. J Med Imaging Radiat Oncol. 2014;58:722–728. 7. Huang Y, Chin K, Robbins JR, et al. Radiosurgery of multiple brain
metastases with single-isocenter dynamic conformal arcs (SIDCA). Radiat Oncol. 2014;112:128–132. 8. Thomas EM, Popple RA, Wu X, et al. Comparison of plan quality and
delivery time between volumetric arc therapy (RapidArc) and gamma
knife
radiosurgery
for
multiple
cranial
metastases. Neurosurg. 2014;75:409–417; discussion 417–418. EZZELL EZZELL 43 12. Winey B, Bussiere M. Geometric and dosimetric uncertainties in
intracranial
stereotatctic
treatments
for
multiple
nonisocentric
lesions. J Appl Clin Med Phys. 2014;15:122–132. 13. van Santvoort J, Wiggenraad R, Bos P. Positioning accuracy in
stereotactic radiotherapy using a mask system with added vacuum
mouth piece and stereoscopic X-ray positioning. Int J Radiat Oncol
Biol Phys. 2008;72:261–267. 14. Kirkpatrick JP, Wang Z, Sampson JH, et al. Defining the optimal
planning target volume in image-guided stereotactic radiosurgery of
brain metastases: results of a randomized trial. Int J Radiat Oncol Biol
Phys. 2015;91:100–108.
|
https://openalex.org/W4240989744
|
https://zenodo.org/records/1865190/files/article.pdf
|
German
| null |
Eier
|
European food research & technology
| 1,902
|
public-domain
| 2,008
|
210 210 [Zeit*chr. f. Uutm~u~hm~
~_d. Nahr.- u. O~almomi~L [Zeit*chr. f. Uutm~u~hm~
~_d. Nahr.- u. O~almomi~L Referate. ~ Eier. Nachdem nun die Xanthinstoffe nicht nur im Fleischextrakte Mlelm vor-
kommen, sondern auch in vegetabilischen Extrakten enthalten sein kSnnem, ist
die fiir die Untersuchung und Beurtheilung derartiger Extrakte nicht unwidtti~
Frage zu beantworten, ob in den beiden Arten yon Extrakten auch stetl die=
selben Xanthinstoffe enthulten sind und ferner ob ihr gegenseitiges Meul~r-
hiiitniss dasselbe ist. Die diesbeziiglichen Untersuchungen habe ich bereits in Angriff genommen. Reterate. Eier. Eier. Uhlenhut: ~'euer Beitrag zum specifischen
Nachweis yon Eiereiwei~
auf biologischem Wege. ~
Deutsch. medlein. Wochenschr. 1900, ~
734
bis 735. Verf. suchte festzustellen, ob in dem Serum mit :Eiereiweiss behandelter Thiere
sich speeifi.~che AntikSrper entwickeln und ob sich etwa auf diese Weise die Ei-
weissstoffe verschiedener Vogeleier unterscheiden lassen. Zu diesem Zweck wurde
Hfihnereiweiss, mit physiologischer KochsaizlSsung verdiinnt, Kaninchen in die Bauch-
hShle gespritzt. Wenige Tropfen des Serums dieser Thiere rufen in verdfmnten
HfihnereiweisslSsungen Trfibungen hervor, und wurde bei einer Verdiinnung 1 : 100000
noch eine deudiche Reaktion erhalten, w~ihrend die chemischen Agentien schon bei
~erdiinnungen des Eiweisses 1:1000 versagen. ]Normales Kaninchenserum zeigte
die Reaktion gegeniiber Hiithnereiweiss nicht. Bei tier Untersuehuug verschiedener
EiweissprRpara~ des Handels ergab sich, dass das Serum yon in oben angegebener
Weise mit Eiweiss behandelten Kaninchen nur in den Pr~paraten Triibungen hervor-
fief, welche aus Eieralbumin hergestellt waren. Abet auch bei TaubeneiweisslSsungen
trat eine deutlich positive Reaktion ein; ebenso trfibte das Serum yon Kaninchen,
welchen wiederholt intraperitoneal Taubeneiweiss eingespritzt wurde, LSsungen yon
ltiihnereiweiss. Von besonderem Interesse ist ferner, dass auch die intrastomachale
Einverleibung yon Hfihnereiweiss (mittelst Schlundsonde) bei Kaninchen im Serum
Stoffe bildet, welche beim Zusatz yon Hiihner- und TaubeneiweisslSsungen Trfilmngen
bezw. Niederschl~ge hervorrufen. g
Verf. hatte ferner gefunden, dass das Serum eines mit lliihnerblut behandelten
Kaninchens in einer sehr stark verdiinnten HiihnerblutlSsung schnell eine doutlich
auftretende Triibung hervorruft, w~hrend sich dasselbe Serum gegen LSsungeu yon
Pferde-, Esel-, Rinder-, Hammel- uud Taubenblut indifferent zeigte. Verf. hat sieh
in Folge dessen die Aufgabe gestellt, mit Hilfe dieser biologischen Methode die ver-
schiedenen Blutarten zu differenciren. Bemerkenswerth ist noch, dass das Serum der mit Eiereiweiss behandelten Ka-
ninchen dutch einstiindige Erhitzung auf 600 seine ReaktionsfiLhigkeit nieht ein-
biisste. A. J~uck. gkeit nieht ein
A. J~uck. 5. Jahrgaag. 1. ~arz 19o.2. 211 Referate. -- Eier. Leo Langstein: Die Kohlenhydratgruppe
des kryst~llisirten
Ovalbu-
rains. -- Zeitschr. physiol. Chem. 1900, 31, 49--57. Leo Langstein: Die Kohlenhydratgruppe
des kryst~llisirten
Ovalbu-
rains. -- Zeitschr. physiol. Chem. 1900, 31, 49--57. Leo Langstein: Die Kohlenhydratgruppe
des kryst~llisirten
Ovalbu-
rains. -- Zeitschr. physiol. Chem. 1900, 31, 49--57. p y
,
,
In der Frage nach dem Kohlenhydratkomplex des Ovalbumins ist eine Einigung
bisher noch nicht erreicht. Einerseits wird genannte Spaltung des Ovalbmnins geleugnet,
andererseits herrscht keine Uebereinstimmung in der Charakterisirung des abgespaltenen
Komplexes. Verf. Reterate. stellte sich 100 g krystallisirten Ovalbumins (aus 4 1 Eierklar) nach
dem Verfahren yon Hop ki n s und P i n k u s dar. Eine Verunreinigung durch Ovomu-
cold wurde dadurch vermieden, dass das Ovalbumin aus mit Ammonsulfat halbges~t-
tigter L5sung durch Salzs~urezusatz wiederholt umkrystallisirt wurde. Dutch Vorver-
suche mit 5 g der sorgfMtigst gereinigten, mit Alkohol koagulirten, getmckneten und
gepulverten Substanz, welehe nach Quellung in Alkali mit 100 ccm 3~
Salz-
s~iure am Rfickflusskfihler auf dent Sandbade erhitzt wurde, ergab sich, dass nach 4
Stunden die grSsste Kohlenhydratmenge (7O]o) mit Fehling'scher LSsung nachge-
wiesen werden konnte. In Folge dessen wurde zur Charakterisirung des abspaltbaren
Kohlenhydratcs die tIauptma~se des gereinigten Ovalbumins in ~hnlicher Weise be-
handelt,
l~ach der Inversion wurde das Filtrat neutralisirt und ohne die gel5sten
EiweisskSrper zu entfernen benzoylirt. Iqach der Neutralisation der Benzoylirungs-
flfissigkeit wurde das Benzoylprodukt abgesaugt, mit verdfinntem Ammoniak und
Wasser gewaschen, getrocknet und in Alkohol gelSst. Aus der filtrirten LSsung
schieden sich im Verlaufe von drei Tagen seidengl~.nzende Nadeln und amorphe Krfi-
me]n aus; die mit kaltem absolutem Alkohol von dem amorphen K5rper getrennten
:Nadeln zeigten einen Schmelzpunkt yon 202--203 ~ und einen Stickstoffgehalt yon 1,962o/o. Es liegt demnach anscheinend Pentabenzoylglykosamin vor. Aus den vorerw~hnten
alkoholischen Mutterlaugen wurde nunmehr der Zucker selbst abzuspalten versucht. Zu dem Zwecke wurde mit grossen Mengen destillirten Wassers das Benzoylprodukt
als weisse, bald kSrnig werdende Floeken abgeschieden. Dasselbe wurde 24 Stunden
bei 100 o mit Salzs~ure (Spec. Gew. 1,1) im zugesehmolzenen Rohr behandelt. Nach
dem Erkalten wurde filtrirt, mit Aether ausgeschfittelt und die Salzs~ure bei 600 aly-
geraucht. Aus dem so erhaltenen braunen Syrup krystallisirten neben Koehsalz und
Gyps (?)Sphenoide, sp~tel: rhombische Platten. Durch Behandlung des Syrups mit al)-
solutcm Alkohol und Umkrystallisiren der erhaltenen Substanz aus salzs~iurehaltigem
Wasser wurden die letztgenannten Krystalle rein erhalten. Dieselben zeigten zwar
nicht die yon L e d d er ho s e ffir Glykosamin beschriebenen charakteristischen Formen,
jedoch ]iessen die analytischen Befunde keinen Zweifel fiber die Identit~t mit salz-
saurem Glykosamin bestehen (33,51~
Kohlenstoff; 6,53~
Wasserstoff; 6,38O/o
Stickstoff). Aus den l:Yntersuchungen geht demnach unzweifelhaft hervor, dass Glykos-
amin am Aufbau des krystallisirten Ovalbumins zu etwa 10--11~
betheiligt ist. y
g
Bemerkenswerth ist es ferner, dass es Verf. weder dutch Spaltung yon krystaUi-
sirtem Ovalbumin mit koncentrirter Salzs~ure noch mit koncentrirter Salzs~.ure und
Zinnchloriir ge]ang, aus Eiweiss Kohlenhydrat zu erhalten. Reterate. Es erklart sich dies da-
durch, dass das durch starke Basen aus dem Eiweiss abgespaltene Ammoniak die
Reaktion in andercm Sinne verlaufen lasst. Die Untersnchungen sollen auch auf krystallisirtes Sermnalbumin ausgedehnt
werden. A. Juekenaek. Die Untersnchungen sollen auch auf krystallisirtes Sermnalbumin ausgedehnt
A
J
k
k 14" 2l 2 ]-Zeitschr. f. U n S u n g
[d. Nahr.- ~ Oenumm|tt*l. R e fe r a t e. -- Eier. Loges und Pingel: Ueber ,,Eisen-Eier". -- Sichs. landw. Zeitschr. 1900, 22,
409--411. Loges und Pingel: Ueber ,,Eisen-Eier". -- Sichs. landw. Zeitschr. 1900, 22,
409--411. Verff. haben das Verfahren yon Carl Aufsberg (Diese Zeitschrift 1901, 4,
309) zur ]~rzielung eisenreicher Eier mittelst be~nderen ei~nhaltigen Futters naehge-
prfift. Zu dem Zwecke wurde der eine Theil yon Hfihnern gleichen Alters und 8iron-
rues drei ~,Vochen in der von A u f s b e r g angegebenen Weise geffittert, wiltrend
der andere Theil das gleiche Futter ohnc Zusatz des Eisenprfiparates erhielt. Zur
Untersuchung gelangten je 10 Eier. Das Ergebniss war folgendes: Ohne Eisenftttterung
Mit Eisenftitterung
Eiweiss
Eigelb
Schale
Eiinhalt
Eiweiss
Eigelb
Schale
]FAimJUl t
Eisenoxyd
0,002400 0,00880/0 0,02720/0 0,00470'o 0,0040~
0,00950/0 0,02720/0 0,064~~
Asche
0,699 ,
1,500 ,
--
0,992 ,
0,699 . 1,430 ,
--
0,963 ,
Eisenoxyd ~ . . . . 0,474
--
--
--
0,612
inder Asche
J
~
9 Demnach entsprechen (lie in beiden Ver.~uehsreihen erhaltenen Befunde snn&ksrud
r
. r
"
dem Durchschnitte tier bisherigen Untersuchun,~se gebmsse, zudem enthalten die ,Ei-
sen"-Eier nur 0,0012 ~
Eisenoxyd mehr als die gew5hnliehen Eier. Ganz abgesshen
davon, dass dieser Unterschied innerhalb der unvermeidllchen Fehlergrenzen liegt, kann,
wenn er als wirklich bestehend angenommen wird, yon einer di~tetisch wichtigen An-
reicherung des Ei~ns in den Eiern keine Rede sein, da im Verh/ilt,niss zu den sonst
Verwendung findenden Ei~nprfiparaten t/iglicb 88--117 Ei~neier von einer Person zu
nehmen sein wfirden, welehe nebenbei 17--23 M. kosten. A. Juckenack. einer Person z
A. Juckenack. P. Hoffmann:
Ueber den Eisengehalt
des Hfihnereies,
sowie Versuehe
fiber Anreicherung des Eisens im Ei nach Ffitterung ]nitH~.mogallol
und Ferroh/imol. -- Zeitschr. analyt. Chemie 1901, 40, 450--459. Nach den bisher fiber den Eisengehalt ,..,ewShnlieher Hfihnereier in der Litteratur
gemachten Angaben schwankt derselbe zwisehen
10,7 und 29,88 mg Eisenoxyd in
100 g Eidotter. Verf. land im Durchschnitt von 10 Bestimmungen in 100 g Ei-
dotter 12,065 mg, in einem ganzen Ei ohne Schale 1,81 mg Eisenoxyd. Socin hat
nun schon vor Jahren (Zeitschr. Reterate. physiol. Chemie 1891, 15, 112) festgestellt, dass die
organische Eisenverbindung des Hfihnereies, (la~, Hamatogen, resorbirbar ist. Bel der
Bedeutung des Eisens ffir den KSrper wiirde es nun nieht unwichtig sein, wenn auf
kfinstlichem Wege (let Hfi, matogengehalt erhSht und die MSglichkeit einer grSsseren
Eisenzufuhr in dieser Form geboten wfirdc. Es erhielten daher l&ngere Zeit hindurch
2 Hfihner neben der nieht besonders geregelten :Nahrung thglich je 10 g Hfi.mogallol-
pastillen, ent.~prechend 16,24 mg Eisenoxyd. Wie die Vemuche ergaben, hatte sich
nun in der That der Eisenoxydgehalt der Dotter yon 12.06~
beim Beginn der
Ffitterung auf 15,26~
beim Schluss derselben erhSht. Darauf wurden dieselben
Hfihner mit Ferroh/~mol, einem von Prof. Kobert
dumh Fi~llung des Rinderblut-
hiimoglobins mit Metallsalzen dargestellten Erzeugniss geffittert, jedoch konnte nur
bei einem Theil der Eier ein Ansteigen tier Eisenmenge festgestellt werden, wfi~hrend
im Durchschnitt yon 14 Dotter-Analvsen der Eisengehalt sich auf 10,74~
belief,
somit nicht einmal die vom Verf. in gewShnlichen Eiern gefundene Menge errvichte. Diese Schwankungen sind wahrscheinlich auf ~ussere Verhfiltnisse, z. B. auf das Futter,
zuriickzuffihren, da (lie niedri~'swn Zahlen zu einer Zeit erhalten wurden, als den
Hfihnern hauptsiichlieh Griinfutter gereieh! wurde. Aus den Versuchen ergiebt sieh 5. Jahrgaug. ]
1. Marz 1902.] R e f e r a t e. -- Butter, Speisefette und Oele. 213 also, dass das eisenRrmere H~mogallol gfinstiger ffir eine Anreicherung des Eisens im
Ei zu verwenden ist als alas Ferroh~tmol. Nach Ansicht des Verf.'s ist es nicht wahr-
scheinlich, dass die Men~ des Eisens im Ei noch wesentlich starker erhSht werden
kann, als es in den vorliegenden Versuchen der Fall war. Durch mikroskopische
Untersuehung konnte niimlich nachgewiesen werden, dass die zum Eierstock fiihren-
den Lymphwege yon Eisen strotzten. Wenn dennoch nicht mehr yore Ei au~genommen
wurde, so muss die Natur Vorkehrungen besitzen, das iiberschfissig dem Eierstock
zugefiihrte Eisen nicht ins Ei gelangen zu lassen. Schliesslich wurde noch ein Huhn
mit Cuproh~molpillen gefiittert. Das Thier, das sich andauernd wohl befand, erhielt
im Ganzen innerhalb 32 Tagen 235 PiUen, trotzdem fand sieh niemals Kupfer im
Ei; beim Verfiittern yon Kupferverbindungen geht somit kein Kupfer in das Ei
fiber. Max ~)Biller. Max ~)Biller. H. Kreis:
Eisengehalt
der Eier. --
Jahresbericht des kantonalen chemhchen
Laberatoriums Basel 1900, S. 15. H. Kreis:
Eisengehalt
der Eier. --
Jahresbericht des kantonalen chemhchen
Laberatoriums Basel 1900, S. 15. Verf. erhielt den Auftrag, drei Hiihnereier auf einen dutch eigenartige Ffitte,
rung erzielten angel)lichen Mehrgehalt an :Eisen zu prfifen. Reterate. Die Untersuchung ergab
indessen, dass diese Eier noch etwas weniger :Eisen enthielten, als ein zum Vergleich
hcrangezogenes gewShnliches El. g
g
g
Der Eisenoxydgehalt betmg n~mlich 0,0038, 0,0040 und 0,0042 ~
vom Ei-
inhalt~ w~hrend im gew5hnliehen Ei 0,0046 o/~ gefunden wurden. ~. Mai. ~. Mai. Patente. Ernst Uteseher in Hamburg: Verfahren
zur Herstellung
eines Eierkonservi-
rungsmittels
und Anwendung
desselben zur Konservirung
yon Eiern. D.R.P. 119575 yore 11. M~z 1900. -- Patentbl. 1901, 22, 657. Das neue Konservirungsmittel wird hergestellt, indem man ein Elsenoxydulsa]z, Calcium-
hydroxyd und Paraffin(ll innig mit einander vermischt. Die Anwendung des Konservirungs-
mittels geschieh~ zweckm~issig in der Weise, dass man die Eier in die wasserige Mischung
dieses Pr~iparates legt und ab und zu beim Einlegen bezw. Einsenken neuer Eier yon dem
Konservirungsmittel, welches noch mit Talcum, Paraflinpulver oder einem anderen indifferenten
Stoff vermischt werden kann, in die Fltissigkeit einstreut. E. Utescher in Hamburg: Verfahren zur Konservirung
yon Eiern. D.R.P. 122388
yore 6. Oktober 1900. -- Patentbl. 1901, 22, 1185. y
Die Eierschalen werden nor dem Einlegen in eine Konservirungsfliissigkeit, z. B. eine
Calciumhydroxydltlsung, mit ParaffinS1 benetzt, was zweckmitssig in der Weise geschieht,
dass man die Eier durch eine auf der Konservirungsflilssigkeit schwimmende Schicht ParatfinSl
fallen l~tsst. A. Oelker. y
Die Eierschalen werden nor dem Einlegen in eine Konservirungsfliissigkeit, z. B. eine
Calciumhydroxydltlsung, mit ParaffinS1 benetzt, was zweckmitssig in der Weise geschieht,
dass man die Eier durch eine auf der Konservirungsflilssigkeit schwimmende Schicht ParatfinSl
fallen l~tsst. A. Oelker. A. Oelker. Butter, Speisefette lind 0ele. D. Holde und M. Stange: GemischteGlyceride
in natfirlichen
Fetten. --
Ber. Deutsch. Chem. Ges. 1901, 34, 2402--2408. Bis vor wenigen Jahren nahm man allgemein an, d&ss die natfirlichen Pflanzen-
und Thierfette im Wesentlichen aus Gemisehen einfacher Triglyceride der Typen Ole'in
CaHs(ClsHsa02) a und Stearin, C3H.~,(CIsHssO2) s bestehen. Blith undRobertson dagegen
stellten aus der Butter durch fraktionirte Krystallisation mittelst Alkohol-Aether ein festes Bis vor wenigen Jahren nahm man allgemein an, d&ss die natfirlichen Pflanzen-
und Thierfette im Wesentlichen aus Gemisehen einfacher Triglyceride der Typen Ole'in
CaHs(ClsHsa02) a und Stearin, C3H.~,(CIsHssO2) s bestehen. Blith undRobertson dagegen
stellten aus der Butter durch fraktionirte Krystallisation mittelst Alkohol-Aether ein festes
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https://openalex.org/W4306780923
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https://periodicos.utfpr.edu.br/rbta/article/download/15218/9378
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Portuguese
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Caracterização físico-química e sensorial de vinhos espumantes elaborados com uvas da espécie Vitis rotundifólia
|
Revista brasileira de tecnologia agroindustrial
| 2,022
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cc-by
| 7,893
|
Edson Luiz de Souza
edsonluizdesouza@gmail.com
orcid.org/0000-0001-8238-1529
Universidade do Oeste de Santa
Catarina, Videira, Santa Catarina,
Brasil https://periodicos.utfpr.edu.br/rbta Angelica Bender
bender.angelica.fruti@gmail.com
orcid.org/0000-0002-1141-6090
Universidade Federal de Pelotas,
Pelotas, Rio Grande do Sul, Brasil. PALAVRAS-CHAVE: Muscadínea. Qualidade. Aceitação. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022 RESUMO As uvas Vitis rotundifolia possuem aroma e sabor bastante característicos e tem despertado
interesse dos produtores pois apresentam grande potencial para produção orgânica devido
à resistência à maioria das pragas e doenças da videira, além dos atributos medicinais,
nutricionais e terapêuticos devido aos níveis de antioxidantes presentes nas bagas,
demonstrando uma alternativa para diversificação da cadeia produtiva da uva e do vinho. O objetivo deste estudo foi avaliar as características físico-químicas e sensoriais de
espumantes produzidos a partir de uvas Vitis rotundifolia utilizando o método tradicional
com adição de diferentes formulações de licor de expedição. O experimento foi realizado
na Epagri-Videira com uvas de vinhedo implantado em 2002. As variedades avaliadas foram
‘Regale’ e ‘Noble’, de acordo com os tratamentos: T1- Testemunha (próprio espumante);
T2- 20g. L-1 de açúcar; T3- 20 g.L-1 de açúcar + suco de amora preta; T4- 20 g.L-1 de açúcar +
suco da própria variedade (‘Regale’/ ‘Noble’); T5- 20 g.L-1 de açúcar + 0,2 g.L-1 de ácido
cítrico, quanto a composição físico-química e sensorial. Os maiores valores de acidez total
foram nos vinhos espumantes do T5, para ambas as variedades. Os espumantes de ‘Noble’
apresentaram maior teor alcoólico em relação a ‘Regale’. Nos aspectos físico-químicos, os
espumantes elaborados com uvas V. rotundifolia apresentaram diferentes teores de
açúcares totais culminando em diferentes classificações. Sensorialmente os espumantes de
‘Regale’ se destacaram em relação aos de ‘Noble’ para a persistência de espuma. Em relação
à avaliação global os espumantes de ‘Noble’ obtiveram maior aceitação por parte dos
avaliadores, independente da composição do licor de expedição. Os espumantes obtidos a
partir de ‘Noble’ receberam melhor avaliação global. André Luiz Külkamp de Souza
andresouza@epagri.sc.gov.br
orcid.org/0000-0003-4889-6291
Empresa de Pesquisa e Extensão
Rural de Santa Catarina, Videira,
Santa Catarina, Brasil. André Luiz Külkamp de Souza
andresouza@epagri.sc.gov.br
orcid.org/0000-0003-4889-6291
Empresa de Pesquisa e Extensão
Rural de Santa Catarina, Videira,
Santa Catarina, Brasil. Vinicius Caliari
caliari@epagri.sc.gov.br
orcid.org/0000-0003-2206-0293
Empresa de Pesquisa e Extensão
Rural de Santa Catarina, Videira,
Santa Catarina, Brasil. Vinicius Caliari
caliari@epagri.sc.gov.br
orcid.org/0000-0003-2206-0293
Empresa de Pesquisa e Extensão
Rural de Santa Catarina, Videira,
Santa Catarina, Brasil. Edson Luiz de Souza
edsonluizdesouza@gmail.com
orcid.org/0000-0001-8238-1529
Universidade do Oeste de Santa
Catarina, Videira, Santa Catarina,
Brasil PALAVRAS-CHAVE: Muscadínea. Qualidade. Aceitação. Página | 3954 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022 Página | 3955 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. INTRODUÇÃO A produção mundial de vinhos espumantes apresentou um aumento de 40%
na última década (MARTÍNEZ-GARCÍA et al., 2017). No Brasil a produção de vinhos
espumantes aumentou rapidamente nos últimos anos, houve ampliação na área
de cultivo de uvas Vitis vinifera, para elaboração de vinhos finos, com destaque
para os vinhos espumantes (RUIZ-MORENO et al., 2017). O forte aumento na
demanda pela categoria dos vinhos espumantes pode ser explicado pelas
mudanças nas preferências e gostos dos consumidores (OIV, 2020). O termo vinho espumante refere-se exclusivamente a vinhos que passaram
por uma fermentação alcoólica em um recipiente fechado e consequente
incorporação de gás carbônico decorrente desse procedimento (BRASIL, 2018). A
elaboração de vinho espumante tradicional consiste basicamente de duas etapas,
a elaboração do vinho base, ou seja, um vinho tranquilo com acidez pronunciada
que, quando finalizado recebe adição de açúcar, nutrientes e leveduras (licor de
tirage) para sofrer novo processo fermentativo em recipiente fechado (MARTÍNEZ-
GARCÍA et al., 2017), que pode ser em garrafas seladas (método tradicional) ou em
grandes recipientes (método Charmat) (CALIARI et al., 2015; CULBERT et al., 2016;
UBEDA et al., 2016). A quantidade de açúcar final do espumante pode ser corrigida pelo licor de
expedição, que consiste basicamente do próprio espumante, algum vinho ou
brandy com quantidade específica de sacarose para determinar o tipo de produto
(SIMONAGGIO e LEHN, 2014) e assim a classificação dos espumantes varia entre
nature (até 3g L-1), extra brut (> 3g L-1 a 8 g L-1), brut (> 8 g L-1 a 15 g L-1), seco (> 15
g L-1 a 20 g L-1), meio seco (> 20 g L-1 a 60 g L-1) e doce (> 60 g L-1) (BRASIL, 2014). Mediante o aumento na produção de vinhos espumantes, várias pesquisas
vêm sendo realizadas no intuito de melhorar a qualidade da bebida, e avaliar
diferentes cultivares que apresentem aptidão para a elaboração (CAMPOS et al.,
2016). As uvas Vitis rotundifolia também conhecidas como uvas muscadíneas
possuem aroma e sabor bastante característicos (PARK e OH, 2015). Embora, no
Brasil são ainda pouco conhecidas, nos Estados Unidos apresentam importância
econômica, onde são comercializadas como fruta fresca, sucos, geleias e vinhos
(FONSAH e AWONDO, 2016). Esta espécie tem despertado interesse pois R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. INTRODUÇÃO apresenta grande potencial para produção orgânica devido à grande resistência à
maioria das pragas e doenças da videira (WEI et al. 2017), bem como, aos atributos
medicinais, nutricionais e terapêuticos devido aos altos níveis de antioxidantes
presentes nas bagas (FONSAH e AWONDO, 2016). Diante das características apresentadas, as uvas muscadíneas apresentam-se
como uma alternativa para diversificação da cadeia produtiva da uva e do vinho. Sendo assim, o objetivo deste estudo foi avaliar as características físico-químicas e
sensoriais de espumantes produzidos a partir de uvas V. rotundifolia utilizando o
método tradicional de elaboração com adição de diferentes formulações de licor
de expedição. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3956 MATERIAL E MÉTODOS Os espumantes foram elaborados a partir de uvas muscadíneas colhidas
manualmente no mês de março de 2015, na área experimental da Epagri - Empresa
de Pesquisa Agropecuária e Extensão Rural de Santa Catarina, Estação
Experimental de Videira (Videira, SC/Brasil), localizada sob as coordenadas
27º02’27,59’’ S, 51º08’04,73’’ W e, altitude de 830 metros acima do nível do mar. O clima da região de acordo com Köppen é classificado como mesotérmico úmido
e verão ameno (Cfb). As médias históricas (1960-2016) de precipitação,
temperatura média e umidade relativa nos meses que englobam a brotação e
colheita (setembro a março) são de 1.240 mm, 19,8°C e 73,4% UR,
respectivamente (EPAGRI/CIRAM). As uvas empregadas na elaboração dos espumantes foram da espécie V. rotundifolia. Foram elaborados vinhos varietais das variedades tintas ‘Regale’ e
‘Noble’. O vinhedo foi implantado em 2002 no sistema de condução em latada sem
o uso de porta-enxerto (pé franco) em espaçamento de 3,0 x 2,0 m, entre linhas e
entre plantas, respectivamente. As amostras de espumantes foram elaboradas na vinícola experimental da
Epagri-Videira-SC, seguindo duas etapas: 1ª etapa: elaboração do vinho base, as uvas V. rotundifolia foram previamente
desengaçadas e esmagadas mecanicamente, com adição de enzimas pectolíticas R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. (Everzym XPL), posteriormente o líquido juntamente com a parte sólida foi
conduzido para recipiente de aço inoxidável permanecendo por 24 horas em
maceração. Após o período de contato líquido/casca, a massa sólida foi levada para
prensa, promovendo a separação do líquido e bagaço. Os mostos foram acrescidos
com sacarose para elevação do potencial alcoólico, ativante de fermentação e
leveduras Saccharomyces cerevisiae PB2019 (Fermol Blanc-AEB - Bréscia, Itália). A
fermentação alcoólica ocorreu em tanques de aço inoxidável e não foram
submetidos à fermentação maloláctica. Os vinhos base foram estabilizados a frio e
foi adicionado dióxido de enxofre antes do engarrafamento (Vinoaromax e AEB
Spa e Brescia e Itália) e apresentaram teores de álcool de 7,55% v/v e 7,93% v/v e
de açúcares residuais de 2,31 g L-1 e 2,38 g L-1 para ‘Regale’ e ‘Noble’,
respectivamente. Estas etapas foram realizadas de forma individual para cada
variedade de uva empregada no experimento. 2ª etapa: tomada de espuma, o vinho base foi acondicionado em garrafas
champanheiras, adicionados de licor de tireage contendo 24 g L-1 de sacarose para
fornecer 6,0 atm de pressão, leveduras S. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3957 MATERIAL E MÉTODOS cerevisiae PB2002 (Fermol Reims
Champagne AEB Spa - Bréscia, Itália) e solução de bentonite 0,7 mL.L-1 (AEB Spa -
Brescia, Itália), posteriormente selados com tampas tipo corona. Os vinhos foram
armazenados a temperatura próxima de 17 °C até a segunda fermentação estar
completa. Depois de 12 meses em garrafa sob borras a 10 °C, os vinhos
espumantes passaram pelos processos de remoagem em pupitres de madeira e
posteriormente pelo degorgement, onde o bico da garrafa foi congelado a -30°C e
a tampa seladora removida, onde as sujidades (borras) foram expelidas
naturalmente pela pressão interna da garrafa. O volume foi ajustado com
diferentes composições de licores de expedição T1- Testemunha (próprio
espumante); T2 -20 g L-1 de açúcar (sacarose); T3- 20 g.L-1 de açúcar (sacarose) +
suco de amora preta; T4- 20 g L-1 de açúcar (sacarose) + suco da variedade
empregada na elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar
(sacarose) + 0,2 g L-1 de ácido cítrico. A adição destes foi realizada nos espumantes
prontos para beber. Página | 3957 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Os tratamentos foram definidos como: R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3958 Os tratamentos foram definidos como: O experimento contou com delineamento experimental inteiramente
casualizado, arranjado em esquema bifatorial (2x5), sendo o fator A as variedades
(‘Regale’ e ‘Noble’) e o fator B as composições do licor de expedição (T1, T2, T3, T4
e T5), com três repetições. Foram utilizadas três garrafas de vidro com capacidade
de 500 mL cada para cada tratamento, sendo escolhida aleatoriamente uma
garrafa para as análises físico-químicas, colorimétricas e de compostos bioativos. Cada garrafa representou uma repetição. O restante das amostras foi destinado à
análise sensorial. As análises físico-químicas de acidez total (AT), acidez volátil, teor de sólidos
solúveis (SS), relação SS/AT e pH foram realizadas seguindo Instrução Normativa
n° 24 de 08/09/2005 (BRASIL, 2005). O teor de sólidos solúveis foi determinado em
refratômetro digital de bancada com compensação automática de temperatura
(QUIMIS®) e o resultado expresso em °Brix. O pH foi determinado em pHmetro
Meter AD1030® e as determinações de acidez total foram realizadas por titulação
da amostra, com solução padronizada de NaOH 0,1N, adotando-se, como ponto
final, o pH = 8,2, e o resultado expresso em mEq.L-1. A acidez volátil foi obtida pela
destilação da amostra em equipamento Cazenave-Ferré®, sendo recolhido 100 mL
do destilado acrescido de fenolftaleína e titulado com NaOH 0,1N adotando-se,
como ponto final a presença da coloração rosa, expresso em mEq L-1. O teor alcoólico foi medido em balança hidrostática após a destilação em
destilador enológico eletrônico Gibertini®. Para os açúcares redutores (g.L-1) e
açúcares totais (redutores + não redutores) utilizou-se o método DNS descrito por
Maldonade et al. (2016). A densidade foi determinada com um densímetro de
vidro Aton Paar®, expressa em g.cm3. Para avaliar a coloração dos espumantes foi
empregado o uso do espectrofotômetro da Konica Minolta®, modelo CM-5,
pesquisando as coordenadas L*, a* e b*. Sendo que o L* representa a
luminosidade da amostra e os valores de a* e b* foram empregados nos cálculos
da saturação (croma) e tonalidade (°HUE) da cor, obtidas pelas seguintes fórmulas,
conforme recomendações de McGuire (1992): C*= [(a*)2+(b*)2]1/4
Hº = tan−1 (b*/a*) quando a* > 0; b* ≥ 0
Hº = 180 + tan−1 (b*/a*) quando a* < 0 Hº = tan−1 (b*/a*) quando a* > 0; b* ≥ 0 Hº = 180 + tan−1 (b*/a*) quando a* < 0 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3959 RESULTADOS E DISCUSSÃO As variáveis físico-químicas de acidez total, pH, sólidos solúveis, teor alcoólico,
açúcares redutores, açúcares totais e densidade apresentaram interação entre os
fatores avaliados (variedades x licor de expedição) estão listados na Tabela 1. Tabela 1- Variáveis de acidez total, pH, sólidos solúveis, teor alcoólico, açúcares
redutores, açúcares totais e densidade de vinhos espumantes elaborados com uvas V. rotundifolia ‘Regale’ e ‘Noble’ Variáveis
Composição do Licor de Expedição
Acidez Total
(meq L-1)
T1
T2
T3
T4
T5
Regale
80,87
Ca*
79,30
Ca**
86,34
Ba
86,91
Ba
99,57
Aa
Noble
75,95
Cb
70,37
Db
80,53
Bb
77,41
Cb
90,52
Ab
pH
T1
T2
T3
T4
T5
Regale
2,75
Db
2,84
Cb
3,11
Aa
3,00
Bb
2,87
Cb
Noble
3,04
Ba
3,13
Aa
3,11
Aa
3,05
Ba
2,92
Ca
Sólidos
solúveis (°Brix)
T1
T2
T3
T4
T5
Regale
4,23
Db
4,68
Cb
5,28
Bb
5,68
Ab
5,4
Bb
Noble
4,60
Da
5,65
Ba
5,95
Aa
6,18
Aa
5,93
Aa
Teor Alcoólico
(%v/v)
T1
T2
T3
T4
T5
Regale
9,08
Ab
9,03
Ab
8,88
ABb
8,73
BCb
8,60
Cb
Noble
9,95
Aa
9,35
Ca
9,68
Ba
9,50
Bca
9,33
Ca
Açúcares
Redutores
(g L-1)
T1
T2
T3
T4
T5
Regale
2,15
Da
10,52
Cb
18,46
Bb
25,48
Aa
19,33
Bb
Noble
2,50
Da
21,90
Ba
21,36
Ba
23,47
ABa
25,13
Aa
Açúcares
Totais (g L-1)
T1
T2
T3
T4
T5
Regale
2,78
Da
11,42
Cb
20,03
Bb
26,72
Ab
20,89
Bb
Noble
3,00
Da
25,45
Ba
26,30
Ba
31,56
Aa
26,40
Ba
Densidade
(g.cm3)
T1
T2
T3
T4
T5
Regale
995
Da
996
Cb
999
Ba
1002
Aa
999
Ba
Noble
994
Db
999
Ba
1000
Ba
1001
Aa
1000
Ba
Acidez Volátil
(meq L-1)
T1
T2
T3
T4
T5
Regale
7,54a#
6,87
B##
6,80
B
7,42
B
7,04
AB
6,69
B
Noble
6,34b
*Mesma letra maiúscula na linha não difere entre si para os tratamentos dentro de variedades
(P<0,05). **Mesma letra minúscula na coluna não difere entre si para variedades dentro de
composição do licor de expedição (P<0,05). #Mesma letra minúscula na coluna não difere entre
variedades (P<0,05). ## Mesma letra maiúscula na linha não difere entre composição do licor de
expedição (P<0,05). Os tratamentos foram definidos como: O conteúdo de polifenóis totais dos vinhos espumantes foi determinado por
espectrofotometria de acordo com o método colorimétrico de Folin-Ciocalteu
(SINGLETON e ROSSI, 1965) e expressos em mg de ácido gálico (GAE) L-1. As
medições de absorbância foram realizadas em espectrofotômetro Ray Leigh
modelo UV-2601. O teor total de antocianinas monoméricas foi determinado
através do método diferencial de pH (GIUSTI e WROLSTAD, 2001) usando soluções
tampão de cloreto de potássio (pH 1,0) e acetato de sódio (pH4.5), os resultados
foram expressos em mg L-1 de cianidina-3-glicosídio. A capacidade antioxidante foi
determinada por DPPH de acordo com metodologia descrita por Kim et al. (2002),
e os resultados expressos em μM TEAC mL-1. A avaliação sensorial dos espumantes foi realizada em laboratório de análise
sensorial localizado na Epagri-Videira/SC através da análise quantitativa (NBR
12994) (Associação Brasileira De Normas Técnicas, 2014). A intensidade dos
atributos foi avaliada em escala não estruturada de 9 pontos, ancorada nos
extremos com as palavras pouca intensidade e muita intensidade para cor âmbar,
quantidade e persistência de espuma, tamanho de bolhas, intensidade e
desprendimento de bolhas, sabor amargo, doce, ácido e adstringente, retrogosto
e sensação alcoólica, volume, corpo e equilíbrio e 0-desgostei muitíssimo e 9-
gostei muitíssimo para avaliação global, quanto ao aroma foi solicitado aos
julgadores que descrevessem individualmente a percepção de cada um. A compreensão dos atributos e descritores pelos provadores foi verificada e
avaliada durante a seleção e treinamento da equipe de degustadores. O
treinamento foi realizado durante 06 meses precedentes ao início das avaliações. Foram efetuados testes de gostos (doce, ácido e amargo) com soluções teste e
posteriormente familiarização com as amostras e espumantes comerciais. Foi
selecionado um grupo de 10 pessoas que assinaram o Termo de Consentimento
Livre e Esclarecido aprovado pelo Comitê de Ética da Universidade Federal de
Pelotas, sob protocolo CAAE 92226218.8.0000.5317. Os avaliadores receberam as
amostras (4 ± 1 °C) em taças de vidro codificadas com três dígitos aleatórios,
juntamente com as fichas de avaliação. Os dados foram submetidos à análise de
variância (ANOVA) e quando detectados efeitos de tratamento, procedeu-se o
teste de comparação de médias pelo Teste Tukey a 5% de probabilidade de erro. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3960 RESULTADOS E DISCUSSÃO Tratamentos: T1- Testemunha (próprio espumante); T2- 20 g L-1 de açúcar; T3-
20 g L-1 de açúcar + suco de amora preta; T4- 20 g L-1 de açúcar + suco da variedade empregada na
elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar + 0,2 g L-1 de ácido cítrico. Fonte: Elaborado pelo autor (2022). R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Os maiores valores de acidez total foram verificados nos vinhos espumantes
oriundos do tratamento com adição de açúcar e ácido cítrico (T5), para ambas as
variedades, diferindo dos demais tratamentos, o que pode ser justificada pela
adição de ácido cítrico na composição do licor de expedição (Tabela 1). Quanto às
variedades, os espumantes elaborados com ‘Regale’ apresentaram-se mais ácidos
do que os de ‘Noble’ em todos os tratamentos testados, resultado que vai ao
encontro dos observados no mosto antes da fermentação, onde o valor para
Regale apresentou-se mais elevado. Valores elevados de acidez total garantem as características de frescor da
bebida, e os níveis de acidez nos vinhos espumantes estão relacionados ao grau de
maturação da uva, a cultivar e a forma de extração do mosto (MENEGUZZO, 2010;
MENEGUZZO et al., 2018). A legislação brasileira determina limites de 40 a 130
meq L-1 para acidez total em vinhos espumantes (BRASIL, 2018). Os valores
encontrados nos espumantes analisados compreenderam os valores de 70,37 meq
L-1 a 99,57 meq L-1, respeitando os limites estabelecidos em lei. De acordo com
Meneguzzo (2010), os espumantes brasileiros apresentam valores elevados de
acidez, ou seja, superiores a 70 meq L-1, afirmação que corrobora com os
resultados encontrados para os espumantes de uvas muscadíneas em estudo. Os valores de pH dos espumantes que receberam o licor de expedição com
açúcar e suco de amora (T3) não apresentaram diferenças significativas entre as
variedades. Nos demais tratamentos, os espumantes de ‘Noble’ apresentaram os
maiores valores, oscilando de 2,92 a 3,13, enquanto os espumantes de ‘Regale’
variaram de 2,87 a 3,11 (Tabela 2). Maior parte das amostras ficaram fora da
margem descrita por Meneguzzo (2010) para o pH dos espumantes brasileiros,
onde os autores alegam que os valores variam de 3,10 a 3,40. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3961 RESULTADOS E DISCUSSÃO No entanto, níveis
muito elevados de pH podem desestabilizar o vinho tanto biologicamente como
do ponto de vista físico-químico, uma vez que o torna mais propenso à oxidação e
à proliferação microbiana e compromete, portanto, a sua vida útil. O teor alcoólico dos espumantes brasileiros deve ser compreendido entre os
valores de 10 a 13 % v/v (BRASIL, 2018). Os resultados dos espumantes de ‘Noble’
diferiram em relação aos de ‘Regale’ devido aos valores mais elevados, no entanto,
em ambos os casos foram abaixo do preconizado, variando de 9,33 % v/v a 9,95% R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. v/v para ‘Noble’ e 8,60 % v/v a 9,08 % v/v para ‘Regale’. O grau alcoólico do
espumante representa a soma da graduação do vinho base, mais aquela formada
durante a espumatização, que é de aproximadamente 1,4% v/v (RIZZON et al.,
2000). Meneguzzo et al. (2018) avaliaram vinhos espumantes da Serra Gaúcha, os
quais apresentaram baixo teor alcoólico, 10,40 % v/v para ‘Riesling Itálico’ a 11,4
% v/v para ‘Chardonnay’. Para açúcares redutores dos espumantes produzidos com a variedade ‘Noble’
diferiram estatisticamente daqueles elaborados com ‘Regale’ dentro dos
tratamentos T2, T3 e T5 devido as maiores concentrações. Quanto aos açúcares
totais, foi observada diferença apenas no tratamento com o próprio espumante
(T1). Os espumantes de ‘Noble’ e ‘Regale’ apresentaram maior teor de açúcares
redutores e açúcares totais nos tratamentos T4 e T5, bem como os menores no T1. Os açúcares totais representam a soma dos açúcares redutores remanescentes do
mosto da uva que permaneceram no vinho base e não redutores compostos pela
quantidade de sacarose tanto no vinho base, como no licor de tiragem que não
foram exauridos na primeira e segunda fermentação mais a quantidade adicionada
no licor de expedição por ocasião do “dégorgement”. As diferenças entre os
espumantes que receberam a mesma composição de licor de expedição pode ser
justificada pelo método de elaboração, uma vez que no sistema tradicional
“champenoise” a tomada de espuma ocorre individualmente em cada garrafa,
sendo assim, o consumo dos açúcares pelas leveduras pode ser distinto, bem
como, a porcentagem de líquido expelido no momento do “dégorgement” para
eliminação das borras e que vai dar espaço para o licor de expedição é diferente
de uma garrafa para outra, o que pode resultar em uma composição diferente no
produto final. Página | 3962 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. RESULTADOS E DISCUSSÃO A densidade do vinho está relacionada principalmente ao seu teor alcoólico e
de açúcares residuais (OLIVEIRA et al., 2011), fator condizente aos observados no
presente estudo, uma vez que as amostras com maior teor de açúcares totais
resultaram em maiores densidades. Da mesma forma, o teor de sólidos solúveis é
influenciado pelos açúcares, uma vez que estes são responsáveis por mais de 90%
dos sólidos solúveis da uva e derivados, o que justifica o fato dos espumantes da
variedade ‘Noble’ terem apresentado teores mais elevados quando comparados R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. com aqueles elaborados com ‘Regale’ dentro dos cinco tratamentos. O tratamento
que consistiu na adição de açúcar mais suco da mesma variedade empregada como
matéria prima para o espumante (T4) obteve os maiores valores para essa mesma
variável (Tabela 1). Em uma média geral os espumantes de ‘Regale’ apresentaram uma acidez
volátil um pouco mais elevada em relação aos espumantes de ‘Noble’, chegando a
7,54 meq L-1 (Tabela 1), permanecendo dentro do especificado em lei, onde o
limite está estipulado em 20 meq L-1. Ribéreau-Gayon et al. (2003) e Kunz et al. (2010) explicam que a acidez volátil dos vinhos espumantes é fundamental para a
qualidade da bebida desde que seja inferior ao limite tolerável sensorialmente de
10 meq L-1 a 12 meq L-1. Os resultados verificados no presente estudo se
mantiveram abaixo do limite indicado por estes autores. Bem como, inferiores aos
encontrados por Meneguzzo et al. (2018), que avaliaram a acidez volátil de
espumantes das cultivares ‘Riesling Itálico’, ‘Chardonnay’ e ‘Pinot Noir’ produzidos
na Serra Gaúcha, com valores que oscilaram de 10 a 13 meq L-1. A luminosidade, coordenadas *a e *b, tonalidade e intensidade de cor, bem
como, a atividade antioxidante apresentaram interação entre os fatores avaliados
(variedades x licor de expedição) e estão listadas na Tabela 2. Os espumantes de ‘Noble’ apresentaram valores mais elevados para
luminosidade nos diferentes tratamentos diferindo de ‘Regale’. Os espumantes do
T3 obtiveram os menores valores para *L, indicando produtos mais escuros, para
ambas as variedades (Tabela 2). A coordenada *a varia entre +a vermelho e o –a
verde, a coordenada *b varia do +b amarelo e –b azul e, a leitura destas
coordenadas fornecem a tonalidade e a intensidade da cor (CHITARRA e CHITARRA,
2005). R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3963 RESULTADOS E DISCUSSÃO De maneira geral os espumantes de ‘Regale’ apresentaram valores de *a
mais elevados, enquanto que os de ‘Noble’ os valores de *b foram maiores nos
tratamentos T1, T2, T4 e T5, indicando que a variedade ‘Regale’ gerou uma bebida
com nuances mais avermelhados, e ‘Noble’ a tendência foram espumantes mais
amarelados. Situação observada também na tonalidade (HUE), às médias
encontraram-se mais afastadas do eixo 0° (vermelho), tendendo à direção do eixo
90° (amarelo), os valores para ‘Noble’ ficaram na faixa do amarelo, e aqueles
oriundos de ‘Regale’, a faixa de cor obtida compreende do amarelo/laranja. Os R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. espumantes de ‘Noble’ apresentaram maior intensidade de cor nos tratamentos
T1, T2 e T5 em relação aos produzidos com ‘Regale’. Os espumantes do T3 para as
duas variedades obtiveram valores de *a, *b e intensidade de cor maiores e
tonalidade menor em relação aos demais tratamentos, o que pode ter ocorrido
devido a influência do suco de amora. espumantes de ‘Noble’ apresentaram maior intensidade de cor nos tratamentos
T1, T2 e T5 em relação aos produzidos com ‘Regale’. Os espumantes do T3 para as
duas variedades obtiveram valores de *a, *b e intensidade de cor maiores e
tonalidade menor em relação aos demais tratamentos, o que pode ter ocorrido
devido a influência do suco de amora. Tabela 2- Variáveis de luminosidade, *a, *b, tonalidade de cor, intensidade de cor, DPPH
e polifenóis totais de vinhos espumantes elaborados com uvas V. rotundifolia ‘Regale’ e
‘Noble’ Tabela 2- Variáveis de luminosidade, *a, *b, tonalidade de cor, intensidade de cor, DPPH
e polifenóis totais de vinhos espumantes elaborados com uvas V. rotundifolia ‘Regale’ e
‘Noble’ e polifenóis totais de vinhos espumantes elaborados com uvas V. Página | 3964 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. RESULTADOS E DISCUSSÃO rotundifolia Regale e
‘Noble’
Variáveis
Composição do Licor de Expedição
Luminosidade
*L
T1
T2
T3
T4
T5
Regale
91,34
Bb*
92,56
Ab**
90,67
Cb
91,38
Bb
92,73
Ab
Noble
92,52
Ba
93,19
Aa
91,66
Ca
92,60
Ba
92,99
Aa
*a
T1
T2
T3
T4
T5
Regale
2,56
Ca
2,14
Da
3,74
Aa
2,96
Ba
2,08
Da
Noble
1,34
Bb
1,08
Cb
2,60
Ab
1,23
BCb
1,17
BCb
*b
T1
T2
T3
T4
T5
Regale
8,77
Cb
7,85
Db
9,86
Ab
9,35
Ba
7,59
Eb
Noble
9,68
Ba
8,48
Ca
10,01
Aa
9,50
Ba
8,58
Ca
Tonalidade de
cor (°HUE)
T1
T2
T3
T4
T5
Regale
73,77
Ab
74,75
Ab
69,24
Cb
72,43
Bb
74,68
Ab
Noble
82,14
Aa
82,77
Aa
75,52
Ba
82,65
Aa
82,24
Aa
Intensidade de
cor (Croma)
T1
T2
T3
T4
T5
Regale
9,13
Cb
8,13
Db
10,55
Aa
9,81
Ba
7,86
Eb
Noble
9,77
Ba
8,55
Ca
10,39
Aa
9,58
Bb
8,66
Ca
DPPH (mmol L-1)
T1
T2
T3
T4
T5
Regale
0,99
Ca
0,92 Da
1,14
Aa
1,08
Ba
0,95 Da
Noble
0,88 Bb
0,83 Cb
0,96 Bb
1,04
Ab
0,95
Ba
Polifenóis Totais
(g L-1)
T1
T2
T3
T4
T5
Regale
38,89a#
35,24
C##
33,49
D
40,58
A
38,57
B
33,82
D
Noble
35,79b
*Mesma letra maiúscula na linha não difere entre si para os tratamentos dentro de variedades
(P<0.05). **Mesma letra minúscula na coluna não difere entre si para variedades dentro de
composição do licor de expedição (P<0.05). #Mesma letra minúscula na coluna não difere entre
variedades (P<0.05). ## Mesma letra maiúscula na linha não difere entre composição do licor de
expedição (P<0.05). Tratamentos: T1- Testemunha (próprio espumante); T2-20 g L-1 de açúcar; T3- 20
g L-1 de açúcar + suco de amora preta;T4- 20 g L-1 de açúcar + suco da variedade empregada na
elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar + 0,2 g L-1 de ácido cítrico. Fonte: Elaborado pelo autor (2022) R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Os espumantes de ‘Regale’ apresentaram maior atividade antioxidante,
diferindo de ‘Noble’, exceto no T4, que o maior valor foi obtido para espumantes
de ‘Noble’ (Tabela 2). Quanto aos tratamentos a maior média de atividade
antioxidante para os espumantes de ‘Regale’ foi verificada no T3 e para ‘Noble’ no
T4. Página | 3965 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. RESULTADOS E DISCUSSÃO Quanto aos polifenóis totais, os espumantes do T3 apresentaram maior teor
em relação aos demais tratamentos (Tabela 2), provavelmente devido à adição do
suco de amora, uma vez que estes sucos são ricos em compostos fenólicos. Os
compostos fenólicos são de grande importância nos vinhos pois influenciam nas
características sensoriais, contribuindo para cor, sabor e adstringência, além das
suas potenciais propriedades bioativas, responsáveis pela atividade antioxidante
da bebida (GRIS et al., 2010; CALIARI et al., 2015; IZQUIERDO-LLOPART e SAURINA,
2019). O conteúdo de polifenóis totais e atividade antioxidante podem ser
influenciados por diversos fatores, tais como a região, processo de produção, e
especialmente a variedade de uva empregada (POZO- BAYÓN et al., 2009;
STEFENON, et al., 2014). Caliari et al. (2015) avaliaram vinhos espumantes da
variedade ‘Moscato Giallo’ elaborados pelos métodos tradicional, Charmat e Asti
e, os valores verificados pelos autores variaram de 0,78 mmol L-1 a 0,84 mmol L-1
para atividade antioxidante (DPPH). Em estudo realizado por Stefenon et al. (2014)
com vinhos espumantes varietal ‘Chardonnay’ e cortes entre ‘Chardonnay’,
‘Riesling Italico’ e ‘Pinot Noir’ produzidos pelos métodos tradicional e charmat,
mantidos sobre borras até 12 meses, os maiores valores para polifenóis totais
foram observados nos espumantes oriundos dos cortes, alegando que o maior teor
de polifenóis é devido a uva tinta ‘Pinot Noir’, oscilando de 0,451 .g L-1 a 0,498 g
L-1, inferiores aos resultados dos vinhos espumantes de uvas V. rotundifolia
estudados. Izquierdo-Llopart e Saurina (2019) explicam que os vinhos elaborados
com uvas tintas são mais ricos em polifenóis do que os vinhos rosés ou brancos
devido ao simples fato de que esses compostos são extraídos da casca da uva
durante o processo de maceração. Os resultados da análise sensorial, foram determinados pela média das notas
atribuídas, pelos degustadores, aos vinhos espumantes de V. Rotundifolia. Para as
variáveis sensoriais não ocorreram interações entre os fatores de tratamento R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. (variedades x licor de expedição), sendo avaliado apenas o efeito simples. Os
aspectos visuais e gustativos dos espumantes que apresentaram diferença
significativa estão listados na Tabela 3. Tabela 3- Aspectos visuais (cor âmbar, persistência de espuma, persistência de bolhas),
aspectos gustativos (volume em boca e corpo) e avaliação global de vinhos espumantes
elaborados com uvas V. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. RESULTADOS E DISCUSSÃO rotundifolia ‘Regale’ e ‘Noble’ Tabela 3- Aspectos visuais (cor âmbar, persistência de espuma, persistência de bolhas),
aspectos gustativos (volume em boca e corpo) e avaliação global de vinhos espumantes
elaborados com uvas V. rotundifolia ‘Regale’ e ‘Noble’ Aspectos visuais
Aspectos Gustativos
Variedades
Cor
Âmbar
Persistência
espuma
Persistência
Bolhas
Volume
em
boca
Corpo
Avaliação
Global
Regale
7,20ns
5,53a*
6,24ns
3,99b
4,20b
3,99b
Noble
6,72
3,58b
5,60
5,13a
5,20a
5,13a
Comp. Licor
Cor
Âmbar
Persistência
espuma
Persistência
de Bolhas
Volume
em
boca
Corpo
Avaliação
Global
T1
6,80ab**
4,73ns
5,40ab
4,10ns
4,50ns
4,10ns
T2
6,00b
4,12
6,50ab
4,30
4,60
4,30
T3
8,10a
4,75
5,90ab
5,20
5,04
5,20
T4
7,20ab
4,76
5,02b
4,40
4,50
4,40
T5
6,73b
5,00
6,90a
4,90
4,80
4,90
*Mesma letra minúscula na coluna não difere entre variedades (P<0.05). **Mesma letra maiúscula na
coluna não difere entre composição do licor de expedição (P<0.05). nsNão significativo Teste Tukey a
5% de probabilidade de erro. Tratamentos: T1- Testemunha (próprio espumante); T2- 20 g L-1 de
açúcar; T3- 20 g L-1 de açúcar + suco de amora preta; T4- 20 g L-1 de açúcar + suco da variedade
empregada na elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar + 0,2 g L-1 de ácido
cítrico. Fonte: Elaborado pelo autor (2022) *Mesma letra minúscula na coluna não difere entre variedades (P<0.05). **Mesma letra maiúscula na
coluna não difere entre composição do licor de expedição (P<0.05). nsNão significativo Teste Tukey a
5% de probabilidade de erro. Tratamentos: T1- Testemunha (próprio espumante); T2- 20 g L-1 de
açúcar; T3- 20 g L-1 de açúcar + suco de amora preta; T4- 20 g L-1 de açúcar + suco da variedade
empregada na elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar + 0,2 g L-1 de ácido
cítrico. *Mesma letra minúscula na coluna não difere entre variedades (P<0.05). **Mesma letra maiúscula na
coluna não difere entre composição do licor de expedição (P<0.05). nsNão significativo Teste Tukey a
5% de probabilidade de erro. Tratamentos: T1- Testemunha (próprio espumante); T2- 20 g L-1 de
açúcar; T3- 20 g L-1 de açúcar + suco de amora preta; T4- 20 g L-1 de açúcar + suco da variedade
empregada na elaboração do espumante (Regale ou Noble); T5- 20 g L-1 de açúcar + 0,2 g L-1 de ácido
cítrico. Página | 3966 Fonte: Elaborado pelo autor (2022) Fonte: Elaborado pelo autor (2022) Em relação ao aspecto visual os vinhos espumantes foram avaliados quanto à
cor, quantidade e intensidade de espuma e bolhas e desprendimento de bolhas
(perlage). As variáveis de quantidade e persistência de espuma, bem como,
tamanho e desprendimento de bolhas não apresentaram diferença significativa
para os fatores de tratamento. Em relação à coloração dos espumantes e a
persistência das bolhas, não houve efeito significativo das variedades, mas sim das
diferentes formulações do licor de expedição. O tratamento que teve a adição de
suco de amora na composição (T3), recebeu maiores notas para a coloração âmbar R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. diferindo dos tratamentos T2 e T5. Para a persistência das bolhas, o T5 obteve
maior média, destacando-se em relação ao T4. Os espumantes de ‘Regale’ se destacaram em relação aos de ‘Noble’ para a
persistência de espuma. A presença do dióxido de carbono no vinho espumante
torna a análise sensorial mais complexa em relação à de vinhos tranquilos, uma
vez que a efervescência pode ser usada como um indicativo de qualidade da bebida
devido ao prazer visual e gustativo que desperta nos consumidores, além de
contribuir com a fineza aromática detectada tanto no olfato como no gosto, as
borbulhas devem ser finas e numerosas, persistindo até o momento de ingerir o
espumante (RIZZON et al, 2000; MENEGUZZO, 2010). De acordo com a percepção
dos avaliadores as amostras analisadas apresentaram boa quantidade de espuma,
no entanto, com pouca persistência, já as bolhas foram consideradas pequenas e
persistentes, aspectos positivos em vinhos espumantes de maneira geral. Quanto aos aspectos olfativos, foi solicitado aos avaliadores apenas que
descrevessem os aromas percebidos. Foram descritos os aromas de tabaco, pão
torrado, melado, baunilha, chocolate, moscato, e de frutas como abacaxi, pêssego,
maçã e guaraná, frutas secas e passas. Essas observações obtidas pelo grupo de
avaliadores nos vinhos espumantes em estudo vão ao encontro das citações
encontradas na literatura para os espumantes brasileiros, onde alguns autores
relatam que esses possuem aroma floral e frutado, sendo a cultivar ‘Chardonnay’
a principal percursora de aromas de frutas e flores brancas, frutas cítricas com
‘Riesling Itálico’ e flores violetas devido a cultivar ‘Pinot Noir’, os aromas de pão e
pão torrado são bastante apreciados e estão relacionados com os processos
fermentativos (MENEGUZZO, 2010; GANSS et al., 2011; DUTEURTRE, 2014;
GABBARDO e CELOTTI, 2015). R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3967 Fonte: Elaborado pelo autor (2022) Na avaliação gustativa o fator licor de expedição não apresentou diferença
significativa dentro das variáveis estudadas, para o fator variedades observou-se
destaque dos espumantes de ‘Regale’ para a variável retrogosto, enquanto para
volume em boca e corpo os espumantes de ‘Noble’ obtiveram maiores médias. As
variáveis gustativas são influenciadas pela variedade e qualidade da uva, bem
como pelas técnicas de elaboração, o conjunto destas variáveis contribuem para a
estrutura do vinho espumante, e aqueles que apresentam maior equilíbrio entre R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. elas, resultam em bebidas com mais corpo e melhor aceitação pelos consumidores. Observa-se nos resultados gustativos que as médias de notas foram medianas a
baixas dentro da escala proposta, atingindo valor máximo de 5,2 para o volume em
boca. Apesar de sutil é possível verificar que ocorreu um aumento na percepção
de doçura por parte dos avaliadores para os tratamentos que receberam licor de
expedição contendo açúcar, esse pequeno aumento também é perceptível para a
variável equilíbrio. Em relação à avaliação global (Tabela 4), os espumantes de ‘Noble’ obtiveram
maior aceitação por parte dos avaliadores com média das notas superior a 5,
independente da composição do licor de expedição, para este fator de tratamento
apesar não ter sido detectada diferença estatística significativa é possível observar
que o tratamento com suco de amora obteve maior média em relação aos demais. A adição do suco de amora elevou a intensidade da cor âmbar dos espumantes
avaliados, fato observado tanto nas análises colorimétricas como na sensorial. A
cor é o primeiro contato do avaliador sendo um dos atributos mais importantes,
pois está diretamente relacionado à aparência do produto, o que permite
especular possíveis defeitos existentes na bebida, apresentando ainda forte
influência sobre a percepção de outros atributos sensoriais, como o aroma e o
gosto doce (MORROT et al., 2001; OLIVEIRA et al., 2011). R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3968 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3969 CONCLUSÕES Os espumantes elaborados com as uvas V. rotundifolia ‘Regale’ e ‘Noble’
apresentaram características físico-químicas condizentes com a legislação nacional
de vinhos espumantes, com exceção do teor alcoólico que ficou abaixo do
preconizado em lei. As diferentes formulações do licor de expedição influenciaram o teor de
açúcares totais dos espumantes. A adição de suco de amora preta no licor de expedição contribui na maior
intensidade de cor dos espumantes, verificada tanto nas análises colorimétricas
quanto sensorial. R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Os espumantes elaborados com a variedade ‘Regale’ apresentaram maior
persistência de espuma independente da composição do licor de expedição, e os
espumantes de ‘Noble’ receberam melhor avaliação quanto ao volume em boca e
corpo, e melhores pontuações para a avaliação global. Página | 3969 R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-3974, jul./dez. 2022. Página | 3970 KEYWORDS: Muscadine. Quality. Acceptance ABSTRACT The grapes Vitis rotundifolia have a very characteristic aroma and flavor and have aroused
the interest of producers because they have great potential for organic production due to
their resistance to most pests and diseases of the vine, in addition to medicinal, nutritional,
and therapeutic attributes due to the levels of antioxidants present in the grapes. berries,
demonstrating an alternative for the diversification of the grape and wine production chain. The objective of this study was to evaluate the physicochemical and sensorial characteristics
of sparkling wines produced from Vitis rotundifolia grapes using the traditional method with
the addition of different expedition liqueur formulations. The experiment was carried out
at Epagri-Videira with grapes from a vineyard established in 2002. The varieties evaluated
were 'Regale' and 'Noble', according to the treatments: T1- Witness (own sparkling wine);
T2- 20 g L-1 of sugar; T3- 20 g L-1 of sugar + blackberry juice; T4- 20 g L-1 of sugar + juice of
the variety itself ('Regale'/'Noble'); T5- 20 g L-1 of sugar + 0.2 g L-1 of citric acid, in terms of
physical-chemical and sensorial composition. The highest values of total acidity were found
in sparkling wines from T5, for both varieties. 'Noble' sparkling wines had higher alcohol
content than 'Regale'. In the physicochemical aspects, the sparkling wines made with V. rotundifolia grapes showed different levels of total sugars, culminating in different
classifications. Sensorially, the sparkling wines from 'Regale' stood out in relation to those
from 'Noble' for foam persistence. Regarding the global evaluation, the 'Noble' sparkling
wines obtained greater acceptance by the evaluators, regardless of the composition of the
expedition liqueur. The sparkling wines obtained from 'Noble' received the best global
evaluation. KEYWORDS: Muscadine. Quality. Acceptance Página | 3970 REFERÊNCIAS BRASIL. MINISTÉRIO DA AGRICULTURA, PECUÁRIA E ABASTECIMENTO. Instrução
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Aprovado: 25 abr. 2022
Publicado: 29 dez. 2022
DOI: 10.3895/rbta.v16n1.15218
Como citar: BENDER, A. et al. Caracterização físico-química e sensorial de vinhos espumantes elaborados
com uvas da espécie Vitis rotundifolia R. bras. Tecnol. Agroindustr., Francisco Beltrão, v. 16, n. 2, p. 3954-
3974, jul./dez. 2022. Disponível em: <https://periodicos.utfpr.edu.br/rbta>. Acesso em: XXX. Correspondência:
Angelica Bender
Programa de Pós-Graduação em Agronomia. Av. Eliseu Maciel, sn. Campus UFPel- C.Postal 354 - CEP
96160-000,Capão do Leão, Rio Grande do Sul, Brasil
Formatado por: Mari Eduarda Cristina Brancher Garlet
Processo de Editoração: Prof.a Dr.a Alessandra Machado Lunkes
Direito autoral: Este artigo está licenciado sob os termos da Licença Creative Commons-Atribuição 4.0
Internacional. Página | 3974
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https://openalex.org/W2763668199
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https://scindeks-clanci.ceon.rs/data/pdf/0352-5252/2017/0352-52521775703P.pdf
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English
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The width of the attached gingiva and its variability in people with healthy periodontal status
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Acta stomatologica Naissi/Acta Stomatologica Naissi
| 2,017
|
cc-by-sa
| 8,777
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1UNIVERSITY OF NIŠ, FACULTY OF MEDICINE, CLINIC OF DENTISTRY, DEPARTMENT OF PERIODONTOLOGY
AND ORAL MEDICINE, NIŠ, SERBIA 1UNIVERSITY OF NIŠ, FACULTY OF MEDICINE, CLINIC OF DENTISTRY, DEPARTMENT OF PERIODONTOLOGY
AND ORAL MEDICINE, NIŠ, SERBIA 2 PRIVATE DENTAL PRACTICES “MIRKOVIC”, NIŠ, SERBIA PRIVATE DENTAL PRACTICES “MIRKOVIC”, NIŠ, SERBIA Abstract g g
f
p
p
y p
Results: The greatest width of the attached gingiva was found
in subjects aged 15-30 years, primarily in the female
population. The mean value of the width of the attached gingiva
varied depending on the area in the mouth: the maximum width
of the attached gingiva was noted in the area of the upper
central incisors, while the lowest recorded value was in the
area of the first molars, both in the upper and lower jaw. Conclusion: The width of the attached gingiva varies
according to the age and sex of the person, and according to
the site in the oral cavity. Rezultati: Kod ispitanika starosti od 15-30 godina, nađena je
najveća širina pripojne gingive, kao i kod osoba ženskog pola u
odnosu na mušku grupu ispitanika. Srednje vrednosti širine
pripojne gingive varirale su u zavisnosti od područja usne Results: The greatest width of the attached gingiva was found
in subjects aged 15-30 years, primarily in the female
population. The mean value of the width of the attached gingiva
varied depending on the area in the mouth: the maximum width
of the attached gingiva was noted in the area of the upper
central incisors, while the lowest recorded value was in the
area of the first molars, both in the upper and lower jaw. p pojne gingive va i ale su u avisnosti od pod učja usne
duplje: najveća širina pripojne gingive zabeležena je u predelu
gornjih centralnih sekutića, dok je najmanja širina zabeležena
u predelu prvih molara gornje i donje vilice. Zaključak: Širina pripojne gingive varira u odnosu na starost i
pol osobe, kao i od mesta u usnoj duplji. duplje: najveća širina pripojne gingive zabeležena je u predelu
gornjih centralnih sekutića, dok je najmanja širina zabeležena
u predelu prvih molara gornje i donje vilice. Š Zaključak: Širina pripojne gingive varira u odnosu na starost i
pol osobe, kao i od mesta u usnoj duplji. Conclusion: The width of the attached gingiva varies
according to the age and sex of the person, and according to
the site in the oral cavity. Ključne riječi: parodont, pripojna gingiva, zdravlje Key
words:
periodontium,
attached
gingiva,
health Address for correspondence:
Ana Pejčić DDS, MSc, PhD
Nade Tomić 3/5
18000 Niš, Serbia
Phone:381/642572178
E-mail:dranapejcic@hotmail.com © 2017 Faculty of Medicine in Niš. Clinic of Dentistry in
Niš. All rights reserved / © 2017. Medicinski fakultet Niš. Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 str./p.1703 -1717
Primljen/ Recived on : 20.02.2017.
Revidiran/ Revised on : 13.03.2017.
Prihvaćen/ Accepted on : 27.03.2017.
ŠIRINA PRIPOJNE GINGIVE I NJENA VARIJABILNOST
KOD OSOBA SA ZDRAVIM PARODONTALNIM
STATUSOM
THE WIDTH OF THE ATTACHED GINGIVA AND ITS
VARIABILTY
IN PEOPLE WITH HEALTHY PERIODONTAL STATUS
Ana S. Pejčić 1, Radmila R. Obradović 1, Dimitrije S. Mirkovic2
1UNIVERZITET U NIŠU, MEDICINSKI FAKULTET, KLINIKA ZA STOMATOLOGIJU, ODELJENJE ZA
PARODONTOLOGIJU I ORALNU MEDICINU, NIŠ, SRBIJA
2 PRIVATNA STOMATOLOŠKA ORDINACIJA “MIRKOVIC”, NIŠ, SRBIJA
1UNIVERSITY OF NIŠ, FACULTY OF MEDICINE, CLINIC OF DENTISTRY, DEPARTMENT OF PERIODONTOLOGY
AND ORAL MEDICINE, NIŠ, SERBIA
ORGINALNI RAD
KLINIČKA STUDIJA
ORIGINAL ARTICLE
CLINICAL STUDY
doi:10.5937/asn1775703P Primljen/ Recived on : 20.02.2017. Revidiran/ Revised on : 13.03.2017. Prihvaćen/ Accepted on : 27.03.2017. Acta Stomatologica Naissi Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 str./p.1703 -1717 Abstract Background: Gingiva is part of the mucous membrane that
covers the alveolar ridges of the jaw and surrounds the necks of
the teeth. Anatomical features of the gingiva are very important
in planning the treatment of periodontal disease. The attached
gingiva is important for maintaining a healthy periodontal
condition. This study measured the normal value width of the
attached gingiva in periodontal healthy subjects. Uvod: Gingiva je deo sluzokože koja pokriva avleolarne
grebene
vilica
i
okružuje
vratove
zuba. Anatomske
karakteristike gingive su veoma važne u planiranju lečenja
oboljenja parodonta. Pripojna gingiva je važna za održavanje
parodonta u zdravom stanju. Ovom studijom merene su
normalne vrednosti širine pripojne gingive kod parodontalno
zdravih osoba. Cilj rada bio je procena širinepripojne gingive različitim
metodama. Š The aim was estimating the width of the attached gingiva by
warious methods. Materijal i metode: Širina pripojne gingive merena je
korišćenjem parodontalne sonde kod parodontalno zdravih
osoba. U zavisnosti od starosti pacijenata, formirane su četiri
grupe (I - ≤ 14 god; II - 15-30 god; III - 31-45 god i IV - 46-60 Material and Methods: The width of the attached gingiva was
measured using a periodontal probe in periodontally healthy
subjects. The measurement was performed in the Department of
Periodontology and Oral Medicine Clinic of Dentistry, Faculty
of Medicine University of Nis. Descriptive statistical analysis
was performed to determine the mean values of the attached
gingiva, which will represent the normal value width of the
attached gingiva for people with healthy periodontium. Materijal i metode: Širina pripojne gingive merena je
korišćenjem parodontalne sonde kod parodontalno zdravih
osoba. U zavisnosti od starosti pacijenata, formirane su četiri
grupe (I - ≤ 14 god; II - 15-30 god; III - 31-45 god i IV - 46-60
god.). Deskriptivna statistička analiza urađena je za
određivanje srednjih vrednosti pripojne gingive
, koje će
predstavljati normalne vrednosti širine pripojne gingive za
osobe sa zdravim parodontom. god.). Deskriptivna statistička analiza urađena je za
određivanje srednjih vrednosti pripojne gingive
, koje će
predstavljati normalne vrednosti širine pripojne gingive za
osobe sa zdravim parodontom. određivanje srednjih vrednosti pripojne gingive
, koje će
predstavljati normalne vrednosti širine pripojne gingive za
osobe sa zdravim parodontom. određivanje srednjih vrednosti pripojne gingive
, koje će
predstavljati normalne vrednosti širine pripojne gingive za
osobe sa zdravim parodontom. Introduction Pripojna gingiva je jedan od najvažnijih
anatomskih i funkcionalnih delova potpornog
aparata zuba. Iako u literaturi nema dovoljno
podataka o ulozi pripojne gingive u održa-
vanju parodontalnog zdravlja, odsustvo ili
mala širina pripojne gingive može dovesti do
bržeg širenja zapaljenja kod osoba koje ne
održavaju dobru oralnu higijenu 1. The attached gingiva is one of the most
important anatomical and functional parts of
the tooth supporting apparatus. Although
there is insufficient literary data on the role of
the
attached
gingiva
in
maintaining
periodontal health, the absence or small width
of the attached gingiva may lead to faster
spread of inflammation in people who do not
maintain good oral hygiene 1. j
g j
Zdrava pripojna gingiva je svetlo-
ružičaste boje sa površinom koja je tačkasta. Pripojna gingiva, zajedno sa palatinalnom
sluzokožom, spada u mastikatorni tip sluzo-
kože. Iz tih razloga, prekrivena je epitelom koji
keratinizira. Deo pripojne gingive pripojen je
za cement zuba, dok je veći deo pripojen za
alveolarnu kost. Š Healthy attached gingiva is of light pink
color with an area that is dotted. Attached
gingiva, together with the palatal mucosa is
one of the masticatory tips of mucous
membranes. For these reasons, it is covered
by keratinized epithelium. Part of the attached
gingiva was annexed to the cement teeth,
while the larger part was annexed to the
alveolar bone. Širina pripojne gingive predstavlja
rastojanje od donje ivice slobodne gingive u
nivou dna gingivalnog sulkusa do muko-
gingivalne linije u vestibulumu 1. Uprkos
raznim mišljenjima u vezi sa adekvatnom
količinom keratinizovanog tkiva za održavanje
zdravlja parodonta, mukogingivalna linija služi
kao važno kliničko obeležje u proceni
parodonta 2. Mukogingivalna linija je diskretna
linija koja predstavlja granicu između pokretne
i nepokretne sluzokože prilikom pasivnog
kretanja usana i obraza 3. Metode za lociranje
mukogingivalne linije su vizuelna metoda
(VM), funkcionalna metoda (FM) i Šilerova
metoda (ŠM) 4. The width of the attached gingiva is the
distance from the bottom edge of the free
gingiva in the bottom of the gingival sulcus to
the gingival line in the vestibulum 1. Despite
various opinions regarding the appropriate
amount of keratinized tissue to maintain
periodontal health, mucogingival line serves
as an important landmark in the clinical
assessment of periodontium 2. Mucogingival
line is a discrete line representing the
boundary between mobile and immobile
mucous membranes in the passive movement
of the lips and cheeks 3. Abstract Klinika za stomatologiju Niš. Sva prava zadržana. 1703 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 Introduction Methods for locating
gingival lines are visual method (VM),
functional (FM) and Shiler’method (ŠM) 4. Vizuelna metoda se zasniva na razlici
u boji između gingive i alveolarne sluzokože 5. U funkcionalnoj metodi se mukogingivalna
linija ocenjuje kao granica između pokretnog i
nepokretnog tkiva gde se mobilnost tkiva,
utvrđuje korišćenjem parodontalne sonde, koja
je pozicionirana laganim pritiskom hori-
zontalno u predvorju usana prema ivici gin-
give
3. Mukogingivalna linija može se
proceniti i vizuelno posle bojenja muko-
gingivalnog kompleksa Lugolovim rastvorom
(jodna proba). Alveolarna sluzokoža razlikuje
se od keratinizovane gingive u sadržaju
glikogena, kisele fosfataze i nespecifične
esteraze i povećanoj
količini elastičnih
vlakana, što rezultira u pozitivnoj jodnoj
reakciji 6-9. (
)
(
)
Visual method is based on the difference
in
color
between
the
gingival
and
alveolarmucous membrane 5. In the functional
method, the mucogingival line is estimated as
a border between the movable and immovable
tissue where the mobility of tissue is
determined using a periodontal probe that is
positioned horizontally by pressing gently in
the lobby of the lips to the edge of the gin-
giva 3. Mucogingival line can be assessed
visually after staining the mucogingival
complex with Lugol solution (iodine test). Alveolar mucosa differs from the gingival
curettage in glycogen, acid phosphatase, and
the non-specific esterase, and an increased
amount of elastic fibers, resulting in a positive
reaction on iodine6-9. The attached gingiva,
which is keratinized, does not contain
glycogen so that the surface layer provides a
negative iodine reaction. Thus, the Lugol's
solution stains only the alveolar mucosa and
clearly demarcates the gingival line. j
Pripojna gingiva koja je keratinizovana
ne sadrži glikogen, tako da površinski sloj
daje negativnu jodnu reakciju. Tako, Lugolov
rastvor prebojava samo alveolarnu sluzokožu
i jasno razgraničava mukogingivalnu liniju. 1704 Pejčić i sar. - ŠIRINA PRIPOJNE GINGIVE Širina pripojne gingive se znatno
razlikuje i kreće se od jedan do devet mili-
metara. Širina se razlikuje u predelu pojedinih
zuba, šira je u gornjoj vilici nego u donjoj i
uža je kod mlečnih zuba 10. The width of the attached gingiva
varies considerably, ranging from one to nine
millimeters. The width varies in the area of
individual tooth; it is wider in the upper jaw
than in the lower one and is narrower near
the milk teeth 10. j
Povećanje širine pripojne gingive ima
veliku ulogu u parodontalnoj plastičnoj
hirurgiji. Material and Methods U ovom istraživanju učestvovalo je
ukupno 120 osoba odabranih iz Službe za
parodontologiju i oralnu medicinu Klinike za
stomatologiju Medicinskog fakulteta u Nišu. Za odabir učesnika korišćena je nepro-
porcionalna slojevita nasumična metoda. Uz
ovu metodu, primenjivali su se i kriterijumi
uključivanja i isključivanja u istraživanje. Pacijenti starosti do 60 godina, sa dobrim
opštim zdravljem, zdravim
gingivalnim
tkivom (nema gubitka pripoja) i oni koji nisu
imali neku vrstu parodontalnog tretmana u
poslednjih 6 meseci, bili su uključeni u
studiju. Iz studije su isključene trudnice i
dojilje, zatim pacijenti sa sistemskim bolestima
i oni koji su uzimali lekove koji mogu imati
uticaj na stanje gingive. This study involved a total of 120
people selected from the Department of
Periodontology and Oral Medicine, Dental
Clinic School of Medicine in Nis. For the
selection of participants, a disproportionate
stratified random method was used. Along
with this method, the criteria for inclusion
and exclusion were also applied. Patients up
to the age of 60 years with good general
health, healthy gingival tissue (no loss of
attachment) and those who did not have
some kind of periodontal treatment in the last
six months were included in the study. Pregnant and lactating women, patients with
systemic diseases, and those taking drugs
that may affect the condition of the gingiva
were excluded from the study. Pacijenti su obavešteni o protokolu
istraživanja i oni koji su pristali na ispitivanje,
potpisali su pristanak. U zavisnosti od starosti
pacijenata, formirane
su sledeće grupe y
Patients were informed about the
study protocol, and those who agreed with
the examination terms submitted the written
informed consent. Depending on the age of
the patient, the following groups were
formed: I ≤ 14 godina III 31-45 godina
II 15-30 godina IV 46-60 godina. I
≤ 14 years III 31-45 years
II
15-30 years IV 46-60 years. I
≤ 14 years III 31-45 years
II
15-30 years IV 46-60 years. Širina pripojne gingive vizuelnom
metodom merena je uz primenu parodontalne
sonde Michigen 0 i stomatološkog ogledalceta
pri veštačkoj svetlosti stomatološke stolice. The width of the attached gingiva was
measured with the use of periodontal probes
Michigan 0 and dental mirror artificial light
in the dental chair. Drugi način izvođenja vizuelne metode
merenja širine pripojne gingive bila je
primena rastvora joda (Lugol rastvor) koji je
pripremljen razblaživanjem 2 g kalijum
jodida i 1 g kristala joda u 60 ml destilovane
vode 11. Introduction Malo je studija koje su ispitivale
širinu pripojne gingive kod parodontalno
zdravog stanovništva. Merenje širine pripojne
gingive će pomoći u proceni rizika za pojavu i
pogoršanje
parodontalnih
oboljenja
kod
parodontalno zdrave populacije. Increasing the width of the attached
gingiva has a great role in periodontal plastic
surgery. There are very few studies that have
examined the width of the attached gingiva
in periodontal healthy population. Measuring
the width of the attached gingiva will assist
in assessing the risk of the emergence and
worsening of periodontal disease in a
periodontally healthy population. Ciljevi ove studije bili su da se proceni
širina pripojne gingive u punom zubnom nizu
u ustima i razlike između vizuelne metode,
odrеđivane uz pomoć parodontalne sonde i
vizuelne metode, određivane nakon Šilerove
probe. The objectives of this study were to
estimate the width of the attached gingiva in
full dental arch in the mouth and to assess
the differences between visual methods
determined with the help of periodontal
probes and visual methods determined after
Schiller's probe. Material and Methods Another way of measuring the width of the
attached gingiva was the application of iodine
solution (Lugol's Solution), which was
prepared by diluting 2 g of potassium iodide 1705 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 and 1 g of a crystal of iodine in 60 ml of
distilled water 11. Merenje širine pripojne gingive vršilo se
na centralnoj poziciji bukalne površine svih
centralnih sekutića, očnjaka, prvih premolara i
prvih molara, na ukupno 16 zuba. Ceo
postupak je sproveden od strane jednog
ispitivača. Measuring the width of the attached
gingiva was performed in the central position
of the buccal surface of the central incisors,
canines, first premolars and first molars, i.e. a total of 16 teeth. The entire procedure was
carried out by one examiner. p
Da bi se procenila širina pripojne
gingive, mukogingivalna linija je označena
na sledeći način: y
To assess the width of the attached
gingiva, mucogingival line is indicated as
follows: • vizuelnom metodom – 1. način (Slika 1)
• vizuelnom metodom nakon Šilerove
probe – vrši se premazivanje pamučnom
paletom blagim pritiskom tkiva gingive i
alveolarne sluzokože do naglog razgraničenja
između keratinizovane gingive i alveolarne
mukoze (Slika 2). Š • visual method - Method 1 (Figure 1) • visual method - Method 1 (Figure 1) • visual method after a Schiller's probe
– staining is performed using a coating
cotton palette, applying a slight pressure over
the gingival and alveolar mucous membrane
to
a
sharp
demarcation
between
the
subgingival curettage and alveolar mucosa
(Figure 2). Širina
keratinizovane
gingive
je
merena kao udaljenost od gingivalne ivice do
mukogingivalne linije. Dubina sulkusa je
merena kao udaljenost od gingivalne ivice do
donje ivice slobodne gingive (dna gingi-
valnog sulkusa). Sa ovim vrednostima, širina
pripojne gingive bila je izračunavana kao
razlika dubine sulkusa i širine keratinizovanog
tkiva. (
g
)
The width of subgingival curettage is
measured as the distance from the gingival
edge to the mucogingival line. Sulcus depth
was measured as the distance from the gingival
edge to the bottom edge of the free gingiva
(bottom of the gingival sulcus). With these
values, the width of attached gingiva was
calculated as the difference sulcus depth and
width keratinized tissue. Slika 1. Vizuelna metoda
Figure 1. Visual method
Slika 2 Vizuelna metoda nakon Šilerove
probe
Figure 2. Visual method after a Shiler’s
method Slika 2 Vizuelna metoda nakon Šilerove
probe
Figure 2. Results Ukupno 120 ispitanika je učestvovalo
u ovom istraživanju, od kojih je 74 (61,67
%) bilo ženskog pola. Ž A total of 120 respondents participated
in the survey, of which 74 (61.67%) were
female. Ženske ispitanice su imale veću
prosečnu širinu pripojne gingive (3,65 mm)
od muških, koji su imali prosek od 2,42 mm
(Tabela 1). Female respondents had a greater
average width of the attached gingiva (3.65
mm) than men in whom the average width of
width of the attached gingiva was 2.42 mm
(Table 1). Maksilarni centralni sekutići imali su
najveću širinu pripojne gingive sa prosekom
od 3,57 mm, dok su mandibularni prvi molari
imali najmanju širinu pripojne gingive (2,35
mm). Centralni sekutići u mandibuli imali su
širinu 2,48 mm, maksilarni premolari 2,99
mm, mandibularni premolari 2,67 mm, dok
su maksilarni prvi molari bili sa širinom od
2,58 mm (Tabela 2). (
)
The maxillary central incisors had a
maximum width of the attached gingiva with
an average of 3.57 mm, while the mandi-
bular first molars had a minimal width of the
attached gingiva (2.35 mm). The width of the
central incisors in the mandible was 2.48
mm, 2.99 mm of the maxillary premolars, 2.67
mm of the mandibular premolars, while the
width of the maxillary first molars was 2.58
mm (Table 2). Procena širina pripojne gingive u
različitim starosnim grupama vizuelnom
metodom na 1. način otkrila je da se širina
gingive povećava sa starenjem, gde je prosečna
širina na maksilarnim zubima u prvoj
starosnoj grupi (≤14 godina) bila 1,73 mm,
sa povećanjem od 2,25 do 2,89 u drugoj
grupi (15-30 godina) i trećoj starosnoj grupi
(31-45 godina), dok je u starosnoj grupi od
46-60 godina bila 3,25 mm. Visual assessment of the attached
gingiva width in different age groups using
the method 1 revealed that the width of the
gingiva increases with age, where the
average width of the maxillary teeth in the
first age group (≤14 years of age) was 1.73
mm, with an increase of 2.25 to 2.89 in the
second group (15-30 years) and the third age
group (31-45 years), while in the age group
of 46-60 years it was 3.25 mm. Material and Methods Visual method after a Shiler’s
method Slika 1. Vizuelna metoda
Figure 1. Visual method Slika 2 Vizuelna metoda nakon Šilerove
probe
Figure 2. Visual method after a Shiler’s
method Slika 1. Vizuelna metoda
Figure 1. Visual method 1706 Pejčić et al. THE WIDTH OF THE ATTACHED GINGIVA Statistička obrada Svi prikupljeni podaci su obrađeni u
programskom paketu SPSS 15.0. Rađena je
srednja vrednost i standardna devijacija
dobijenih rezultata. Podaci pokazuju homo-
genost i razlike između analiziranih grupa
korišćenjem ANOVA testa . Razlika između
grupa je analizirana korišćenjem
post-hoc
testa. Kriterijum za statističku značajnost je
prihvaćen na nivou verovatnoće p < 0,05. All collected data was analyzed by
SPSS 15.0. The mean value and standard
deviation of the results were determined. The
data show homogeneity and differences
between the groups analyzed using ANOVA
test. The difference between groups was
analyzed using post-hoc test. The criteria for
statistical significance was accepted at the
probability level of p < 0.05. Results g
,
Slično tome, kod donjih zuba u prvoj
starosnoj grupi (≤14 godina), prosečna širina
bila je 1,35 mm, sa povećanjem na 2,13 mm
u drugoj i 2,10 mm u trećoj starosnoj grupi
(15-45 godina) i 2,45 mm u starosnoj grupi
od 45-60 godina (Tabela 3). Procena širine
pripojne gingive u različitim starosnim
grupama vizuelnom metodom nakon Šilerove
probe pokazala je u proseku širinu pripojne
gingive od 2,11 mm u prvoj starosnoj grupi
(≤14 godina) do 3,25 mm u starosnoj grupi
od 45-60 godina starosti za gornju vilicu. Kod donjih zuba, srednja vrednost širine
pripojne gingive kod prve starosne grupe
(≤14 godina) bila je 1,64 mm, dok je u
najstarijoj starosnoj grupi od 45-60 godina
bila 2,48 mm (Tabela 2). y
Similarly, in the lower teeth in the
first age group (≤14 years) the average width
was 1.35 mm, increasing to 2.13 mm in the
second and 10.2 mm in the third age group
(15-45 years) and 2.45 mm in the age group
of 45-60 years (Table 3). y
(
)
Assessment of the width of the attached
gingiva in different age groups by visual
method after Schiller's probe showed that the
average width of the attached gingiva was
2.11 mm in the first age group (≤14 years)
i.e. 3.25 mm in the age group of 45-60 years
of age for the upper jaw. In the lower teeth,
the mean width of the attached gingiva in the
first age group (≤14 years of age) was 1.64
mm, while in the oldest age group of 45-60
years it was 2.48 mm (Table 2). 1707 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 There was no statistically significant
difference in the width of the attached
gingiva in both jaws in the age group (≤14
years), regardless of the method used for the
assessment (Table 5). Ne postoji statistički značajna razlika
u širini pripojne gingive obe vilice u
starosnoj grupi (≤14 godina) bez obzira na
metod koji se koristi za procenu (Tabela 5). j
p
(
)
Poređenje dva različita metoda razli-
čitih zuba u starosnoj grupi od 15-30 godina
nije otkrilo nikakve značajne razlike, iako je
najšira zona pripojne gingive pronađena kod
sekutića primenom obe metode (metoda 1 -
4,07, metoda 2 – 3,85) i najmanja zona širine
u premolarnom regionu (metoda 1 – 1,92,
metoda 2 – 2,07). Ovakve varijacije su slične
i kod donjih zuba (Tabela 6). Results Evaluation of the width of the attached gingiva in different age groups, using a
visual method (method 1)
SV– srednja vrednost; SD – standardna devijacija; F – vrednost signifakntnosti;
p – statistički značajna razlika
SV– mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference
vrsta zuba
type of teeth
SV ± SD (mm)
gornji centralni sekutići
upper central incisors
3.57 ± 1.761
gornji očnjaci
upper canines
3.28 ± 1.527
gornji prvi premolari
upper first premolars
2.99 ± 1.929
gornji prvi molari
upper first molars
2.58 ± 1.581
donji centralni sekutići
lower central incisors
2.48 ± 1.370
donji očnjaci
lower canines
2.18 ± 1.211
donji prvi premolari
lower first premolars
2.67 ± 1.730
donji prvi molari
lower first molars
2.35 ± 1.273
godine
age
SV ± SD (mm)
F; p-vredn. F; p-value
Post-hoc
test
gornji zubi
upper teeth
≤ 14
1.73 ± 0.77
F - 10.629
p < 0.001
II > I
15-30
2.25 ± 0.42
IV > I
31-45
2.89 ± 0.40
IV > II
46-60
3.25 ± 0.25
donji zubi
lower teeth
≤ 14
1,35 ± 0.30
F - 6.398
p < 0.001
II > I
15-30
2.13 ± 0.42
III > I
31-45
2.10 ± 0.36
IV > I
46-60
2.45 ± 0.50 Tabela 2. Širina pripojne gingive kod različitih zuba u vilicama
Table 2. The width of the attached gingiva in different teeth in the jaw
SV
d j
d
t SD
t
d d
d
ij
ij
vrsta zuba
type of teeth
SV ± SD (mm)
gornji centralni sekutići
upper central incisors
3.57 ± 1.761
gornji očnjaci
upper canines
3.28 ± 1.527
gornji prvi premolari
upper first premolars
2.99 ± 1.929
gornji prvi molari
upper first molars
2.58 ± 1.581
donji centralni sekutići
lower central incisors
2.48 ± 1.370
donji očnjaci
lower canines
2.18 ± 1.211
donji prvi premolari
lower first premolars
2.67 ± 1.730
donji prvi molari
lower first molars
2.35 ± 1.273 Tabela 2. Širina pripojne gingive kod različitih zuba u vilicama
Table 2. The width of the attached gingiva in different teeth in the jaw Tabela 3. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom (način 1)
Table 3. Results (
)
Comparison of two different methods
of different teeth in the age group of 15-30
years
did
not
show
any
significant
differences, though the widest zone of the
attached gingiva was found for incisors by
the application of both methods (method 1 -
4.07, method 2 - 3.85),whereas the minimum
zone width was seen in the premolar region
(method 1 - 1.92, method 2 - 2.07). Such vari-
ations are similar in the lower teeth as well
(Table 6). j
Slične vrednosti maksimalne širine
kod gornjih sekutića i kod donjih premolara
uočeni su i u drugim starosnim grupama,
odnosno u grupi od 31 _ 45 godina i grupi od
46 _ 60 godina, tako da nije uočena statistički
značajna razlika između dve metode (Tabele
7 i 8). Similar values for the maximum
width of the upper incisors and the lower
premolars were observed in other age
groups, i.e. in groups of 31 - 45 years and the
group of 46-60 years, so there was not a
significant difference between the two
methods ( Table 7 and 8). Tabela 1. Širina pripojne gingive kod muškaraca i žena
Table 1. The width of the attached gingiva in men and women
SV – srednja vrednost; SD – standardna devijacija
SV – mean; SD – standard deviation
pol
sex
broj (procenat)
number (percentage)
SV ± SD (mm)
ženski
female
74 (61.67%)
3.654 ± 1.269
muški
male
46 (38.33%)
2.426 ± 1.536 Tabela 1. Širina pripojne gingive kod muškaraca i žena
Table 1. The width of the attached gingiva in men and women SV – srednja vrednost; SD – standardna devijacija
SV – mean; SD – standard deviation SV – srednja vrednost; SD – standardna devijacija
SV – mean; SD – standard deviation 1708 Pejčić i sar. - ŠIRINA PRIPOJNE GINGIVE j
Tabela 2. Širina pripojne gingive kod različitih zuba u vilicama
Table 2. The width of the attached gingiva in different teeth in the jaw
SV – srednja vrednost; SD – standardna devijacija
SV – mean; SD – standard deviation
Tabela 3. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom (način 1)
Table 3. SV– mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference Results Evaluation of the width of the attached gingiva in different age groups, using a
visual method (method 1)
SV– srednja vrednost; SD – standardna devijacija; F – vrednost signifakntnosti;
p – statistički značajna razlika
SV– mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference
godine
age
SV ± SD (mm)
F; p-vredn. F; p-value
Post-hoc
test
gornji zubi
upper teeth
≤ 14
1.73 ± 0.77
F - 10.629
p < 0.001
II > I
15-30
2.25 ± 0.42
IV > I
31-45
2.89 ± 0.40
IV > II
46-60
3.25 ± 0.25
donji zubi
lower teeth
≤ 14
1,35 ± 0.30
F - 6.398
p < 0.001
II > I
15-30
2.13 ± 0.42
III > I
31-45
2.10 ± 0.36
IV > I
46-60
2.45 ± 0.50 Tabela 3. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom (način 1)
able 3. Evaluation of the width of the attached gingiva in different age groups, using a
visual method (method 1) Tabela 3. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom (način 1) SV– mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference 1709 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 Tabela 4. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom nakon Šilerove probe (način 2)
Table 4. Visual assessment of the width of the attached gingiva in different age groups
after a Schiller’s probe (method 2)
SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference
Tabela 5. Poređenje dva različita metoda u starosnoj grupi ≤ 14 godina
Table 5. Comparison of two different methods in the age group ≤ 14 years
zubi
teeth
vizuelna metoda
visual method
SV ± SD (mm)
F; p-vredn. F; p-value
gornji
upper
način 1
method 1
1.89 (0.42)
F – 0.78
način 2
method 2
2.05 (0.43)
n.s. donji
lower
način 1
method 1
1.50 (0.43)
F – 0.84
način 2
method 2
1.57 (0.35)
n.s. SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. Results – it is not statistically significant
godine
age
SV ± SD (mm)
F; p-vredn. F; p-value
Post-hoc test
gornji zubi
upper teeth
≤ 14
2.11 ± 0.42
F - 8.558
p < 0.001
III > I
15-30
2.21 ± 0.52
IV > I
31-45
2.74 ± 0.49
IV > II
46-60
3.25 ± 0.63
donji zubi
lower teeth
≤ 14
1.64 ± 0.38
F - 9.082
p < 0.001
II > I
15-30
2.08 ± 0.29
III > I
31-45
2.34 ± 0.38
IV > I
46-60
2.48 ± 0.41 Tabela 4. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom nakon Šilerove probe (način 2)
Table 4. Visual assessment of the width of the attached gingiva in different age groups
after a Schiller’s probe (method 2)
godine
age
SV ± SD (mm)
F; p-vredn. F; p-value
Post-hoc test
gornji zubi
upper teeth
≤ 14
2.11 ± 0.42
F - 8.558
p < 0.001
III > I
15-30
2.21 ± 0.52
IV > I
31-45
2.74 ± 0.49
IV > II
46-60
3.25 ± 0.63
donji zubi
lower teeth
≤ 14
1.64 ± 0.38
F - 9.082
p < 0.001
II > I
15-30
2.08 ± 0.29
III > I
31-45
2.34 ± 0.38
IV > I
46-60
2.48 ± 0.41 Tabela 4. Procena širine pripojne gingive u različitim starosnim grupama vizuelnom
metodom nakon Šilerove probe (način 2)
Table 4. Visual assessment of the width of the attached gingiva in different age groups
after a Schiller’s probe (method 2) Tabela 5. Poređenje dva različita metoda u starosnoj grupi ≤ 14 godina
Table 5. Comparison of two different methods in the age group ≤ 14 years
zubi
teeth
vizuelna metoda
visual method
SV ± SD (mm)
F; p-vredn. F; p-value
gornji
upper
način 1
method 1
1.89 (0.42)
F – 0.78
način 2
method 2
2.05 (0.43)
n.s. donji
lower
način 1
method 1
1.50 (0.43)
F – 0.84
način 2
method 2
1.57 (0.35)
n.s. SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant Tabela 5. Poređenje dva različita metoda u starosnoj grupi ≤ 14 godina
Table 5. Results Comparison of two different methods in the age group ≤ 14 years
zubi
teeth
vizuelna metoda
visual method
SV ± SD (mm)
F; p-vredn. F; p-value
gornji
upper
način 1
method 1
1.89 (0.42)
F – 0.78
način 2
method 2
2.05 (0.43)
n.s. donji
lower
način 1
method 1
1.50 (0.43)
F – 0.84
način 2
method 2
1.57 (0.35)
n.s. Tabela 5. Poređenje dva različita metoda u starosnoj grupi ≤ 14 godina
Table 5. Comparison of two different methods in the age group ≤ 14 years V– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant 1710 Pejčić et al. THE WIDTH OF THE ATTACHED GINGIVA Tabela 6. Poređenje dve različite metode u starosnoj grupi od 15 do 30 godina starosti
Table 6. Comparison of two different methods in the age group of 15-30 years
zubi
teeth
vilica
jaw
Vizuelna metoda
Visual method
SV ± SD (mm)
F; p-vredn. F; p-value
sekutići
incisors
gornja
upper
način 1
method 1
4.07 ± 0,58
F – 0.82
način 2
method 2
3.85 ± 0.84
n.s. donja
lower
način 1
method 1
3.22 ± 0.73
F – 0.62
način 2
method 2
3.12 ± 0.76
n.s. očnjaci
canines
gornja
upper
način 1
method 1
3.80 ± 0,71
F – 0.72
način 2
method 2
3.75 ± 0.98
n.s. donja
lower
način 1
method 1
2.45 ± 0,48
F – 0.90
način 2
method 2
2.65 ± 0.42
n.s. premolari
premolars
gornja
upper
način 1
method 1
1.92 ± 0.65
F – 0.90
način 2
method 2
2.07 ± 0.75
n.s. donja
lower
način 1
method 1
1.50 ± 0.59
F – 0.84
način 2
method 2
1.67 ± 0.38
n.s. molari
molars
gornja
upper
način 1
method 1
2.67 ± 0.47
F - 0,97
način 2
method 2
2.80 ± 0.57
n.s. donja
lower
način 1
method 1
1.65 ± 0.65
F – 0.84
način 2
method 2
1.92 ± 0.71
n.s. SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statističk
značajna razlika; n.s. Results – nije statistički značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant V– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant 1711 1711 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 Tabela 7. Poređenje dve različite metode u starosnoj grupi od 31 do 45 godina starosti
Table 7. Comparison of two different methods in the age group of 31-45 years
SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statističk
značajna razlika; n.s. – nije statistički značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant
zubi
teeth
vilica
jaw
vizuelna metoda
visual method
SV ± SD (mm)
F; p-vredn. F; p-value
sekutići
incisors
gornja
upper
način 1
method 1
3.30 ± 1.08
F – 0.23
način 2
method 2
3.62 ± 0.71
n.s. donja
lower
način 1
method 1
3.22 ± 0.98
F – 0.87
način 2
method 2
3.05 ± 0.72
n.s. očnjaci
canines
gornja
upper
način 1
method 1
2.80 ± 1.25
F – 0.15
način 2
method 2
2.95 ± 0.95
n.s. donja
lower
način 1
method 1
1.80 ± 1.06
F – 0.86
način 2
method 2
1.70 ± 0.94
n.s. premolari
premolars
gornja
upper
način 1
method 1
2.07 ± 0.65
F – 0.54
način 2
method 2
2.32 ± 0.73
n.s. donja
lower
način 1
method 1
1.52 ± 0.47
F – 0.24
način 2
method 2
1.47 ± 0.31
n.s. molari
molars
gornja
upper
način 1
method 1
2.22 ± 0.74
F – 0.75
način 2
method 2
2.42 ± 0.88
n.s. donja
lower
način 1
method 1
1.97 ± 0.31
F – 0.68
način 2
method 2
2.10 ± 0.48
n.s. V– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant Results – nije statistički značajna razlika SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant 1712 Pejčić i sar. - ŠIRINA PRIPOJNE GINGIVE Tabela 8. Poređenje dve različite metode u starosnoj grupi od 46 do 60 godina starosti
Table 8. Comparison of two different methods in the age group of 46-60 years
zubi
teeth
vilica
jaw
vizuelna metoda
visual method
SV ± SD (mm)
F; p-vredn. F; p-vrednost
sekutići
incisors
gornja
upper
način 1
method 1
3.65 ± 1.08
F – 0.14
način 2
method 2
3.30 ± 0.71
n.s. donja
lower
način 1
method 1
3.05 ± 0.98
F – 0.23
način 2
method 2
3.22 ± 0.72
n.s. očnjaci
canines
gornja
upper
način 1
method 1
2.95 ± 1.25
F – 0.21
način 2
method 2
2.80 ± 0.95
n.s. donja
lower
način 1
method 1
1.70 ± 1.06
F – 0.84
način 2
method 2
1.80 ± 0.94
n.s. premolari
premolars
gornja
upper
način 1
method 1
2.32 ± 0.65
F – 0.52
način 2
method 2
2.07 ± 0.73
n.s. donja
lower
način 1
method 1
1.47 ± 0.47
F – 0.33
način 2
method 2
1.52 ± 0.31
n.s. molari
molars
gornja
upper
način 1
method 1
2.42 ± 0.74
F – 0.80
način 2
method 2
2.22 ± 0.88
n.s. donja
lower
način 1
method 1
2.10 ± 0.31
F – 0.06
način 2
method 2
1.97 ± 0.48
n.s. SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statističk
značajna razlika; n.s. – nije statistički značajna razlika
SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant Tabela 8. Poređenje dve različite metode u starosnoj grupi od 46 do 60 godina starost
Table 8. Comparison of two different methods in the age group of 46-60 years V– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika SV– srednja vrednost; SD – standardna devijacija; F – vrednost značajnosti; p – statistički
značajna razlika; n.s. – nije statistički značajna razlika SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. Discussion The assessment of the width of the
attached gingiva is vital to assess the risk for
the occurrence of periodontal disease. For
the assessment of the width of the attached
gingiva, mucogingival line serves as an
important anatomical landmark, which can
be delineated by various methods. As
suggested by Fasske and Morgenroth, the
exact location of this line can be seen after
staining the mucosa with different solutions
(such as Lugol iodine solution) which allow
accurate determination of the line on which
the keratinization ends 12. For the purpose of
elimination of the difference in probing, all
measurements were performed by a single
examiner. Procena širine pripojne gingive je od
vitalnog značaja za procenu rizika parodon-
cijuma za pojavu oboljenja. U proceni širine
pripojne gingive mukogingivalna linija služi
kao važan anatomski orijentir, koja se može
razgraničiti
različitim
metodama. Kako
sugeriše Fasske i Morgenroth, tačna lokacija
ove linije može se videti posle bojenja
sluzokože različitim rastvorima ( kao što je
Lugolov jodni rastvor), koji omogućavaju
određivanje
tačne
linije
na
kojoj
se
keratinizacija završava 12. U cilju eliminacije
razlika u sondiranju, sva merenja su vršena od
strane jednog ispitivača. There is a large number of studies that
have examined the width of the attached
gingiva. The most read studies related to the
examination of the width of the attached
gingiva are those authored by Bowers in
1963 13 and 1976 and Ainamo in 1976 14. In
this study, the measurement of the attached
gingiva was performed using a periodontal
probe similar to Tenenbaum 15, and using a
solution of iodine (Schiller's test) as Talari16,
Ainamo 17 and Saario 18,19 did. Bowers 13
found that the width of the attached gingiva
varies in different areas of the oral cavity, as
it was found in this study. Ainamo 14 found
the maximum width of the attached gingiva
in the area of the maxillary incisors. Similar
results were found in this study. Minimum
width in this study was in the part of the first
molar in the mandible, while Ainamo 14
found that the minimum width was in the
region of the premolars in the mandible. Ainamo 14 and Vincent 20 found that the
width of the attached gingiva increases with
age, which is consistent with the results of
this research. Results – it is not statistically significant SV – mean; SD – standard deviation; F – the value of significance; p – statistically
significant difference: n.s. – it is not statistically significant 1713 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 Discussion These results show that the
maximum width of the attached gingiva was
in the second age group (15-30 yrs.), while
in the middle age group of 31-45 years the
width of the attached gingiva was the
smallest (Table 3). j
g
p
Postoji veliki broj studija koje su
ispitivale širinu pripojne gingive. Najčitanije
studije koje su ispitivale širinu pripojne
gingive su studije Boversa iz 1963.13 i 1976. godine i Ainima iz 1976. godine 14.U ovom
ispitivanju merenje pripojne gingive vršilo se
pomoću periodontalne sonde slično kao
Tenenbaum 15, kao i korišćenjem rastvora
joda (Šilerova jodna proba) kao Talari 16,
Ainamo 17 i Saario 18,19. Bovers 13 je pronašao
da širina pripojne gingive varira na različitim
mestima usne duplje, kao što je nađeno i u
ovom ispitivanju. Ainamo 14 je pronašao
najveću širinu pripojne gingive u predelu
maksilarnih inciziva slično rezultatima u
našoj studiji. Najmanja širina u našoj studiji je
bila u predelu prvog molara u mandibuli, dok
je Ainamo 14 pronašao da je najmanja širina u
predelu premolara u mandibuli. Ainamo 14 i
Vincent 20 su utvrdili da se širina pripojne
gingive povećava sa uzrastom
, što je u
saglasnosti sa rezultatima iz ovog istraživanja,
koji pokazuju da je najveća širina pripojne
gingive bila u drugoj starosnoj grupi (15-30
god.), dok je u srednjoj starosnoj grupi od 31-
45 godina širina pripojne gingive bila
najmanja (tabela 3). P
ši i
i
j
i
i Procena širine pripojne gingive u
različitim starosnim grupama vizuelnom meto-
dom otkrila je da se širina pripojne gingive
povećava sa godinama, što je u saglasnosti sa
autorima poput Ainama i Talarija 16 i Vinsent
sa sar.20. Širina pripojne gingive varira u
različitim oblastima u usnoj duplji i iznosi od
1-9 mm, 21 1-4 mm, 22 0-5 mm 23. The assessment of the width of the
attached gingiva in different age groups
using a visual method revealed that the width
of the attached gingiva increases with age
which is in accordance with the results
obtained by Ainamo and Talari16 and Vincent
et al. 20 The width of the attached gingiva
varies in different areas of the oral cavity,
ranging from 1-9 mm, 21 1-4 mm, 22, 0-5 mm23. hi
d
h
f
di U ovoj studiji, opseg srednje širine
pripojne gingive varira od 1 mm do 4 mm. Discussion Slične varijacije se vide u Boverovoj studiji,
gde je najšira zona pripojne gingive pronađena In this study, the extent of medium
width of the attached gingiva can vary from
1 mm to 4 mm. Similar variations are seen in 1714 Pejčić et al. THE WIDTH OF THE ATTACHED GINGIVA u predelu sekutića , a najmanja u predelu
premolara, bez obzira na metod koji se
koristi u proceni 21. the Bover’s study, where the widest zone of
the attached gingiva was found in the area of
incisors, and the lowest one in the region of
the premolars, regardless of the method used
in the assessment 21. Kategorizacija različitih tipova zuba
urađena je samo u poslednje tri starosne
grupe, dok učesnici prve starosne grupe ≤ 14
godina, imaju različitu konfiguraciju prisutnih
zuba zbog prisustva mešovite denticije. U
slučaju mešovite denticije ne može se
komentarisati zbog različite prirode prisutnih
zuba. The categorization of different types
of teeth was done only in the last three age
groups, while the participants of the first age
group ≤14 years had a different configuration
of the present teeth due to the presence of
mixed dentition. The width of the attached
gingiva cannot be compared in cases of
mixed dentition because of the different
nature of the present teeth. Rezultati ove studije su pokazali da
nije bilo značajne razlike u širini pripojne
gingive
dobijene
merenjem
vizuelnom
metodom ili korišćenjem vizuelne metode
nakon izvedene Šilerove probe. Ovi rezultati
su u skladu sa istraživanjem Guglielmoni et
al. 24, dok Bernimoulin et al. 25 prijavljuje da
izvođenje funkcionalne metode daje najveću
širinu keratinizirane gingive. Osim toga,
vizuelna metoda, nakon bojenja gingivalnog
tkiva, dovodi do najmanjeg neslaganja
vrednosti širine pripojne gingive u poređenju
sa drugim metodama određivanja širine
pripojne gingive. p
The results of this study showed that
there was no significant difference in the
width of the attached gingiva obtained by
measuring using the visual method or using
visual methods implemented after Schiller
probe. These results are consistent with the
research of Guglielmone et al., 24 while
Bernimoulin et al. 25 reported that performing
the functional method gives a maximum
width of keratinized gingiva. In addition, the
visual method after staining the gingival
tissue leads to the smallest disagreements in
the values of the attached gingiva width
compared to other methods of determining
the width of the attached gingiva. Discussion p p j
g g
Najšira je u predelu sekutića, zatim se
sužava u predelu premolara, da bi se opet
nešto širila u predelu molara. U pogledu širine
pripojne gingive postoji simetrija sa leve i
desne strane lica, dok razlika između polova
ne postoji. Širina pripojne gingive je važna i
za lekara i za pacijenta, jer utiče na prognozu
oboljenja. Ako je pripojna gingiva uzana,
prognoza
oboljenja
parodonta
će
biti
nepovoljnija. Kod osoba koje imaju uzanu
pripojnu gingivu, proces destrukcije koji
nastaje u toku bolesti, brže dospeva do
mukogingivalne linije. Tada dolazi do izražaja
vuča preko pokretne sluzokože i daljeg
napredovanja patološkog procesa. Vuča koja
deluje odvaja ivicu gingive od zuba i
omogućava lakše stvaranje i zadržavanje
dentalnog
plaka,
sa
svim
neželjenim
posledicama. Ovaj problem postaje izrazitiji
ako se na to nadovežu i anomalije u mekom
tkivu. g g
It is the widest in the area of incisors,
and then it narrows in the premolar area to
expand again slightly in the area of the
molars. In terms of the width of the attached
gingiva, there is a symmetry with the left and
right sides of the face, while the difference
between the sexes does not exist. The width
of the attached gingiva is important for
physicians and patients because it affects the
prognosis of the disease. If the attached
gingiva is narrow, the periodontal disease
prognosis will be worse. Considering people
with narrow attached gingiva, the process of
destruction that occurs in the course of the
disease reaches faster a mucogingival line. Then, there is a marked traction over the
movable mucous membrane and further
progression of the pathological process. Traction separates the edge of the gingiva
from the teeth and facilitates the creation and
retention of dental plaque, with all the
adverse
consequences. This
problem
becomes more noticeable if this is combined
with the anomalies in the soft tissue. 1715 Acta Stomatologica Naissi Jun/June 2017, Vol. 33, br./num. 75 LITERATURA / REFERENCES 1. Newman MG, Takei HH, Klokkevold PR, Carranza FA
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666-669. 6. Weinmann JP, Meyer J, Mardfin D, Weiss M. Occurrence and role of glycogen in the epithelium of the
alveolar mucosa and of the attached gingiva. Am J Anat
1959; 104: 381‑ 402. 20. Vincent JW, Machen JB, Levin MP. Assessment of
attached gingiva using the tension test and clinical
measurements J Periodontology 1976; 47(7): 412-414. 7. Lozdan
J,
Squier
CA. The
histology
of
the
muco‑ gingival junction. J Periodontal Res 1969; 4:
83‑ 93. gy
21. Bowers GM. A study of the width of attached gingiva. J
Periodontol 1963; 34: 201‑ 209. 8. Kapur KK, Chauncey HH, Shapiro S, Shklar G. Conclusion Procena širine pripojne gingive u
punom zubnom nizu otkriva različite širine
u različitim predelima usne duplje u predelu
maksilarnih inciziva je zabeležena najveća
širina, dok je najmanja širina u predelu
donjih prvih molara. Starost pacijenata utiče
na širinu pripojne gingive, dok je kod
ženskih osoba zabeležena veća
širina
pripojne gingive. Assessment of the width of the
attached gingiva in full dental arch reveals
different widths in different areas of the oral
cavity. The maximum width is in the area of
the maxillary incisors, while the smallest
width is in the area of the lower first molar. Patients’ age affects the width of the
attached gingiva, while the females had
greater width of the attached gingiva. Further research is needed regarding
the periodontally healthy people from
different parts of Serbia in order to
determine whether the geographical position
may affect the different values of width of
the attached gingiva. It is also necessary to
perform this research on a larger number of
participants to obtain a definite scope that
could be defined as adequate or not, making
it easier to treat periodontal disease. p p j
g g
Potrebna su dalja istraživanja kod
parodontalno zdravih osoba sa različitih
teritorija Srbije kako bi se utvrdilo da li i
geografski položaj možda utiče na različite
vrednosti širine pripojne gingive. Takođe je
potrebno da se ova istraživanja izvrše na
većem broju uzoraka, kako bi se dobio
definitivan opseg koji bi se mogao definisati
kao adekvatan ili ne, što olakšava lečenje
oboljenja parodonta. 1716 Pejčić i sar. - ŠIRINA PRIPOJNE GINGIVE LITERATURA / REFERENCES A
comparative study of the enzyme histochemistry of
human edentulous alveolar mucosa and gingival mucosa. Periodontics 1963; 1: 137‑ 147. 22. Jacob P, Zade RM. Width of attached gingiva in an
Indian population: A descriptive study. Bangladesh J
Med Sci 2009; 8: 1‑ 4. 9. Tencate AR. The distribution of acid phosphatase,
non‑ specific esterase and lipid in oral epithelia in man
and the macaque monkey. Arch Oral Biol 1963; 8:
747‑ 753. 23. Subbaiah R, Manohar B. Assessment of the width of
attached gingiva in different regions of the mouth in an
Indian subpopulation. J Indian Dent Assoc 2012; 6:
96‑ 98. 10. Kojović D, Pejčić A, Obradović R, Marjanović D. Parodontologija, Galaksija Niš, 2015. 24. Guglielmoni P, Promsudthi A, Tatakis DN, Trombelli L. Intra‑
and
inter‑ examiner
reproducibility
in
keratinized tissue width assessment with 3 methods for
mucogingival junction determination. J Periodontol
2001; 72: 134‑ 139. g j
j
11. Sheehan
DC,
Hrapchak
BB. Staining
and
labelling‑ laboratory
manuals. In:
Sheehan
DC,
Hrapchak BB, editors. Theory and Practice of
Histotechnology. 2nd ed. St. Louis: CV Mosby
Publishers; 1980. p. 219. 25. Bernimoulin JP, Son S, Regolati B. Biometric
comparison of three methods for determining the
mucogingival junction. Helv Odontol Acta 1971; 15:
118‑ 120. ;
p
12. Fasske E, Morgenroth K. Comparitive stomatoscopic
and histochemical studies of the marginal gingiva in
man. Parodontologie 1958; 12: 151‑ 160. 1717
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Congenital Zika syndrome and neuroimaging findings: what do we know so far?
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Radiologia brasileira/Radiologia Brasileira
| 2,017
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Study conducted in the Radiology Department of the Instituto Estadual do Cére-
bro Paulo Niemeyer, Rio de Janeiro, RJ, Brazil.
1. Masters Student, MD, Neuroradiologist at the Instituto Estadual do Cérebro
Paulo Niemeyer, Rio de Janeiro, RJ, Brazil.
2. Full Member of the Colégio Brasileiro de Radiologia e Diagnóstico por Imagem
(CBR), MD, Neuroradiologist at the Instituto Estadual do Cérebro Paulo Niemeyer,
Rio de Janeiro, RJ, Brazil.
3. PhD, MD, Neuroradiologist, Head of the Instituto Estadual do Cérebro Paulo
Niemeyer, Rio de Janeiro, RJ, Brazil.
4. PhD, MD, Neuroradiologist at the Instituto Estadual do Cérebro Paulo Nie-
meyer, Rio de Janeiro, RJ, Brazil.
5. Full Professor at the Universidade Federal do Rio de Janeiro (UFRJ), Rio de
Janeiro, RJ, Brazil.
Mailing address: Dr. Bruno Niemeyer de Freitas Ribeiro. Instituto Estadual do Cé-
rebro Paulo Niemeyer – Departamento de Radiologia. Rua do Rezende, 156, Centro.
Rio de Janeiro, RJ, Brazil, 22231-092. E-mail: bruno.niemeyer@hotmail.com.
Received May 9, 2017. Accepted after revision July 28, 2017. Congenital Zika syndrome and neuroimaging findings: what
do we know so far? O objetivo deste artigo é revisar os achados de tomografia
computadorizada e ressonância magnética da síndrome congênita pelo vírus Zika. Unitermos: Ressonância magnética; Tomografia computadorizada; Vírus Zika; Síndrome congênita pelo vírus Zika; Infecção congê-
nita. Congenital Zika syndrome and neuroimaging findings: what
do we know so far? Bruno Niemeyer de Freitas Ribeiro1, Bernardo Carvalho Muniz2, Emerson Leandro Gasparetto3, Nina Ventura4,
Edson Marchiori5
Niemeyer B, Muniz BC, Gasparetto EL, Ventura N, Marchiori E. Congenital Zika syndrome and neuroimaging findings: what do we know so far? Radiol
Bras. 2017 Set/Out;50(5):314–322. Edson Marchiori5 Niemeyer B, Muniz BC, Gasparetto EL, Ventura N, Marchiori E. Congenital Zika syndrome and neuroimaging findings: what d
Bras. 2017 Set/Out;50(5):314–322. Abstract Although infection with the Zika virus was first recognized in 1942, it received little attention until 2007, when a true pandemic
spread throughout Africa, Asia, and the Americas. Since then, numerous forms of central nervous system involvement have been
described, mainly malformations related to congenital infection. Although the neuroimaging findings in congenital Zika syndrome
are not pathognomonic, many are quite suggestive of the diagnosis, and radiologists should be prepared to interpret such findings
accordingly. The objective of this article is to review the computed tomography and magnetic resonance imaging findings in con-
genital Zika syndrome. Keywords: Magnetic resonance imaging; Computed tomography; Zika virus; Congenital Zika syndrome; Congenital infection. Magnetic resonance imaging; Computed tomography; Zika virus; Congenital Zika syndrome; Congenital infection. Resumo A infecção pelo vírus Zika, apesar de conhecida desde 1942, apresentou destaque somente a partir de 2007, quando uma verda-
deira pandemia se espalhou pela África, Ásia e Américas. Durante este período, numerosas formas de acometimento do sistema
nervoso central têm sido descritas, principalmente as malformações relacionadas a infecção congênita. Apesar de os achados de
neuroimagem na síndrome congênita pelo vírus Zika não serem patognomônicos, muitos são bastante sugestivos, devendo o ra-
diologista estar preparado para saber interpretar e sugerir o diagnóstico. O objetivo deste artigo é revisar os achados de tomografia
computadorizada e ressonância magnética da síndrome congênita pelo vírus Zika. Unitermos: Ressonância magnética; Tomografia computadorizada; Vírus Zika; Síndrome congênita pelo vírus Zika; Infecção congê-
nita. Resumo A infecção pelo vírus Zika, apesar de conhecida desde 1942, apresentou destaque somente a partir de 2007, quando uma verda-
deira pandemia se espalhou pela África, Ásia e Américas. Durante este período, numerosas formas de acometimento do sistema
nervoso central têm sido descritas, principalmente as malformações relacionadas a infecção congênita. Apesar de os achados de
neuroimagem na síndrome congênita pelo vírus Zika não serem patognomônicos, muitos são bastante sugestivos, devendo o ra-
diologista estar preparado para saber interpretar e sugerir o diagnóstico. et al. / Congenital Zik
Review Article et al. / Congenital Zik
Review Article 0100-3984 © Colégio Brasileiro de Radiologia e Diagnóstico por Imagem Received May 9, 2017. Accepted after revision July 28, 2017. Mailing address: Dr. Bruno Niemeyer de Freitas Ribeiro. Instituto Estadual do Cé-
rebro Paulo Niemeyer – Departamento de Radiologia. Rua do Rezende, 156, Centro.
Rio de Janeiro, RJ, Brazil, 22231-092. E-mail: bruno.niemeyer@hotmail.com. 1. Masters Student, MD, Neuroradiologist at the Instituto Estadual do Cérebro
Paulo Niemeyer, Rio de Janeiro, RJ, Brazil. 3. PhD, MD, Neuroradiologist, Head of the Instituto Estadual do Cérebro Paulo
Niemeyer, Rio de Janeiro, RJ, Brazil. 2. Full Member of the Colégio Brasileiro de Radiologia e Diagnóstico por Imagem
(CBR), MD, Neuroradiologist at the Instituto Estadual do Cérebro Paulo Niemeyer,
Rio de Janeiro, RJ, Brazil. Study conducted in the Radiology Department of the Instituto Estadual do Cére-
bro Paulo Niemeyer, Rio de Janeiro, RJ, Brazil. 4. PhD, MD, Neuroradiologist at the Instituto Estadual do Cérebro Paulo Nie-
meyer, Rio de Janeiro, RJ, Brazil. 5. Full Professor at the Universidade Federal do Rio de Janeiro (UFRJ), Rio de
Janeiro, RJ, Brazil. INTRODUCTION humans was not reported until 1952(1–8). Typically, it oc-
curs in tropical and subtropical areas of the world, mainly
in Africa and Asia, the two major lineages (Asian and Afri-
can) originating from a common ancestor(1–8). Like other
arboviruses, ZIKV presents many barriers to the accumu-
lation of mutations, as a consequence of double replica-
tion in mammalian and invertebrate hosts, and the rate
of fixation of its mutations is therefore relatively slow(5). Flaviviruses are among the most important emerging
viruses known to man, being transmitted by mosquitoes
and ticks. The Zika virus (ZIKV) pandemic is the most
recent of the arthropod-borne viral diseases, following on
the heels of dengue, West Nile virus, and chikungunya,
for which outbreaks were recorded in 1990, 1999, and
2013, respectively(1). ZIKV is an arbovirus of the family
Flaviviridae, composed of ribonucleic acid, which was
discovered in Uganda in 1947, although the first case in Beginning in 2007, ZIKV, which had until then been
confined to a narrow equatorial zone in Africa and Asia,
began to become more widespread, affecting Micronesia;
in the 2013–2014 period, there was a ZIKV epidemic in
French Polynesia and New Caledonia. Since then, there
has been a progressive expansion of the virus, cases of
ZIKV infection having been reported in South America,
Central America, and the Caribbean Islands(1,4), the dis-
placement of people and the presence of vectors being
important factors for its dissemination. The first autochthonous ZIKV transmission in Brazil
occurred in May 2015(4,8), with probable dissemination
from the Pacific region, given that phylogenetic studies
have shown high similarity (99.7% for nucleotides and
99.9% for amino acids) with the virus circulating among
islands in the Pacific Ocean(2). Brazil was the Latin
American country most affected by ZIKV, approximately Radiol Bras. 2017 Set/Out;50(5):314–322 Radiol Bras. 2017 Set/Out;50(5):314–322 314 0100-3984 © Colégio Brasileiro de Radiologia e Diagnóstico por Imagem http://dx.doi.org/10.1590/0100-3984.2017.0098 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings 1,500,000 cases being reported in 2015 and 2016(3). CLINICAL ASPECTS OF ZIKV INFECTION In 75–80% of cases, ZIKV infection is asymptom-
atic(3). In symptomatic cases, after an incubation period
that typically lasts for 3–12 days, the most common mani-
festation is a self-limiting profile—low-grade fever (37.8–
38.5°C); headache; muscle aches; pain in the small joints
of the hands and feet; non-purulent conjunctivitis; ocular
pain; prostration; and pruritic maculopapular rash—simi-
lar to that of dengue, albeit milder and typically evolving
to regression of the symptoms in 2–7 days(1,3,4). Hema-
tological and biochemical parameters are usually nor-
mal(1,3). After the first infection, the person develops im-
munity and will not develop the disease if again exposed
to the virus(2–5). Although the neuroimaging findings in congenital
Zika syndrome are not pathognomonic, many are quite
suggestive of the diagnosis, and radiologists should be
prepared to recognize those findings, interpret them, and
propose the diagnosis. The objective of this article is to
review the CT and MRI findings in congenital Zika syn-
drome. To that end, we searched the PubMed database
using the following search terms: “Zika virus”; “congeni-
tal Zika virus infection”; “zika neuroimaging”; “zika mag-
netic resonance imaging”; “zika computed tomography”;
and “zika ultrasound”. We analyzed articles indexed up
through May 2017. Although severe and fatal forms of ZIKV are quite
rare, cases of Guillain-Barré syndrome, meningoencepha-
litis, and acute disseminated encephalomyelitis have been
reported(1,2,8,9,11), such cases having been attributed to
the high degree of tropism of ZIKV for the CNS(8). INTRODUCTION Global warming and climate change, together with the El
Niño phenomenon, might have contributed to accelerat-
ing the spread of the virus and its vector, additional fac-
tors including the low socioeconomic status and lack of
awareness of the population, as evidenced by the fact that
the epidemic was more intense in impoverished areas of the
northern and northeastern regions of the country, espe-
cially in the states of Pernambuco, Bahia, and Paraíba(3). and transmission via urine, have been described(1,2,4,8). Because most patients infected with ZIKV are asymptom-
atic, there is an extremely high risk of blood donors act-
ing as a source of transmission in endemic areas(8). Other
suspected routes of ZIKA transmission include monkey
bite, organ transplantation, and hemodialysis(3). In kidney
transplantation, the risk of ZIKV infection should be con-
sidered if the donor is a resident of or is returning from
an endemic area, given ZIKV can be detected in the urine
of people infected for more than 30 days(3). Despite the
fact that the viral particle has been isolated in breast milk,
there is as yet no evidence of transmission through breast-
feeding, although that route of transmission has been de-
scribed for other flaviviruses(3,5,10). During epidemics, various forms of central nervous
system (CNS) involvement associated with ZIKV infec-
tion have been reported, such as meningoencephalitis,
Guillain-Barré syndrome, and acute disseminated en-
cephalomyelitis(2,3,5,7,9). Simultaneously, numerous cases
of CNS malformations potentially related to congenital
ZIKV infection, characterizing congenital Zika syndrome,
have gained prominence in the scientific community, hav-
ing been widely documented by computed tomography
(CT) and magnetic resonance imaging (MRI). ZIKV TRANSMISSION The transmission of ZIKV occurs mainly by the bite
of mosquitoes of the genus Aedes, which are common
in the tropics and are also recognized vectors of dengue
fever, yellow fever, and chikungunya. Although the main
vector of ZIKV transmission is A. aegypti, other Aedes spe-
cies, such as A. albopictus, A. africanus, A. luteocephalus,
A. vittatus, A. furcifer, A. hensilli and A. apicoargenteus,
can transmit the virus, as can mosquitoes of the genera
Anopheles, Eretmapodites, Culex, and Mansonia(1,3,5,8). DIAGNOSIS Fauci et al.(12) reported that the diagnosis of ZIKV
infection can be made mainly on the basis of the clini-
cal findings. However, the authors stated that this is only
applicable in areas in which there is a current ZIKV epi-
demic and other diseases with a similar clinical presenta-
tion, such as dengue and chikungunya, are not endemic. The diagnosis of ZIKV can be confirmed through am-
plification of the viral genome by reverse transcriptase-
polymerase chain reaction (RT-PCR) in samples of blood,
saliva, urine, cerebrospinal fluid and amniotic fluid, al-
though the RT-PCR procedure is expensive and subject
to contamination. In addition, due to the kinetics of ZIKV
viremia, the timing of the investigation depends on the
material collected(1,3,8): in blood and saliva, RT-PCR can
be performed only up until the seventh day after the onset
of symptoms; in urine, the virus can be detected for more
than 30 days after the onset of symptoms; and, in male
patients, the virus can be detected in semen within the
first 3–8 weeks after the onset of symptoms. Serological Aedes aegypti is widely distributed in the Americas,
usually lives in close proximity to people and their homes,
lays its eggs in still waters, as well as in water that collects
in buckets, flowerpots, empty pipes, and other containers,
and bites mainly during the daytime(3,4,7,8). The infection cycle begins when Aedes species ingest
ZIKV-infected blood, which initiates a process of viral rep-
lication in the epithelial cells of the midgut and migration
of the virus to the salivary glands of the mosquito; after
5–10 days, the mosquito is able to transmit the virus to
healthy individuals(3,4). Other forms of transmission, such
as blood transfusion, sexual (oral, anal, or vaginal) trans-
mission, vertical (transplacental or perinatal) transmission, 315 Radiol Bras. 2017 Set/Out;50(5):314–322 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings during pregnancy(13,15); and the identification of a causal
relationship, which can be achieved through the use of
epidemiological studies, as in the case of valproic acid,
which was identified as a teratogen after a case-control
study demonstrated a 20-fold increase in the incidence of
spina bifida when valproic acid was administered during
the first trimester of pregnancy(13,16). In 1994, Thomas
Shepard, a pioneer in the field of teratology, proposed seven
criteria, including those previously cited, to confirm tera-
togenicity(17). TREATMENT Because ZIKV infection is usually self-limiting, the
treatment consists of increased fluid intake and rest. Pharmacological treatment should be restricted to symp-
tom relief(3). There are as yet no vaccines or antiviral therapies for
ZIKV infection. Therefore, preventive measures, focusing
on vector eradication—such as reducing the number of
water reservoirs available for oviposition and using insec-
ticides—and on mosquito bite avoidance—such as the
use of repellents—are fundamental as the best form of
controlling the disease(3,8). It is also recommended that
to that travelers returning from endemic areas to nonen-
demic areas be advised to use repellents for a minimum of
14 days, in order to prevent local mosquitoes from getting
the virus(3). Patients with clinical signs of the disease and
individuals returning from endemic areas should also be
advised to use condoms or abstain from sex, especially if
their partner is pregnant(2,3). Some health authorities also
recommend that women avoid becoming pregnant dur-
ing ZIKV epidemics and that those who are pregnant or
intending to become pregnant avoid traveling to endemic
areas(3). Pregnant women who are symptomatic should
be tested for ZIKV by RT-PCR, as should those in whom
there is evidence of microcephaly on ultrasound. In the
latter cases, follow-up ultrasound examinations should be
performed every 3–4 weeks(2). In the Shepard system, criterion 1 is exposure to a
given agent at a critical time during the course of the
pregnancy. Microcephaly and other brain abnormalities
that have been observed in many infants are consistent
with infection occurring in the first trimester or at the be-
ginning of the second trimester of pregnancy. An analysis
of the time to biochemical confirmation of ZIKV trans-
mission in certain Brazilian states and of the increased
incidence of microcephaly identified the first trimester of
pregnancy as the critical period of ZIKV infection(18). Criterion 2 in the Shepard system is the existence of
at least two high-quality epidemiological studies support-
ing the association. Data from Brazil and French Poly-
nesia demonstrated temporal and geographic associations
between ZIKV infection and the subsequent appearance
of infants with congenital microcephaly(18–30). In one of
those studies, conducted during the outbreak in Brazil,
88 pregnant women with a skin rash were tested for ZIKV
RNA. Of the 72 who tested positive, 42 underwent ultra-
sound. Among those 42 women, fetal abnormalities were
observed in 12 (29%). TREATMENT The 16 women who tested negative
did not present abnormalities on the ultrasound examina-
tion(21). Although those studies provided important evi-
dence of a causal relationship, they presented limitations,
as cited by their authors(18,19,21), including a lack of con-
trol for confounding factors and a relatively small number
of cases. Therefore, criterion 2 is not strictly met. Recently, the vector control group of the World Health
Organization discussed the use of genetically modified
mosquitoes for the control of A. aegypti. By competing
with wild A. aegypti males, the male OX513A mosquito
was successful in controlling dengue in Brazil(2). DIAGNOSIS According to the Shepard system, causal-
ity is established through a rare exposure-rare defect ap-
proach—when criteria 1, 3, and 4 (as defined below) are
met—or through an epidemiological approach—when
criteria 1, 2, and 3 (as defined below) are met(13). tests for the detection of immunoglobulin M antibodies
against ZIKV are usually conducted 4–5 days after the on-
set of symptoms, and those antibodies can remain detect-
able for an additional 2–3 months, as has been reported
for other flaviviruses(2–4,8). CAUSALITY OF MALFORMATIONS
AND CONGENITAL ZIKV INFECTION The findings included mi-
crocephaly, pachygyria/lissencephaly, and hydrocephalus,
together with multifocal dystrophic calcifications in the
cortex and subcortical white matter, as well as signs of lo-
cal inflammation and placental calcifications. There were
no relevant pathological abnormalities in the remaining
organs, and RT-PCR of the brain tissue was positive only
for ZIKV, no other flaviviruses being identified. The ZIKV
strain identified bore a high (99.7%) resemblance to the
Asian lineage identified in the outbreak that occurred in
French Polynesia in 2013(25). p
y
In the literature, there is no consensus regarding the
definition of microcephaly. Microcephaly is a brain growth
disorder in which the head circumference is smaller than
that expected for age, gender, and race; the cut-off value
can be the 3rd or 5th percentile or 2–3 standard devia-
tions below the mean(31–33). It can be caused by numerous
conditions, including genetic disorders and infectious dis-
eases (rubella, cytomegalovirus infection, toxoplasmosis,
herpes virus infection, HIV infection), as well as exposure
to alcohol, drugs, or other toxic substances present in the
environment. Clinically, patients with microcephaly pres-
ent severe neurological impairment, common symptoms
being hypertonia, spasticity, and seizures(13,15–17,33,34). The pathogenesis of ZIKV microcephaly is not fully
understood, although it is believed to begin with placen-
tal infection. In the placental tissue of pregnant women
infected with ZIKV, Noronha et al.(29) detected viral pro-
teins in Hofbauer cells and some histiocytes in the in-
tervillous spaces, suggesting that ZIKV damages the pla-
cental barrier, inducing chronic placentitis(29), as has also
been documented in rats(28). As gestation progresses, the
virus disseminates to the fetal brain, where it preferen-
tially infects neuronal progenitor cells, decreasing their
viability and impeding their growth, thus inhibiting cell
proliferation, cell differentiation, and neuronal apoptosis,
with consequent thinning of the cortex and macroscopic
signs of microcephaly(3,30). It has also been suggested that
the placental inflammatory process can act in synergy
with cerebral ZIKV infection in the genesis of brain mal-
formations(32). Shepard system criterion 5 is the finding of terato-
genicity in animal models. Animal studies of ZIKV have
demonstrated not only its neurotropism but also its tera-
togenic potential(26–29). Criterion 6 in the Shepard system is that the associa-
tion makes biological sense. CAUSALITY OF MALFORMATIONS
AND CONGENITAL ZIKV INFECTION Such sense has clearly been
demonstrated, given that other viral agents have similar
effects, as well as the fact that studies have shown that
ZIKV has a high degree of tropism for and a deleterious
effect on fetal brain tissue(24,25). Despite the neurotropism of ZIKV, there have been
no reports of microcephaly in infected children soon after
birth. That is probably attributable to the low infective
potential of ZIKV in developed neural cells(3,32,33). The criterion 7 in the Shepard system is used only
for exposure to medications and chemicals. Therefore, it
does not apply to exposure to infectious agents. In view of the above, according to the Shepard sys-
tem, there is strong evidence that ZIKV is a teratogen. CAUSALITY OF MALFORMATIONS
AND CONGENITAL ZIKV INFECTION The cautious approach to implicating ZIKV as a cause
of birth defects is not surprising, given that the last epi-
demic of birth defects caused by an infectious pathogen
(the rubella virus) occurred more than 50 years ago(13). In addition, no flaviviruses have been definitively demon-
strated to be a cause of birth defects in humans and there
have been no reports of adverse pregnancy events during
previous ZIKV outbreaks(13,14). Shepard system criterion 3 is a specific defect or
syndrome occurring after exposure to a given teratogen. In fact, many fetuses and infants with congenital ZIKV
infection have presented a characteristic appearance, in-
cluding severe microcephaly, intracranial calcifications
and other brain abnormalities, sometimes accompanied
by ocular alterations, cutis verticis gyrata (excessive scalp
skin), arthrogryposis, and talipes equinovarus (clubfoot),
leading some authors to coin the term “congenital Zika
syndrome” to describe the presentation(22,23). In addition,
cutis verticis gyrata is not a typical finding in other forms
of microcephaly. Two methods have been used in order to identify po-
tential teratogens: the identification of the combination
of a rare exposure and presentation of a rare defect, as
was the case for rubella virus, which was identified by
an ophthalmologist after noticing a characteristic form of
cataract in children born to mothers with rubella infection Criterion 4 in the Shepard system is an association
between a rare exposure and the subsequent appearance 316 Radiol Bras. 2017 Set/Out;50(5):314–322 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Of all the congenital manifestations of ZIKV infec-
tion, the one that has had the greatest impact is micro-
cephaly, which has been well documented, in Brazil and
French Polynesia, and has been associated with the Asian
lineage of the virus. During the ZIKV epidemic in Brazil
(from March 2015 to February 2016), there was a 20-fold
increase in the incidence of microcephaly in comparison
with previous years(3). of a rare defect, the rationale of which is that it is unlikely
that two rare events will occur in conjunction, especially
with the appropriate chronology to suggest causation. Mi-
crocephaly is a rare defect estimated to occur in 6 out
of 10,000 live births in the United States(13). CAUSALITY OF MALFORMATIONS
AND CONGENITAL ZIKV INFECTION Although
exposure to ZIKV was not uncommon among women re-
siding in Brazil during the outbreak, there were reports
of adverse events in fetuses among female travelers who
were in endemic areas for only a short time, constituting
a rare exposure(24,25). In one report, a European woman
presented fever and a skin rash at the end of week 13 of
gestation, while in the state of Rio Grande do Norte, in
northeastern Brazil. Prior to that, the woman had under-
gone a number of ultrasound examinations, none of which
had shown any abnormalities. However, ultrasound per-
formed at 29 weeks of gestation revealed multiple cerebral
malformations. The fetus was aborted, and an autopsy
was conducted. All organs were examined, as were the
placenta and umbilical cord. The findings included mi-
crocephaly, pachygyria/lissencephaly, and hydrocephalus,
together with multifocal dystrophic calcifications in the
cortex and subcortical white matter, as well as signs of lo-
cal inflammation and placental calcifications. There were
no relevant pathological abnormalities in the remaining
organs, and RT-PCR of the brain tissue was positive only
for ZIKV, no other flaviviruses being identified. The ZIKV
strain identified bore a high (99.7%) resemblance to the
Asian lineage identified in the outbreak that occurred in
French Polynesia in 2013(25). of a rare defect, the rationale of which is that it is unlikely
that two rare events will occur in conjunction, especially
with the appropriate chronology to suggest causation. Mi-
crocephaly is a rare defect estimated to occur in 6 out
of 10,000 live births in the United States(13). Although
exposure to ZIKV was not uncommon among women re-
siding in Brazil during the outbreak, there were reports
of adverse events in fetuses among female travelers who
were in endemic areas for only a short time, constituting
a rare exposure(24,25). In one report, a European woman
presented fever and a skin rash at the end of week 13 of
gestation, while in the state of Rio Grande do Norte, in
northeastern Brazil. Prior to that, the woman had under-
gone a number of ultrasound examinations, none of which
had shown any abnormalities. However, ultrasound per-
formed at 29 weeks of gestation revealed multiple cerebral
malformations. The fetus was aborted, and an autopsy
was conducted. All organs were examined, as were the
placenta and umbilical cord. MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION involve the cortical-subcortical junction (Figure 3); one
possible explanation is that ZIKV infection has a vascular
component, given that other processes that mainly affect
this region are associated with vascular alterations(34–43). As illustrated in Figure 4, there are other sites that pres-
ent calcifications in ZIKV infection(34–40), which are, in
descending order of frequency, the following: the basal
nuclei and thalamus (in 29–65% of cases); the periven-
tricular region (in 14–65%); the cortical region (in 14–
24%); and the infratentorial region (in 4–18%). It is note-
worthy that periventricular and cortical involvement are
more common in newborns in whom there is a significant
loss of brain parenchymal volume; therefore, the precise
location of calcifications in such newborns is difficult to
determine(34). According to Oliveira-Szejnfeld et al., in-
fratentorial calcifications are present in more severe man-
ifestations, being accompanied by brainstem malforma-
tion, aqueduct stenosis, and secondary hydrocephalus(34). involve the cortical-subcortical junction (Figure 3); one
possible explanation is that ZIKV infection has a vascular
component, given that other processes that mainly affect
this region are associated with vascular alterations(34–43). As illustrated in Figure 4, there are other sites that pres-
ent calcifications in ZIKV infection(34–40), which are, in
descending order of frequency, the following: the basal
nuclei and thalamus (in 29–65% of cases); the periven-
tricular region (in 14–65%); the cortical region (in 14–
24%); and the infratentorial region (in 4–18%). It is note-
worthy that periventricular and cortical involvement are
more common in newborns in whom there is a significant
loss of brain parenchymal volume; therefore, the precise
location of calcifications in such newborns is difficult to
determine(34). According to Oliveira-Szejnfeld et al., in-
fratentorial calcifications are present in more severe man-
ifestations, being accompanied by brainstem malforma-
tion, aqueduct stenosis, and secondary hydrocephalus(34). Figure 1. A 3-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing craniofacial disproportion with a microcephalic aspect, together
with occipital prominence and cutis verticis gyrata (arrowheads). Note also the
confluence of the enlarged dural venous sinuses and the heterogeneous mate-
rial (arrow). Abnormalities of cortical development are frequent
findings, occurring in 94–100% of cases, commonly pre-
senting as agyria-pachygyria (Figure 2), and probably
varying according to the stage of cortical development in
which the infection occurs(34–43). MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION In CT and MRI studies of congenital Zika syndrome,
the findings most commonly reported are a reduction in
head circumference and a dramatic reduction in brain
volume, both of which are indicative of microcephaly and
are more common when the infection occurs in the first
trimester of pregnancy, with a risk of 1–13%(34–41). Micro-
cephaly can be asymmetric. The condition is mild in 25%
of cases and moderate-to-severe in 75%(35). The effects of intrauterine ZIKV infection are more
severe when they occur in the first or second trimesters of
pregnancy, especially in the first trimester, ranging from
fetal death to various congenital abnormalities, which in-
clude cutis verticis gyrata (of the scalp, neck, or both),
low birth weight, polyhydramnios, anasarca, arthrogrypo-
sis, and hearing loss, as well as ocular and CNS malfor-
mations with craniofacial manifestations(3,25,30–33). An uncommon appearance of the skull, a finding that
is common in congenital Zika syndrome and uncommon Radiol Bras. 2017 Set/Out;50(5):314–322 317 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Figure 2. A 2-month-old patient. Axial T2-weighted MRI slice showing marked
simplification of the gyral pattern, with agyria (arrows). Note also the diffuse
increase in the extra-axial CSF space (asterisks). in microcephaly of other causes, is characterized by a
collapsed aspect of the skull cap, with overlapping su-
tures and prominent occipital bones, creating a “shelf”
appearance, commonly accompanied by excessive, folded
skin on the scalp (Figure 1). That presentation could be
due, in part, to the continued growth of the skull and
skin while the size of the brain regresses, or even, at some
point, collapse of the skull, which previously had larger
dimensions due to cerebral ventriculomegaly(34–40). One
unusual finding that occurs in some newborns and sug-
gests the latter hypothesis is herniation of the orbital fat
to the skull, which could be secondary to the abrupt de-
formation of the skull, rather than direct infection of the
eye, as occurs in other congenital infections(34). Figure 1. A 3-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing craniofacial disproportion with a microcephalic aspect, together
with occipital prominence and cutis verticis gyrata (arrowheads). Note also the
confluence of the enlarged dural venous sinuses and the heterogeneous mate-
rial (arrow). Figure 2. A 2-month-old patient. Axial T2-weighted MRI slice showing marked
simplification of the gyral pattern, with agyria (arrows). Note also the diffuse
increase in the extra-axial CSF space (asterisks). Radiol Bras. 2017 Set/Out;50(5):314–322 MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION Ax-
ial T1-weighted MRI slice, without con-
trast, showing multiple punctate foci
of hyperintensity at the cortical-sub-
cortical junction of the frontal and pa-
rietal lobes, indicative of calcifications
(arrows). Note also the cutis verticis
gyrata (arrowheads). B: A 6-month-old
patient. Axial susceptibility-weighted
MRI sequence showing foci of hy-
pointensity at the cortical-subcortical
junction, affecting both hemispheres
of the brain and more conspicuous
in the frontal regions, because of the
presence of calcifications (arrows). A
B B A Figure 3. A: A 2-month-old patient. Ax-
ial T1-weighted MRI slice, without con-
trast, showing multiple punctate foci
of hyperintensity at the cortical-sub-
cortical junction of the frontal and pa-
rietal lobes, indicative of calcifications
(arrows). Note also the cutis verticis
gyrata (arrowheads). B: A 6-month-old
patient. Axial susceptibility-weighted
MRI sequence showing foci of hy-
pointensity at the cortical-subcortical
junction, affecting both hemispheres
of the brain and more conspicuous
in the frontal regions, because of the
presence of calcifications (arrows). B age(34–43). Other associated abnormalities are hippocam-
pal malformation and thickening of the fornix(34–40). Brainstem abnormalities, which have been reported in
21–70% of patients with congenital ZIKV infection, are
characterized by a tapered, atrophic encephalic trunk with
preferential involvement of the pons (Figure 7), are com-
monly associated with more severe conditions and can be
related to synergism between the reduction in the number
of descending fibers and the direct effects of the virus(34–43). Other abnormalities of the posterior fossa include cerebel-
lar hypoplasia, which is usually diffuse and symmetric
(Figure 8), occurring in 27–82% of cases, and an enlarged
B B A Figure 4. A: A 5-month-old patient. Axial CT scan, without contrast, show-
ing foci of calcification in the basal
nuclei (arrows) and left thalamus (ar-
rowhead). B: A 5-month-old patient. Axial CT scan, without contrast, show-
ing calcifications in the dorsolateral
regions of the mesencephalic tegmen-
tum (arrows), as well as at the cortical-
subcortical junction in the temporal
lobes (arrowheads). Figure 4. A: A 5-month-old patient. Axial CT scan, without contrast, show-
ing foci of calcification in the basal
nuclei (arrows) and left thalamus (ar-
rowhead). B: A 5-month-old patient. Axial CT scan, without contrast, show-
ing calcifications in the dorsolateral
regions of the mesencephalic tegmen-
tum (arrows), as well as at the cortical-
subcortical junction in the temporal
lobes (arrowheads). B A age(34–43). Other associated abnormalities are hippocam-
pal malformation and thickening of the fornix(34–40). MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION The involvement is usu-
ally diffuse, predominantly occurring in the frontal, insu-
lar, and parietal lobes, with varying degrees of severity; it
is frequently accompanied by wide sylvian and interhemi-
spheric fissures, as well as by an increase in the extra-axial
cerebrospinal fluid (CSF) space, the last being associated
with a loss of brain volume and impaired CSF reabsorp-
tion(34–43). Gray matter heterotopia is rare(38). There are inherent differences between CT and MRI,
the former presenting greater sensitivity in the detection
of calcifications even when compared with susceptibility-
weighted MRI sequences, whereas MRI presents a greater
capacity for characterizing cortical abnormalities and the
development of the corpus callosum(34–40). Calcifications are common in congenital Zika syn-
drome, occurring in 88–100% of patients; unlike classic
infections (toxoplasmosis, rubella, cytomegalovirus, her-
pes simplex, HIV, and syphilis), in which calcifications
are periventricular and cortical, ZIKV infection tends to Enlargement of the lateral ventricles, as depicted in
Figure 5, is common, occurring in 94–100% of cases; in 318 Radiol Bras. 2017 Set/Out;50(5):314–322 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings
most cases, it is moderate-to-pronounced and symmetric;
it is accompanied by septations in 10–29% of cases, and
occipital horns are commonly seen, sometimes making
it difficult to distinguish periventricular cysts(34–43). It
should also be borne in mind that the presence of ven-
triculomegaly is directly related to a reduction in brain
volume and can cause the head circumference to remain
age(34–43). Other associated abnormalities are hippocam-
pal malformation and thickening of the fornix(34–40). Brainstem abnormalities, which have been reported in
21–70% of patients with congenital ZIKV infection, are
characterized by a tapered, atrophic encephalic trunk with
preferential involvement of the pons (Figure 7), are com-
monly associated with more severe conditions and can be
Figure 4. A: A 5-month-old patient. Axial CT scan, without contrast, show-
ing foci of calcification in the basal
nuclei (arrows) and left thalamus (ar-
rowhead). B: A 5-month-old patient. Axial CT scan, without contrast, show-
ing calcifications in the dorsolateral
regions of the mesencephalic tegmen-
tum (arrows), as well as at the cortical-
subcortical junction in the temporal
lobes (arrowheads). B
A
Figure 3. A: A 2-month-old patient. MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION Confluence of the enlarged
dural venous sinuses with heterogeneous material (Fig-
ure 1) which can correspond to a thrombus or a hemato-
Figure 6. A 3-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing diffuse tapering of the corpus callosum (arrows). Note also the
craniofacial disproportion with a microcephalic aspect. presenting all of the abnormalities described in the lit-
erature and with a symmetric appearance; with postnatal
microcephaly, the presentation of which is comparable
to that of microcephaly at birth, minus the calcifications
outside the cortical-subcortical junction and the agyria;
and without microcephaly which presents with calcifica-
Figure 7. A 2-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing hypoplasia of the pons (arrow), with loss of the usual convexity. Also shown are an enlarged cisterna magna (asterisk), reduced cerebellar vol-
ume, and excessive skin in the nuchal region (arrowheads). Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Figure 5. A: A 7-month-old p
Magnetic resonance imaging, T
section showing diffuse enlarg
of the lateral ventricles (asterisk
simplification of the gyral patte
rowheads). B: An 8-month-old p
Axial T2-weighted MRI slice s
asymmetric dilation of the po
portions of the lateral ventricl
terisks), constituting a colpoc
configuration. B A B Figure 5. A: A 7-month-old patient. Magnetic resonance imaging, T2, axial
section showing diffuse enlargement
of the lateral ventricles (asterisks) and
simplification of the gyral pattern (ar-
rowheads). B: An 8-month-old patient. Axial T2-weighted MRI slice showing
asymmetric dilation of the posterior
portions of the lateral ventricles (as-
terisks), constituting a colpocephaly
configuration. B A Figure 7. A 2-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing hypoplasia of the pons (arrow), with loss of the usual convexity. Also shown are an enlarged cisterna magna (asterisk), reduced cerebellar vol-
ume, and excessive skin in the nuchal region (arrowheads). Figure 6. A 3-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing diffuse tapering of the corpus callosum (arrows). Note also the
craniofacial disproportion with a microcephalic aspect. Figure 6. A 3-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing diffuse tapering of the corpus callosum (arrows). Note also the
craniofacial disproportion with a microcephalic aspect. Figure 7. A 2-month-old patient. Sagittal T1-weighted MRI slice, without con-
trast, showing hypoplasia of the pons (arrow), with loss of the usual convexity. MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION most cases, it is moderate-to-pronounced and symmetric;
it is accompanied by septations in 10–29% of cases, and
occipital horns are commonly seen, sometimes making
it difficult to distinguish periventricular cysts(34–43). It
should also be borne in mind that the presence of ven-
triculomegaly is directly related to a reduction in brain
volume and can cause the head circumference to remain
normal or even increase(34–40,43). Brainstem abnormalities, which have been reported in
21–70% of patients with congenital ZIKV infection, are
characterized by a tapered, atrophic encephalic trunk with
preferential involvement of the pons (Figure 7), are com-
monly associated with more severe conditions and can be
related to synergism between the reduction in the number
of descending fibers and the direct effects of the virus(34–43). Other abnormalities of the posterior fossa include cerebel-
lar hypoplasia, which is usually diffuse and symmetric
(Figure 8), occurring in 27–82% of cases, and an enlarged Brainstem abnormalities, which have been reported in
21–70% of patients with congenital ZIKV infection, are
characterized by a tapered, atrophic encephalic trunk with
preferential involvement of the pons (Figure 7), are com-
monly associated with more severe conditions and can be
related to synergism between the reduction in the number
of descending fibers and the direct effects of the virus(34–43). Other abnormalities of the posterior fossa include cerebel-
lar hypoplasia, which is usually diffuse and symmetric
(Figure 8), occurring in 27–82% of cases, and an enlarged Hypoplasia, dysgenesis, and agenesis of the corpus
callosum are often seen in congenital Zika syndrome
(Figure 6), reportedly occurring in 75–94% of cases and
presenting a direct correlation with parenchymal dam- 319 Radiol Bras. 2017 Set/Out;50(5):314–322 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings
Figure 5. A: A 7-month-old patient. Magnetic resonance imaging, T2, axial
section showing diffuse enlargement
of the lateral ventricles (asterisks) and
simplification of the gyral pattern (ar-
rowheads). B: An 8-month-old patient. Axial T2-weighted MRI slice showing
asymmetric dilation of the posterior
portions of the lateral ventricles (as-
terisks), constituting a colpocephaly
configuration. A
B
cisterna magna, the frequency of which increases in pro-
portion to the severity of the infection, although there is
no direct correlation between enlarged cisterna magna and
the occurrence of cerebellar hypoplasia(34–43). Alteration of the white matter MRI signal secondary
to a delay in myelination is seen in 88–100% of cases of
congenital ZIKV infection. MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION Also shown are an enlarged cisterna magna (asterisk), reduced cerebellar vol-
ume, and excessive skin in the nuchal region (arrowheads). cisterna magna, the frequency of which increases in pro-
portion to the severity of the infection, although there is
no direct correlation between enlarged cisterna magna and
the occurrence of cerebellar hypoplasia(34–43). presenting all of the abnormalities described in the lit-
erature and with a symmetric appearance; with postnatal
microcephaly, the presentation of which is comparable
to that of microcephaly at birth, minus the calcifications
outside the cortical-subcortical junction and the agyria;
and without microcephaly, which presents with calcifica-
tions restricted to the cortical-subcortical junction, areas
of pachygyria, a delay in myelination, and slight ventricu-
lar enlargement, with an asymmetric appearance. In ad-
dition, as proposed by Aragão et al.(41), the presence of presenting all of the abnormalities described in the lit-
erature and with a symmetric appearance; with postnatal
microcephaly, the presentation of which is comparable
to that of microcephaly at birth, minus the calcifications
outside the cortical-subcortical junction and the agyria;
and without microcephaly, which presents with calcifica-
tions restricted to the cortical-subcortical junction, areas
of pachygyria, a delay in myelination, and slight ventricu-
lar enlargement, with an asymmetric appearance. In ad-
dition, as proposed by Aragão et al.(41), the presence of Alteration of the white matter MRI signal secondary
to a delay in myelination is seen in 88–100% of cases of
congenital ZIKV infection. Confluence of the enlarged
dural venous sinuses with heterogeneous material (Fig-
ure 1), which can correspond to a thrombus or a hemato-
crit effect due to dehydration with hemoconcentration, is
seen in 28–53% of cases(34,35,38,41,42). Currently, there are three severity spectra in con-
genital Zika syndrome(41): with microcephaly at birth, 320 Radiol Bras. 2017 Set/Out;50(5):314–322 Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings Niemeyer B et al. / Congenital Zika syndrome and neuroimaging findings
Figure 8. A 2-month-old patient. Axial T2-weighted MRI slice showing diffuse,
symmetric cerebellar hypoplasia (arrows), with prominence of the CSF spaces
in the posterior fossa. Figure 9. A 14-month-old patient. Sagittal T1-weighted MRI slice showing ta-
pering of the dorsal medulla (arrows) in a congenital Zika syndrome patient
without arthrogryposis. Also shown are pontine hypoplasia (arrowhead) and an
enlarged cisterna magna (asterisk). Figure 8. A 2-month-old patient. MANIFESTATIONS OF CONGENITAL ZIKV
INFECTION Axial T2-weighted MRI slice showing diffuse,
symmetric cerebellar hypoplasia (arrows), with prominence of the CSF spaces
in the posterior fossa. Figure 9. A 14-month-old patient. Sagittal T1-weighted MRI slice showing ta-
pering of the dorsal medulla (arrows) in a congenital Zika syndrome patient
without arthrogryposis. Also shown are pontine hypoplasia (arrowhead) and an
enlarged cisterna magna (asterisk). polymicrogyria mainly in the frontal lobes is seen only in
patients without microcephaly or with postnatal micro-
cephaly. neuronal migration and of cortical organization between
weeks 12 and 16 of gestation, whereas polymicrogyria oc-
curs around week 20(42). Recently, spinal and nerve root changes have been
described in congenital Zika syndrome, the severity of
those changes presenting an apparent correlation with ar-
throgryposis, defined as contracture of two or more joints
from birth(42). Visual inspection of T2-weighted MRI se-
quences in the sagittal and axial planes has revealed a
significant reduction in the thickness of the entire spinal
cord, accompanied by a significant reduction in the thick-
ness of the anterior roots of the medullary cone, in pa-
tients with congenital Zika syndrome and arthrogryposis. However, patients who do not present such joint changes
have been found to show a reduction in spinal thickness
only in the dorsal region and only discrete tapering of the
anterior roots of the medullary cone (Figure 9)(42). Clear
involvement of the descending anterior medullary tracts,
with apparent preservation of ascending posterior tracts,
has also been seen, as reported by Mlakar et al.(25). CONCLUSION Fetal infection with ZIKV causes severe CNS de-
velopmental abnormalities. Although the neuroimaging
findings are not pathognomonic, they can be suggestive
of congenital Zika syndrome when the clinical and bio-
chemical data are consistent with the diagnosis. The main findings in congenital Zika syndrome are
craniofacial disproportion with a microcephalic aspect,
accompanied by calcifications (predominantly at the
cortical-subcortical junction), malformations of cortical
development, ventriculomegaly, and abnormalities in the
formation of the corpus callosum. However, attention
should be paid to the spectrum of potential presentations
of congenital Zika syndrome, and the possibility of ZIKV
involvement should not be ruled out when microcepha-
ly is not present or when the neuroimaging findings are
more subtle. Aragão et al.(42) showed that arthrogryposis correlates
with greater severity of brain damage, with a greater num-
ber of cerebral calcifications and a greater chance of in-
fratentorial calcifications, as well as a greater chance of
hypoplasia of the brainstem and cerebellum. In addition,
all of the cases in which there was arthrogryposis have
presented with pachygyria and an absence of polymicro-
gyria, which could indicate that congenital Zika syndrome
with arthrogryposis occurs in the earlier stages of fetal
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Long COVID in hospitalized and non-hospitalized patients in a large cohort in Northwest Spain, a prospective cohort study
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Long COVID in Hospitalized and Non-Hospitalized
Patients in a Large Cohort in Northwest Spain, A
Prospective Cohort Study Alexandre Pérez González
(
alexandre.perez@iisgaliciasur.es
)
Instituto de Investigación Galicia Sur Research Article Keywords: COVID-19, coronavirus, long COVID, persisting symptoms. Posted Date: August 30th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-796403/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Posted Date: August 30th, 2021 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Page 1/14 Page 1/14 Page 1/14 Abstract Background. Survivors to COVID-19 have described long-term symptoms after acute disease. These signs
constitute a heterogeneous group named long COVID or persistent COVID. Objective: The aim of this study is to describe persisting symptoms six months after COVID-19 diagnosis
in a prospective cohort in the Northwest Spain Objective: The aim of this study is to describe persisting symptoms six months after COVID-19 diagnosis
in a prospective cohort in the Northwest Spain Design. This is a prospective cohort study performed in the COVID-19 Cohort of Galicia Sur Health
Institute (COHVID-GS). Design. This is a prospective cohort study performed in the COVID-19 Cohort of Galicia Sur Health
Institute (COHVID-GS). Participants: This cohort includes patients in clinical follow-up in a health area of 569,534 inhabitants
after SARS-CoV-2/COVID-19 diagnosis. Clinical and epidemiological characteristics were collected during
the follow up. Main measures and key results. A total of 284 patients completed 6 months follow-up, 176 (69.4%)
required hospitalization and 29 (10.2%) of them needed critical care. At six months, 119 (48.0%) patients
described one or more persisting symptoms. The most prevalent were: extra-thoracic symptoms (39.1%),
chest symptoms (27%), dyspnoea (20.6%), and fatigue (16.1%). These symptoms were more common in
hospitalized patients (52.3% vs 38.2%) and in women (59.0% vs 40.5%). The multivariate analysis
identified Chronic Obstructive Pulmonary Disease (COPD), female gender and tobacco consumption as
risk factors for long COVID. Conclusions. Persisting symptoms are common after COVID-19 especially in hospitalized patients
compared to outpatients (52.3% vs. 38.2%). Based on these findings, special attention and clinical follow-
up after acute SARS-CoV-2 infection should be provided for hospitalized patients with previous lung
diseases, tobacco consumption, and females. Study design This is a prospective cohort study performed in the COVID-19 Cohort of Galicia Sur Health Institute
(COHVID-GS). This is an open cohort associated to a Biobank for sample collection including patients in
clinical follow-up at Álvaro Cunqueiro Hospital (Vigo, Spain), a reference hospital for 564,534 inhabitants
after SARS-CoV-2/COVID-19 diagnosis (all had a positive PCR for SARS-CoV-2 on nasal swab)
(https://www.iisgaliciasur.es/apoyo-a-la-investigacion/cohorte-covid19/). Clinical and epidemiological
characteristics were collected at the diagnosis time and during the follow up after 6 months of the
diagnosis. The aim of this study is to describe the frequency of long COVID symptoms in hospitalized
and non-hospitalized subjects. Introduction COVID-19 pandemic has been a major health challenge around the world, with an unprecedented impact
on health systems, society and modern medicine. Acute phase of COVID-19 varies widely, from
asymptomatic disease to pneumonia, acute respiratory distress syndrome (ARDS) and multisystem
organ failure. Most commonly reported symptoms are fever, cough, dyspnoea, myalgia and anosmia. Several comorbidities have been identified as risk factors for severe disease, such as arterial
hypertension, chronic heart disease or diabetes mellitus [1]. In the past few months, many patients reported persisting symptoms after the acute phase of
coronavirus disease. These signs are a heterogeneous group, affecting multiple organ systems, including
respiratory tract (dyspnoea, chest pain, cough), muscle and joints (arthralgia, myalgia), nervous system
(taste or smell alterations, headache, concentration difficulty). There are also many general or unspecified
symptoms such as fatigue or hair loss. This group of signs has been named “long COVID” or “persisting Page 2/14 Page 2/14 Page 2/14 COVID”. However, the definition of this syndrome remains unclear and there is not consensus regarding
the name and the diagnostic criteria [2]. It is not clear which symptoms could be related to coronavirus
and how to define this persistent period after the acute phase [3, 4]. The origin of these symptoms
remains unknown. However, it is likely to be a combination of a direct damage caused by SARS-CoV-2,
previous comorbidities, immunological activation, psychological and emotional factors [5–7]. The aim of
this study is to describe persisting symptoms six months after COVID-19 diagnosis in a prospective
cohort in the Northwest Spain. The study population includes mild, moderate, serious or critical cases
classified as hospitalized or non-hospitalized patients. Ethics All procedures performed in studies involving human participants were in accordance with the ethical
standards of the institutional research committee and with the 1964 Helsinki declaration and its later
amendments or comparable ethical standards. This project was approved by the Ethical Committee of
Pontevedra-Vigo-Ourense (reference 2021/184). All the patients included in the study belong to the
COHVID-GS, which signed an informed consent form at the time of inclusion in the cohort. Statistical analysis For quantitative variables, median and interquartile were calculated. Categorical variables were reported
as frequencies and percentages. Subjects were classified in two groups, based on their need for
hospitalization due to Covid-19. Symptoms, clinical and epidemiological data were compared in both
groups using chi-square test, Fisher’s exact test or U Man-Whitney test as appropriate. P-value less than
0.05 was considered significant. Multivariable logistic regression analysis with backward stepwise
elimination was used to identify risk factors for long COVID. Those variables with a p value lesser than
0,1 were considered as independent variables. Statistical analyses were performed with IBM Statistical
Product and Service Solutions (SPSS) program, version 22. Procedures All patients included at the COHVID-GS were scheduled for clinical follow-up visits using phone calls and
on site visits after 1, 3 and 6 months of the diagnosis. Subjects were classified as hospitalized when they
required hospitalization for at least 24 hours. Main hospitalization criteria were pneumonia on chest X-ray
and/or respiratory insufficiency. At each visit, patients completed a custom symptom questionnaire
(supplementary data). COHVID-GS also includes data about comorbidities, smoke status, weight and
height. Pre-existing symptoms that did not change after the diagnosis of COVID-19 were excluded. Symptoms of another suspected origin were also excluded (e.g., iron deficit, thyroid dysfunction). Dyspnoea was classified according to the British Medical Research Council mMRC scale. Brain fog was
defined as poor concentration, recent memory disorder or inability to focus. Dyspnoea was classified according to the British Medical Research Council mMRC scale. Brain fog was
defined as poor concentration, recent memory disorder or inability to focus. In this study, we only included patients who survived at least six months after the COVID-19 diagnosis
and completed all follow-up visits. We excluded patients who died during the study period, those who
refused to complete all follow-up visits and those who were unable to assist to the site (e.g., cognitive
impairment, physical disability The recruitment period started in March 2020 and ended by May 2021 and included consecutive cases. For the purpose of this study, data was censored in January 2021 when the first wave cases reached 6
months since COVID-19 diagnosis. Page 3/14 Ethics Baseline characteristics of the study population A total of 630 patients were included in the COHVID-GS. However, 81 of them died during the
hospitalization period and only 284 subjects who survived completed the six months period of follow-up. Of them, 172 required hospitalization and 76 were never hospitalized. The baseline characteristics of the
study population are shown in Table 1. Page 4/14 Page 4/14 Table 1 Table 1
Baseline characteristics of study population
Total
Hospitalized
Non
hospitalized
p-value
Patients in follow-up, n (%)
248
(100%)
172 (69.4%)
76 (30.6%)
Demographics
Age, in years, median (IQR)
57 (46—
68)
62 (51—71)
47 (34–54)
p <
0.001
Sex, male, n (%)
148
(59.7%)
103 (59.9%)
45 (62.5%)
p =
1.000
Spanish, n (%)
234
(94.4%)
159 (92.4%)
75 (98.7%)
p =
1.000
Latin American, n (%)
11 (4.4%)
10 (5.8%)
1 (1.3%)
p =
0.070
European (not Spanish), n (%)
2 (3.8%)
2 (1.2%)
0
p =
0.267
Oceania, n (%)
1 (0.4%)
1 (0.6%)
0
p =
1.000
Severity
Admission to critical care, n (%)
29 (11.7%)
29 (16.8%)
N/A
N/A
Invasive mechanical ventilation required,
n (%)
23 (9.3%)
23 (13.4%)
N/A
N/A
Comorbidities
Obesity, n (%)
75 (30.2%)
62 (36.0%)
13 (17.1%)
p <
0.001
Arterial hypertension, n (%)
65 (26.2%)
58 (33.7%)
7 (9.2%)
p <
0.001
Diabetes mellitus, n (%)
26 (10.5%)
25 (14.5%)
1 (1.3%)
p =
0.001
Asthma, n (%)
21 (8.5%)
7 (4.1%)
14 (18.4%)
p =
0.807
Chronic ischaemic heart disease, n (%)
21 (8.5%)
21 (12.2%)
0
p <
0.001
Chronic obstructive pulmonary disease, n
(%)
15 (6.0%)
15 (8.7%)
0
p =
0.007
Active cancer, n (%)
5 (2.0%)
4 (2.3%)
1 (1.3%)
p =
1.000 Table 1
Baseline characteristics of study population Page 5/14 Page 5/14 Total
Hospitalized
Non
hospitalized
p-value
HIV infection, n (%)
3 (1.2%)
2 (1.2%)
1 (1.3%)
p =
1.000
Chronic kidney disease, n (%)
3 (1.2%)
3 (1.7%)
0
p =
0.555
Liver cirrhosis, n (%)
2 (0.8%)
2 (1.2%)
0
p =
1.000
Tobacco use
Active smoker, n (%)
18 (7.3%)
8 (4.6%)
10 (13,9%)
p =
0.031
Former smoker, n (%)
105
(42.3%)
75 (43.6%)
35 (48.6%)
p =
0.575
Never smoker, n (%)
120
(69.8%)
85 (49.4%)
35 (20.3%)
p =
0.582
Overall, the median age was 57 years, however, non-hospitalized patients were significantly younger than
those who were hospitalized (62 vs. 47 years, respectively). Baseline characteristics of the study population Moreover, male patients were more frequent
in both groups (148 males, 59.7%). Overall, the median age was 57 years, however, non-hospitalized patients were significantly younger than
those who were hospitalized (62 vs. 47 years, respectively). Moreover, male patients were more frequent
in both groups (148 males, 59.7%). Overall, the median age was 57 years, however, non-hospitalized patients were significantly younger than
those who were hospitalized (62 vs. 47 years, respectively). Moreover, male patients were more frequent
in both groups (148 males, 59.7%). Most common comorbidities were obesity (n = 75, 30.2%), followed by arterial hypertension (n = 65,
26.2%) and diabetes mellitus (n = 26, 10.1%). Moreover, all comorbidities were more usual in the
hospitalized group, except for asthma (4.1% vs. 18.4% respectively). In the hospitalized group, 29 patients
(16.8%) required critical care management, including 23 who required invasive mechanical ventilation. Most common comorbidities were obesity (n = 75, 30.2%), followed by arterial hypertension (n = 65,
26.2%) and diabetes mellitus (n = 26, 10.1%). Moreover, all comorbidities were more usual in the
hospitalized group, except for asthma (4.1% vs. 18.4% respectively). In the hospitalized group, 29 patients
(16.8%) required critical care management, including 23 who required invasive mechanical ventilation. Six months after the COVID-19 diagnosis, 119 patients (48.9%) reported at least one symptom (Table 2). Chest symptoms were more frequent (n = 67, 27%), of which dyspnoea (n = 51, 20.6%), chest pain (n = 15,
6.0%) and cough (n = 11, 4.4%) were the most commonly reported. Baseline characteristics of the study population Page 6/14 Page 6/14 Page 6/14 Table 2
Prevalence of 6 months persisting symptoms
Total
Hospitalized
Non hospitalized
p-value
Total patients, n (%)
248 (100%)
172 (69.4%)
76 (30.6%)
Any symptom, n (%)
119 (48.0%)
90 (52.3%)
29 (38.2%)
p = 0.040
Chest symptoms, n (%)
67 (27.0%)
55 (32.0%)
12 (15.8%)
p = 0.008
Dyspnoea, n (%)
51 (20.6%)
43 (25.0%)
8 (10.5%)
p = 0.010
Grade MMRC 1, n (%)
43 (17.3%)
36 (20.9%)
7 (0.9%)
p = 0.029
Grade MMRC 2, n (%)
8 (3.2%)
7 (4.1%)
1 (1.3%)
p = 0.441
Chest pain, n (%)
15 (6.0%)
11 (6.4%)
4 (5.3%)
p = 0.444
Cough, n (%)
11 (4.4%)
10 (5.8%)
1 (1.3%)
p = 0.673
Extra-thoracic symptoms, n (%)
97 (39.1%)
74 (43.0%)
23 (30.3%)
p = 0.058
Digestive symptoms, n (%)
10 (4.0%)
7 (4.1%)
3 (3.9%)
p = 0.999
Abdominal pain, n (%)
7 (2.8%)
5 (2.9%)
2 (2.6%)
p = 1.000
Diarrhoea, n (%)
4 (1.6%)
3 (1.7%)
1 (1.3%)
p = 1.000
Musculoskeletal symptoms,
n (%)
18 (7.3%)
16 (9.3%)
2 (2.6%)
p = 0.068
Myalgia, n (%)
10 (4.0%)
10 (5.8%)
0
p = 0.034
Arthralgia, n (%)
12 (4.8%)
10 (5.8%)
2 (2.6%)
p = 0.354
Fatigue, n (%)
40 (16.1%)
36 (20.9%)
4 (5.3%)
p = 0.001
Anosmia, n (%)
17 (6.9%)
9 (5.2%)
8 (10.5%)
p = 0.054
Ageusia, n (%)
10 (4.0%)
5 (2.9%)
5 (6.6%)
p = 0.181
Headache, n (%)
12 (4,8%)
6 (3.5%)
6 (8.0%)
p = 0.196
Brain fog, n (%)
9 (3.6%)
9 (5.2%)
0
p = 0.061
Mood disorder, n (%)
10 (4.0%)
5 (2.9%)
5 (6.6%)
p = 0.396
Hair loss, n (%)
18 (7.3%)
16 (9.3%)
2 (2.6%)
p = 0.068
Sleep disorder, n (%)
9 (3.6%)
9 (5.2%)
0
p = 0.061
Conjunctival chemosis, n (%)
1 (0.4%)
1 (0.6%)
0
p = 1.000 Page 7/14 Extra-thoracic symptoms were described in 97 patients (39.1%) and the most frequently reported were
fatigue (n = 40, 16.1%), musculo-skeletal symptoms (n = 18, 7.3%) and hair loss (n = 18, 7.3%). Extra-thoracic symptoms were described in 97 patients (39.1%) and the most frequently reported were
fatigue (n = 40, 16.1%), musculo-skeletal symptoms (n = 18, 7.3%) and hair loss (n = 18, 7.3%). Overall, smell disorders were more frequent than taste disorders (6.9% vs. 4.0%, respectively). Persisting Symptoms In Hospitalized And Non-hospitalized
Patients Persisting symptoms were more prevalent in the hospitalized group (52.3% vs. 38.2%, p = 0.040). Chest
symptoms in this group were more frequently reported compared with the non-hospitalized group (32.0%
vs. 15.8%, p = 0.008). However, extra-thoracic symptoms did not differ between both groups (43.0% vs. 30.3%, p = 0.058). The most common chest symptom was dyspnoea, which was more frequently reported
in hospitalized patients (25.0% vs. 10.5%, p = 0.010). Most of the subjects reported a mMRC (modified
Medical Research Council) grade 1 dyspnoea (n = 43, 17.3%). On the other hand, chest pain (6.4% vs. 5.3%) and persisting cough (5.8% vs. 1.3%) did not vary between both groups. Fatigue (20.9% vs. 5.3%, p = 0.001) and myalgia (5.8% vs. 0%, p = 0.034) were more frequently reported in
the hospitalized group than in the non-hospitalized group. Also, hair loss (9.3% vs. 2.6%) and sleep
disorders (5.2% vs. 0%) were more common in hospitalized patients, although this difference was not
statistically significant. Arthralgia (5.8% vs. 2.6%), ageusia (2.9% vs. 6.6%) and digestive symptoms (4.1%
vs. 3.9%) did not differ between both groups. Anosmia was more prevalent in non-hospitalized subjects
(5.2% vs. 10.5%, p = 0.054), but did not meet statistical significance. Baseline characteristics of the study population Neurological symptoms six months after the COVID-19 diagnosis, excluding smell and taste disruptions,
were uncommon (less than 5.0%). Headache, mood disorder and sleep disturbance were the most
common neurological symptoms. Nine patients (3.2%) reported symptoms that met brain fog criteria. Digestive symptoms were also uncommon (n = 10, 4.0%). Persisting Symptoms In Male And Female Patients Overall, persisting symptoms were more common in females than males (59.0% vs. 40.5%, p = 0.004)
(Table 3). Dyspnoea (29.0 vs. 14.9%, p = 0.007), headache (10.0% vs. 4.8%, p = 0.004), fatigue (22.0% vs. 12.2%, p = 0.039) and hair loss (15.0% vs. 7.3%, p < 0.001) were all more prevalent in females while
anosmia (6.0% vs. 7.4%), taste disturbance (4.0% in both genders) and musculoskeletal symptoms (6.8%
vs. 8.0%) did not differ between females and males. Page 8/14 Table 3
Prevalence of persisting symptoms at 6 months based on gender
Female
Male
p-value
Any symptom, n (%)
59 (59.0%)
60 (40,5%)
p = 0.004
Chest symptoms, n (%)
35 (35.0%)
32 (21,6%)
p = 0.020
Dyspnoea, n (%)
29 (29.0%)
22 (14.9%)
p = 0.007
Chest pain, n (%)
7 (7.0%)
8 (5.4%)
p = 0.600
Cough, n (%)
7 (7.0%)
4 (2.7%)
p = 0.125
Extra-thoracic symptoms, n (%)
50 (50.0%)
47 (31.8%)
p = 0.004
Neurological symptoms, n (%)
26 (26%)
21 (14.2%)
p = 0.022
Anosmia, n (%)
6 (6.0%)
11 (7.4%)
p = 0.800
Agueusia, n (%)
4 (4.0%)
10 (4%)
p = 1.000
Headache, n (%)
10 (10%)
12 (4.8%)
p = 0.004
Brain fog, n (%)
5 (5%)
4 (2.7%)
p = 0.491
Diarrhea, n (%)
4 (4.0%)
0
p = 0.025
Myalgia, n (%)
5 (5.0%)
5 (3.4%)
p = 0.530
Arthralgia, n (%)
4 (4.0%)
8 (5.4%)
p = 0.767
Fatigue, n (%)
22 (22%)
18 (12.2%)
p = 0.039
Hair loss, n (%)
15 (15%)
18 (7.3%)
p < 0.001 Table 3 Predictors Of Covid-19 Persisting Symptoms We performed a multivariate analysis in order to determine the risk factors for persisting COVID-19
symptoms. We identified Chronic Pulmonary Obstructive Disease (COPD) (OR 5.009; CI 95%, 1.321–
18.997, p = 0.018), female gender (OR 2.700, 95% CI 1.543–4.724, p < 0.001) and tobacco consumption
as independent risk factors for remaining symptoms (OR 1.736; CI 95%, 1.002–3.007, p = 0.049)
(Table 4). Page 9/14 Table 4
Risk factors for long COVID. Odds Ratio
Confidence interval (95%)
p-value
COPD
5.009
1.321–18.997
p = 0.018
Sex, female
2.700
1.543–4.724
p < 0.001
Hospitalization
1.711
0.951–3.078
p = 0.073
Tobbacco consumption
1.736
1.002–3.007
p = 0.049
COPD: chronic obstructive pulmonary disease Table 4 Table 4 Risk factors for long COVID. COPD was the only comorbidity associated with a higher prevalence of persisting symptoms. Fourteen
patients (5.1%) were affected by COPD before COVID-19 diagnosis and 12 of them (80.0%) had at least
one persisting symptom. Nine subjects (75.0%) reported new or worsened dyspnoea compared with their
perception prior COVID-19 diagnosis. Dyspnoea (60.0% vs. 18.0%, p = 0.001) and chest pain (26.7% vs. 4.7%, p = 0.008) were most commonly reported in COPD group. On the other hand, cough (6.7% vs. 4.3%),
fatigue (20.0% vs. 15.9%), myalgia (13.3% vs. 3.4%), arthralgia (6.7% vs. 4.7%) did not differ between
COPD and non-COPD subjects. Discussion However, even in the absence of pneumonia, 15% of
non-hospitalized patients reported persisting chest symptoms. Recently, Blomberg et al., described long
COVID symptoms in Norwegian non-hospitalized and hospitalized population with a slightly higher
prevalence than in our study (52.0% vs. 38.2% respectively) [10]. Fatigue was also frequent, reaching up to 20.9% in the hospitalized group. Although this percentage is
relevant, it was lower than others reported before [12, 13], around 65–70%. However, these studies had a
shorter follow-up period (90 to 100 days after hospitalization). The reason of fatigue remains unknown,
but it is probably a result of a combination of factors, including direct nervous and muscle damage due
to SARS-CoV-2 replication [5, 6], immune activation and immune dysregulation, or emotional factors [7]. On the other hand, myalgia and arthralgia were less frequent than in previous studies. Sykes et al.,
described a prevalence of 50% of these symptoms in hospitalized patients at 100 days after discharge
[14]. Overall, persisting anosmia was reported in 6.8% of subjects and was more common in the non-
hospitalized group (10.5% vs. 5.2%, respectively). This prevalence is lower than published in previous
studies [15, 16]. In addition, prior reports have suggested that anosmia may be associated with a mild to
moderate COVID-19 and it could be more common in females than males [15]. However, the low
prevalence of anosmia observed in our study cannot confirm this hypothesis. At six months, 9 subjects reported unspecified neurological symptoms such as poor concentration, loss
of recent memory or inability to focus. These unspecified symptoms are named brain fog by some
authors, but its origin or relationship with coronavirus disease remains unknown [5, 17]. Brain fog
syndrome after COVID-19 has been reported previously [18, 19], although there is not a validated
diagnostic criteria established. The studies focused on neurological sequelae of COVID-19 did not use a
unanimous criterion and therefore, the conclusions are very heterogeneous. The lack of knowledge about
this type of symptoms makes more difficult to study the real prevalence or to establish a relationship with
coronavirus disease. Another neurological symptoms like sleep or mood disorders have been reported
with a similar prevalence than in our study [20]. However, psychological conditions, stress and isolation
may be associated with these symptoms, alongside with coronavirus infection. Discussion We characterized long COVID in a prospective cohort of patients with mild and severe COVID-19 with a
systematic clinical follow-up. The prevalence of any symptom at six months was elevated (48%), with a
different distribution between hospitalized and non-hospitalized patients. Persisting symptoms did not
differ between those patients who needed critical care and those who did not. Long COVID has been recognized as a public-health problem and a matter of concern for COVID-19
surveys. Several studies have reported information in series of patients in clinical follow-up after the
acute infection, but many questions remain unsolved. One of them is if long COVID might be gender-
dependent. In our study, females showed a higher prevalence of persisting symptoms in hospitalized and
in non-hospitalized groups. Dyspnoea, headache, fatigue and hair loss were all more common in females
than males. A prior study performed by Chaoling-Huang et al., also described a higher frequency of long
COVID symptoms in females than males [8]. To the best of our knowledge, there are only few studies
evaluating long COVID symptoms between males and females, both in hospitalized and non-hospitalized
setting [10]. In the recent months, more than 200 persistent symptoms have been described after the acute phase of
COVID-19. Most of them are related to the respiratory tract (dyspnoea, cough, chest pain), the main target
of SARS-CoV-2. However, many patients report other type of symptoms such as fatigue, cognitive
impairment or smell disorders [11]. Page 10/14 Page 10/14 Chest symptoms were the most common reported affection, with greater prevalence in the hospitalized
group. This difference may be related to pneumonia, respiratory distress and lung damage, which were
more frequent in hospitalized subjects. The prevalence of chest symptoms in this group raised to 52%,
slightly higher than observed in previous reports [9]. However, even in the absence of pneumonia, 15% of
non-hospitalized patients reported persisting chest symptoms. Recently, Blomberg et al., described long
COVID symptoms in Norwegian non-hospitalized and hospitalized population with a slightly higher
prevalence than in our study (52.0% vs. 38.2% respectively) [10]. Chest symptoms were the most common reported affection, with greater prevalence in the hospitalized
group. This difference may be related to pneumonia, respiratory distress and lung damage, which were
more frequent in hospitalized subjects. The prevalence of chest symptoms in this group raised to 52%,
slightly higher than observed in previous reports [9]. Declarations Acknowledgments: We would like to thank all the members of COHVID-GS and IISGS Biobank, patients
and nursing staff and the Methodology and Statistic Unit. Discussion The higher prevalence on
the hospitalized group may be due to the severity of illness, admission to critical care or treatments (e.g.,
corticosteroids, immunosuppressants). We identified COPD, female gender, tobacco consumption and the need for hospitalization as predictors
for long COVID. Female gender has been reported before as a risk factor for hospitalized subjects but
there is a lack of information about other predictors of long COVID. Page 11/14 Page 11/14 Our findings suggest that some of the persisting symptoms could be related to a previous lung
comorbidity and hospitalization. SARS-CoV-2 damage on respiratory tract could be more intense in
patients with previous lung disease, increasing the risk of long-term symptoms. In addition, pneumonia
and ARDS may also contribute to develop persisting symptoms. Our findings suggest that some of the persisting symptoms could be related to a previous lung
comorbidity and hospitalization. SARS-CoV-2 damage on respiratory tract could be more intense in
patients with previous lung disease, increasing the risk of long-term symptoms. In addition, pneumonia
and ARDS may also contribute to develop persisting symptoms. This study has few limitations. Firstly, some of the symptoms reported are subjective and based on the
patient’s testimony (e.g. fatigue, headache, dyspnoea). Additionally, the lack of validated scales to
measure most of the symptoms makes difficult to compare data between subjects or studies. Secondly,
most of the symptoms may be affected by personal, psychological or environmental factors. We needed
to use a non-validated custom questionnaire, as there is not a specific post-COVID-19 document
established. Many symptoms could be higher reported in one group than another for unrelated reasons
with coronavirus disease. This is the case for hair loss that may be more noticed in women and therefore
more reported, leading to a possible increase of the prevalence in female subjects. In addition, previous
comorbidities and age could increase the persisting symptoms in the hospitalized group. For COPD
patients, we did not record symptoms that started before COVID-19 diagnosis. Therefore, it is possible
that COPD patients reported more frequently chest or respiratory symptoms. Conclusions In summary, a high prevalence of long COVID (48%) was observed in patients after six months of acute
SARS-CoV-2 infection. Overall, persistent symptoms were more common in hospitalized patients
compared to outpatients (52.3% vs 38.2%). These symptoms were more common in females than males
(59.0% vs. 40.5%). COPD, female gender, and tobacco consumption were identified as long COVID
predictors. These findings suggest that in those patients that required hospitalization after SARS-CoV-2
infection a close clinical follow-up might be recommended. Special attention should be provided for
patients with previous lung diseases, tobacco consumption and females. Funding COVID-19 Cohort Galicia Sur Health Research Institute (COHVID-GS) is funded by the Instituto de Salud
Carlos III through the FONDO COVID19 (COV20/00698). Alexandre Pérez is hired under a Rio Hortega
contract (CM20/00243). Data availability: The datasets during and/or analyzed during the current study available from the
COHVID-GS on reasonable request (https://www.iisgaliciasur.es/apoyo-a-la-investigacion/cohorte-
covid19/). Declaration of interests The authors declare no competing interests. Members of COHVID-GS (Galicia Sur Health Research Institute): Alejandro Araujo, Jorge Julio Cabrera,
Víctor del Campo, Manuel Crespo, Alberto Fernández, Beatriz Gil de Araujo, Carlos Gómez, Virginia Leiro,
María Rebeca Longueira, Ana López-Domínguez, José Ramón Lorenzo, María Marcos, Alexandre Pérez,
María Teresa Pérez, Lucia Patiño, Sonia Pérez, Silvia Pérez-Fernández, Eva Poveda, Cristina Ramos,
Benito Regueiro, Cristina Retresas, Tania Rivera, Olga Souto, Isabel Taboada, Susana Teijeira, María
Torres, Vanesa Val, Irene Viéitez Page 12/14 Page 12/14 References 1. Berenguer, J. et al. Characteristics and predictors of death among 4035 consecutively hospitalized
patients with COVID-19 in Spain. Clin Microbiol Infect, 26 (11), 1525–1536
https://doi.org/10.1016/j.cmi.2020.07.024 (2020). 2. Al-Jahdhami, I., Al-Naamani, K. & Al-Mawali, A. The Post-acute COVID-19 Syndrome (Long COVID). Oman Med J, 36 (1), e220–e220 https://doi.org/10.5001/omj.2021.91 (2021). 2. Al-Jahdhami, I., Al-Naamani, K. & Al-Mawali, A. The Post-acute COVID-19 Syndrome (Long COVID). Oman Med J, 36 (1), e220–e220 https://doi.org/10.5001/omj.2021.91 (2021). 3. Fernández-de-las-Peñas, C. et al. Persistent Post-COVID): An Integrative Classification. Int J Environ
Res Public Health, 18 (5), 2621 https://doi.org/10.3390/ijerph18052621 (2021). 3. Fernández-de-las-Peñas, C. et al. Persistent Post-COVID): An Integrative Classification. Int J Environ
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1242–1243 https://doi.org/10.1002/jmv.26587 (2021). 4. Halpin, S., O’Connor, R. & Sivan, M. Long COVID and chronic COVID syndromes. J Med Virol, 93 (3),
1242–1243 https://doi.org/10.1002/jmv.26587 (2021). 5. Pezzini, A. & Padovani, A. Lifting the mask on neurological manifestations of COVID-19. Nat Rev
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Neurol, 16 (11), 636–644 https://doi.org/10.1038/s41582-020-0398-3 (2020). 6. Ferrandi, P. J., Alway, S. E. & Mohamed, J. S. The interaction between SARS-CoV-2 and ACE2 may
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864–867 https://doi.org/10.1152/japplphysiol.00321.2020 (2020). 6. Ferrandi, P. J., Alway, S. E. & Mohamed, J. S. The interaction between SARS-CoV-2 and ACE2 may
have consequences for skeletal muscle viral susceptibility and myopathies. J Appl Physiol, 129 (4),
864–867 https://doi.org/10.1152/japplphysiol.00321.2020 (2020). 7. Morgul, E. et al. COVID-19 pandemic and psychological fatigue in Turkey. Int J Soc Psychiatry, 67 (2),
128–135 https://doi.org/10.1177/0020764020941889 (2021). 7. Morgul, E. et al. COVID-19 pandemic and psychological fatigue in Turkey. Int J Soc Psychiatry, 67 (2),
128–135 https://doi.org/10.1177/0020764020941889 (2021). 8. Huang, C. et al. 6-month consequences of COVID-19 in patients discharged from hospital: a cohort
study., 397 (10270), 220–232 https://doi.org/10.1016/S0140-6736(20)32656-8 (2021). 8. Huang, C. et al. 6-month consequences of COVID-19 in patients discharged from hospital: a cohort
study., 397 (10270), 220–232 https://doi.org/10.1016/S0140-6736(20)32656-8 (2021). 9. Xiong, Q. et al. Clinical sequelae of COVID-19 survivors in Wuhan, China: a single-centre longitudinal
study. Clin Microbiol Infect, 27 (1), 89–95 https://doi.org/10.1016/j.cmi.2020.09.023 (2021). 10. Blomberg, B. et al. Long COVID in a prospective cohort of home-isolated patients. References Nat Med,
https://doi.org/10.1038/s41591-021-01433-3 (June 2021). 11. Davis, H. E. et al. Characterizing Long COVID in an International Cohort: 7 Months of Symptoms and
Their Impact. medRxiv. January 2021:2020.12.24.20248802. doi:10.1101/2020.12.24.20248802 11. Davis, H. E. et al. Characterizing Long COVID in an International Cohort: 7 Months of Symptoms and
Their Impact. medRxiv. January 2021:2020.12.24.20248802. doi:10.1101/2020.12.24.20248802 12. Mandal, S. et al. ‘Long-COVID’: a cross-sectional study of persisting symptoms, biomarker and
imaging abnormalities following hospitalisation for COVID-19., 76 (4), 396–398
https://doi.org/10.1136/thoraxjnl-2020-215818 (2021). Page 13/14 Page 13/14 13. Carfì, A., Bernabei, R. & Landi, F. Persistent Symptoms in Patients After Acute COVID-19. JAMA, 324
(6), 603 https://doi.org/10.1001/jama.2020.12603 (2020). 14. Sykes, D. L. et al. Post-COVID-19 Symptom Burden: What is Long-COVID and How Should We
Manage It?, 199 (2), 113–119 https://doi.org/10.1007/s00408-021-00423-z (2021). 15. Hopkins, C., Surda, P., Whitehead, E. & Kumar, B. N. Early recovery following new onset anosmia
during the COVID-19 pandemic – an observational cohort study. J Otolaryngol - Head Neck Surg, 49
(1), 26 https://doi.org/10.1186/s40463-020-00423-8 (2020). 16. D'Ascanio, L. et al. A. Olfactory Dysfunction in COVID-19 Patients: Prevalence and Prognosis for
Recovering Sense of Smell.Otolaryngol Head Neck Surg. 2021Jan;164(1):82–86. Doi:
10.1177/0194599820943530. 17. Stefano, G. B. et al. The Pathogenesis of Long-Term Neuropsychiatric COVID-19 and the Role of
Microglia, Mitochondria, and Persistent Neuroinflammation: A Hypothesis. Med Sci Monit, 10;27,
e933015 https://doi.org/10.12659/MSM.933015 (2021 May). 17. Stefano, G. B. et al. The Pathogenesis of Long-Term Neuropsychiatric COVID-19 and the Role of
Microglia, Mitochondria, and Persistent Neuroinflammation: A Hypothesis. Med Sci Monit, 10;27,
e933015 https://doi.org/10.12659/MSM.933015 (2021 May). 18. Pinna, P. et al. Neurological manifestations and COVID-19: Experiences from a tertiary care center at
the Frontline. J Neurol Sci, 415, 116969 https://doi.org/10.1016/j.jns.2020.116969 (2020). 18. Pinna, P. et al. Neurological manifestations and COVID-19: Experiences from a tertiary care center at
the Frontline. J Neurol Sci, 415, 116969 https://doi.org/10.1016/j.jns.2020.116969 (2020). 19. Karadaş, Ã., Öztürk, B. & Sonkaya, A. R. A prospective clinical study of detailed neurological
manifestations in patients with COVID-19. Neurol Sci, 41 (8), 1991–1995
https://doi.org/10.1007/s10072-020-04547-7 (2020). 20. Romero-Sánchez, C. M. et al. Neurologic manifestations in hospitalized patients with COVID-19: The
ALBACOVID registry. Neurology, 95 (8), e1060–e1070
https://doi.org/10.1212/WNL.0000000000009937 (2020). SupplementaryData.docx Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. SupplementaryData.docx Page 14/14
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University of Wollongong
University of Wollongong
Research Online
Research Online
Faculty of Social Sciences - Papers (Archive)
Faculty of Arts, Social Sciences & Humanities
2008
Communicating about screening
Communicating about screening
Vikki A. Entwistle
University of Dundee
Stacy Carter
University of Sydney, stacyc@uow.edu.au
Lyndal Trevena
University of Sydney
Kathy Flitcroft
University of Sydney
Les Irwig
University of Sydney
See next page for additional authors
Follow this and additional works at: https://ro.uow.edu.au/sspapers
Part of the Education Commons, and the Social and Behavioral Sciences Commons
Research Online is the open access institutional repository for the University of Wollongong. For further information
contact the UOW Library: research-pubs@uow.edu.au University of Wollongong
University of Wollongong
Research Online
Research Online ial Sciences - Papers (Archive)
Faculty of Arts, Social Sciences & Humanities Communicating about screening
Communicating about screening Vikki A. Entwistle
University of Dundee Disciplines
Disciplines Disciplines
Disciplines
Education | Social and Behavioral Sciences Education | Social and Behavioral Sciences Abstract
Abstract Informed choice is important for screening, but not everyone wants or is able to analyse research data. Vikki Entwistle and colleagues propose a new approach to communication. Keywords
Keywords communicating, about, screening Publication Details
Publication Details Publication Details
Publication Details
Entwistle, V. A., Carter, S. M., Trevena, L., Flitcroft, K., Irwig, L., McCaffery, K. & Salkeld, G. (2008). Communicating about screening. BMJ: British Medical Journal, 337 (7673), 789-791. Analyse and choose
Th
l
d h It is unclear how healthcare providers
should communicate about screening in
order to support appropriate uptake. And
what constitutes appropriate uptake is also
contested because of disagreements about
the merits of particular tests and tensions
between concerns to promote health and to
respect autonomy.2-4 Debates about commu
nication have tended to consider two types
of approach, which we call “be screened”
and “analyse and choose.” We consider their
problems and propose a third approach,
“consider an offer.” The analyse and choose approach is one
response to criticisms of the be screened
approach. It emphasises respect for auton
omy and treats this as a matter of ensuring
that competent individuals have sufficient
understanding of their options and can
make intentional, sufficiently independent
choices.9 It assumes that sufficient under
standing requires comprehension of detailed
research based information about benefits
and harms and promotes informed individ
ual decision making based on this. The key features of this approach are an
emphasis on the importance of individual
(sometimes independent) choice and the
provision of comparative data about the
various outcomes of screening and no
screening. The approach is exemplified by
decision aids, which seek to present the data
in accessible ways. National screening programmes
Yes:
Offer is not from a source
I trust or I have reason
not to accept it
Yes:
Offer is from a source I
trust, and I have reason
to accept it
Reject offer
Accept offer
No:
I need
additional
information
Commercial screening test providers
Clinicians
Recommendations or offers of screening
consistent with the consider an offer approach
Now what do I think? Do I have enough information to decide whether or not to accept the offer? Other information relating to screening, ideally
including screening literacy campaigns
(Ideally) supportive relationships that promote
and sustain autonomy
Further information or
support from other sources
More detailed
information, including
research data about
benefits and harms
(possibly in a decision
aid) from original
source
Overview of the consider an offer approach There are three main criticisms of the ana
lyse and choose approach. Firstly, the impli
cation that everyone eligible for screening
should consider detailed effectiveness data
may be unnecessarily burdensome. This
criticism is particularly strong when expert
committees acting in the public interest have
reviewed the available research, judged the
tests to be broadly effective and acceptable,
and supported the introduction of government
endorsed screening programmes. Be screened and includes a breast awareness code that
instructs women to “Go for breast screening
every 3 years if you are over 50.” People are offered a wide range of screen
ing tests by diverse providers. For example:
maternal and child health services screen
for genetic conditions and developmen
tal problems; general practitioners screen
for cardiovascular risk factors; NHS pro
grammes screen for bowel, breast, and cer
vical cancer; and commercial providers offer
various health assessments, including body
and gene scans. Provision of tests is not well
regulated, and there is a bewildering amount
of information of variable accuracy in the
public domain.1 The be screened approach aims to persuade
people to have screening, usually with a view
to promoting health gain, cost effective serv
ice provision, or profit.2-4 Its key features are
encouragement to be screened; an emphasis
on the benefits of screening and de-emphasis of
potential harms; and a lack of recognition that
it might be reasonable not to be screened. The main criticisms of the be screened
approach are that it inadequately reflects the
benefit-harm profile of screening tests and
fails to respect autonomy because it does
not facilitate informed decision making by
individuals.6-8 Some communications with
features typical of this approach purport to
facilitate informed choice, but they present
only one option: to be screened. g
This approach is found in commercial
advertisements and some invitations to par
ticipate in government funded screening
programmes. For example, the leaflet Breast
Cancer: the Facts, from the NHS Breast Cancer
Screening Programme presents screening as
necessary for women aged over 50.5 It asks,
“Should all women have breast screening?”
and gives no hint of any scope for a nega
tive answer. The leaflet highlights the benefits
of mammography and describes the main
processes but plays down potential harms. It
does not mention that screening may lead to
overtreatment or that clinicians and epidemi
ologists seriously dispute the value of breast
screening. It gives no indication that women
might reasonably choose not to be screened, Authors
Authors Vikki A. Entwistle, Stacy Carter, Lyndal Trevena, Kathy Flitcroft, Les Irwig, Kirsten McCaffery, and Glenn P. Salkeld This journal article is available at Research Online: https://ro.uow.edu.au/sspapers/2634 ANALYSIS Consider an offer
Th
d
f Information about
consequences is an important component of
practical reasoning, and people usually want to
know (or at least not be misled about) the main
reasons for or against healthcare interventions Although prostate cancer kills many men, a lot
of men have prostate cancer but do not die from
it . . . Prostate specific antigen (PSA) testing
will pick up some prostate cancers but will
also miss some. And we can’t tell which of the
prostate cancers that it does pick up would be
life threatening. When a man is found to have
prostate cancer after being screened, no one can
be sure if current treatments will leave him better
off than if he had not been screened. Research is
ongoing, but at the moment we really don’t know
the overall effects of PSA testing Although prostate cancer kills many men, a lot
of men have prostate cancer but do not die from
it . . . Prostate specific antigen (PSA) testing
will pick up some prostate cancers but will
also miss some. And we can’t tell which of the
prostate cancers that it does pick up would be
life threatening. When a man is found to have
prostate cancer after being screened, no one can
be sure if current treatments will leave him better
off than if he had not been screened. Research is
ongoing, but at the moment we really don’t know
the overall effects of PSA testing You’re a heavy smoker, which increases
your risk of heart disease and stroke. If
you’re worried about having a stroke like
your uncle, screening might help us think
again about the smoking and look at other
ways you can reduce that risk Prostate cancer is rare in men under 50 and
you have no family history of prostate cancer,
so the chances of you having it are relatively
low. Analyse and choose
Th
l
d h Secondly,
there are concerns that encouraging detailed
decision analysis by individuals might not
lead to good choices (it might disrupt peo
ple’s usual effective decision making proc
esses) or deter uptake of effective, appropriate
screening.4 7 10 11 Thirdly, some critics think
this approach overemphasises rational and More detailed
information, including
research data about
benefits and harms
(possibly in a decision
aid) from original
source More detailed
information, including
research data about
benefits and harms
(possibly in a decision
aid) from original
source Overview of the consider an offer approach BMJ | 4 october 2008 | Volume 337 789 ANALYSIS independent decision making—reflecting an
inappropriately narrow understanding of
autonomy. and trustworthiness of those making it and of
its personal relevance); provide or facilitate
access to further information if that is required;
and acknowledge that the recommendation or
offer might reasonably be refused. although others who try to impose their
views and discourage competent considera
tion of alternatives do tend to undermine it. although others who try to impose their
views and discourage competent considera
tion of alternatives do tend to undermine it. Neither of the two approaches above con
siders the importance of the interests and
trustworthiness of those who offer and advise
about screening. This failing, together with
recent evidence about what patients value
about communication with health profes
sionals19 and involvement in decision mak
ing,20 leads us to suggest a third approach to
communication about screening. Neither of the two approaches above con
siders the importance of the interests and
trustworthiness of those who offer and advise
about screening. This failing, together with
recent evidence about what patients value
about communication with health profes
sionals19 and involvement in decision mak
ing,20 leads us to suggest a third approach to
communication about screening. Beyond a clear statement about who a
recommendation or offer applies to, it may be
useful to highlight circumstances that can make
screening more or less appropriate for particular
individuals—eg, age and risk exposures that
modify the likelihood of benefit and values that
can give people reason to accept or decline
screening tests What is the basis of the recommendation,
and what are the main benefits and harms of
screening? New considerations g
y
Just what information and how much detail
are required will vary across screening tests,
contexts, and individuals, but will usually
include a summary of the potential benefits
and harms of the test considered, considera
tion of any known objections to it, informa
tion about test providers, and factors that
might affect the appropriateness of the test
for particular individuals (table). The optional
extra information might include detailed data
on outcomes and, more controversially, other
people’s experiences and preferences, espe
cially in value laden contexts such as screen
ing for fetal abnormality.7 Recent research into decision making has
highlighted some potential downsides of
detailed decision analysis and maximising
(aiming to make the best possible choice). It
suggests that heuristics and “satisficing” (aim
ing to make good enough choices) can be
less burdensome and yield better decisions
and outcomes.12 13 Are there any factors that make the screening
test more appropriate for some people than
others? Consider an offer
Th
d
f The understanding of autonomy that pre
vails in health care has been criticised for
focusing too narrowly on discrete decisions,
over-idealising rationalism, and inappropri
ately assuming that interpersonal collabora
tion and trust will compromise rather than
promote autonomy.14-16 Although autonomy
relates to individuals, it is both developed
and exercised in the context of social rela
tionships.16-18 People who use “intellectual
outsourcing” to help shape their opinions,
and who do not process detailed data for
themselves before they choose or act, do
not necessarily fail to exercise autonomy,18 The consider an offer approach is designed to
respect personal autonomy without overbur
dening people with unwanted information and
decision making tasks and without deterring
uptake of effective and personally appropriate
screening. Within this approach, communica
tors either recommend or offer screening or
help people to consider recommendations or
offers from others. They openly explain and
discuss the basis for the recommendation or
offer; encourage and facilitate an individual
assessment of the recommendation or offer
(including consideration of the potential bias When presented with a screening offer,
people might reasonably respond in various
ways. Some might judge the trustworthiness
and personal relevance of a screening offer on
the basis of the initial communication; others
might habitually seek and follow the advice
of a trusted health professional; and others
might want to evaluate research evidence for esponse to a healthy 45 year old’s query
bout prostate cancer screening
Recommendation of cardiovascular risk
assessment Recommendation of cardiovascular risk
assessment The National Institute for Health and Clinical
Excellence and all the major professional
and patient groups have worked together
and now recommend that we carry out a
cardiovascular risk assessment for most
people aged 45 and over Studies following thousands of people over
several decades have allowed experts to
develop accurate estimates of how likely
individuals are to have a heart attack or
stroke, based on their age, sex, family
history, blood pressure, blood cholesterol,
and whether they smoke. Many things can
be done to reduce the risk and screening
would allow us to discuss options
appropriate for your level of risk An explanation of how a recommendation
was reached may help people to assess
its trustworthiness. Provenance and pee r review: Not commissioned;
externally peer reviewed. SPL Sense About Science. 1
Making sense of testing. London,
2008. www.senseaboutscience.org/index.php/site/
project/232. Sense About Science. 1
Making sense of testing. London,
2008. www.senseaboutscience.org/index.php/site/
project/232. Patients offered screening can be helped to consider whether a test is appropriate p j
/
Rimer BK, Briss PA, Zeller PK, Chan ECY, Woolf SH. 2
Informed decision-making: what is its role in cancer
screening? Cancer 2004;101(suppl 5):1214-28. themselves—at least for some tests. It should be
feasible to respond to these varied preferences
even when communications are necessarily
standardised to some extent. For example,
mailed invitations from national screening pro
grammes can encourage people to consider
whether they would like more information and
tell them where to find additional resources
and personal support. themselves—at least for some tests. It should be
feasible to respond to these varied preferences
even when communications are necessarily
standardised to some extent. For example,
mailed invitations from national screening pro
grammes can encourage people to consider
whether they would like more information and
tell them where to find additional resources
and personal support. about the adequacy of the information sup
plied. The further protection that the analyse
and choose approach offers by encouraging
rational personal decisions based on detailed
data on outcomes is not practical for many. g
;
(
pp
)
Raffle AE. Information about screening: is it to achieve
3
high uptake or to ensure informed choice? Health Expect
2001;4:92-8. Hargreaves KM, Stewart RJ, Oliver SR. Informed choice
4
and public health screening for children: the case of
blood spot screening. Health Expect 2005;8:161-71. NHS Cancer Screening Programme. 5
Breast screening:
the facts. 2007. www.cancerscreening.nhs.uk/
breastscreen/publications/ia-02.html. B
tt A T
L D
HM M C ff
K U
f
6 Hargreaves KM, Stewart RJ, Oliver SR. Informed choice
4
and public health screening for children: the case of
blood spot screening. Health Expect 2005;8:161-71. Hargreaves KM, Stewart RJ, Oliver SR. Informed choice
4
and public health screening for children: the case of
blood spot screening. Health Expect 2005;8:161-71. NHS Cancer Screening Programme. 5
Breast screening:
the facts. 2007. www.cancerscreening.nhs.uk/
breastscreen/publications/ia-02.html. For screening programmes backed by agen
cies such as the National Screening Commit
tee, the consider an offer approach should not
adversely affect uptake of broadly effective
tests. Communication consistent with this
approach should help people to recognise
when providers are trustworthy. Provenance and pee r review: Not commissioned;
externally peer reviewed. In contrast,
the be screened approach might lead to mis
trust over time if people come to realise prac
titioners have underplayed the downsides of
screening. p
g
p
;
NHS Cancer Screening Programme. 5
Breast screening:
the facts. 2007. www.cancerscreening.nhs.uk/
breastscreen/publications/ia-02.html. p
g
p
NHS Cancer Screening Programme. 5
Breast screening:
the facts. 2007. www.cancerscreening.nhs.uk/
breastscreen/publications/ia-02.html. p
Barratt A, Trevena L, Davey HM, McCaffery K. Use of
6
decision aids to support informed choices about
screening. BMJ 2003;329:507-10. Barratt A, Trevena L, Davey HM, McCaffery K. Use of
6
decision aids to support informed choices about
screening. BMJ 2003;329:507-10. This approach respects autonomy because
it encourages and enables people to consider
screening offers carefully. Although it can
incorporate strong recommendations, it does
not close down opportunities for thoughtful
refusals of screening. For example, practition
ers will avoid presenting screening as routine16
or necessary and will ensure people feel they
can safely say they do not think a test is right
for them. The consider an offer approach can
facilitate informed decision making about
screening, providing summary information
about the benefits and harms of screening to all
and decision aids with more detailed epidemi
ological information to those who want them
(figure), but it does not assume that autono
mous choice or informed decision making
will always require every individual to work
through detailed statistics for themselves. g
;
Irwig L, McCaffery K, Salkeld G, Bossuyt P. Informed
7
choice for screening: implications for evaluation. BMJ
2006;332:1148-50. g
Irwig L, McCaffery K, Salkeld G, Bossuyt P. Informed
7
choice for screening: implications for evaluation. BMJ
2006;332:1148-50. 2006;332:1148 50. Entwistle V. The potential contribution of decision aids t
8
screening programmes. Health Expect 2001;4:109-15. Beauchamp TL, Childress JF. 9
Principles of biomedical
ethics. 5th ed. Oxford: Oxford University Press, 2001. J
RG H
i
J Th
A W ll
D P i ;
Entwistle V. The potential contribution of decision aids to
8
screening programmes. Health Expect 2001;4:109-15. Entwistle V. The potential contribution of decision aids to
8
screening programmes. Health Expect 2001;4:109-15. g p g
p
;
Beauchamp TL, Childress JF. 9
Principles of biomedical
ethics. 5th ed. Oxford: Oxford University Press, 2001. ethics. 5th ed. Oxford: Oxford University Press, 2001. Jepson RG, Hewison J, Thompson A, Weller D. Patient
10
perspectives on information and choice in cancer
screening: a qualitative study in the UK. Soc Sci Med
2007;65:890-9. Provenance and pee r review: Not commissioned; Provenance and pee r review: Not commissioned;
externally peer reviewed. Consider an offer
Th
d
f But if you are particularly anxious about it
and concerned to find out, then we should take
that into account—but still bearing in mind that
the test is not 100% accurate and may lead to
unnecessary treatment Information about the financial and other
significant interests of the organisations and
individuals that recommend, offer, and provide
screening are relevant in some contexts Although I wouldn’t really recommend it, I can
arrange for a PSA test for you on the NHS…
You’ll find private health care providers more
enthusiastic about the test—but then they can
make money from it in a way that I can’t The income we get from government to
help run the practice depends in part on
us doing some of these checks, but we
recommend it because we think it can help
patients. The practice would still care for
you if you chose not to be screened People’s information needs vary. Initial
communications can usefully encourage
people to consider whether they have enough
information and enable those who want more to
access other potentially useful sources Does that give you enough to go on? I
can give you more information, or point
you towards a website that explains the
assessment in more detail Has that given you enough information, or
would you like more detail or more time to think
about it? I have a leaflet here that summarises
the information we’ve talked about, and it lists
a few other sources of information 790 BMJ | 4 october 2008 | Volume 337 ANALYSIS SPL
Patients offered screening can be helped to consider whether a test is appropriate Program, School of Public Health, University of Sydney
Kirsten McCaffery senior research fellow, Screening and
Diagnostic Test Evaluation Program, School of Public Health,
University of Sydney Glenn Salkeld professor, Screening and Diagnostic Test Evaluation
Program, School of Public Health, University of Sydney Vikki A Entwistle professor, Social Dimensions of Health Institute,
Universities of Dundee and St Andrews, Dundee, DD1 4HJ
v.a.entwistle@dundee .ac.uk
Stacy M Carter senior lecturer, Centre for Values, Ethics and Law
in Medicine, University of Sydney, Sydney, NSW 2006, Australia
and School of Public Health, University of Sydney
Lyndal Trevena senior lecturer, School of Public Health,
University of Sydney
Kathy Flitcroft research fellow, Screening and Diagnostic Test
Evaluation Program, School of Public Health, University of Sydney
Les Irwig professor, Screening and Diagnostic Test Evaluation Accepted: 21 June 2008 Contributors and sources: The article originated from a
seminar VAE gave to the Screening and Test Evaluation
Program at the School of Public Health, University of Sydney in
September 2007, supported by National Health and Medical
Research Council [Australia] program grant 402764 and a
University of Sydney international visiting research fellowship. The ideas were developed in subsequent discussions,
telephone conference calls, and email exchanges. These
drew on the authors’ experiences of developing, evaluating,
and thinking critically about information resources relating to
screening and on their familiarity with relevant literature. VAE
had the original idea for the article and drafted the manuscript. All authors contributed significantly to the content and to
improving structure and clarity. VAE is guarantor. Contributors and sources: The article originated from a
seminar VAE gave to the Screening and Test Evaluation
Program at the School of Public Health, University of Sydney in
September 2007, supported by National Health and Medical
Research Council [Australia] program grant 402764 and a
University of Sydney international visiting research fellowship. The ideas were developed in subsequent discussions The ideas were developed in subsequent discussions,
telephone conference calls, and email exchanges. These
drew on the authors’ experiences of developing, evaluating,
and thinking critically about information resources relating to
screening and on their familiarity with relevant literature. VAE
had the original idea for the article and drafted the manuscript. All authors contributed significantly to the content and to
improving structure and clarity. VAE is guarantor. Provenance and pee r review: Not commissioned;
externally peer reviewed. The consider an offer approach is less
demanding on those eligible for screening
than the analyse and choose approach, but it
puts more onus on providers to communicate
in a range of ways to meet diverse informa
tion needs. Some programmes already use
features of consider an offer—for example,
information about newborn bloodspot tests
presents recommendations and explanations
and points out that tests are not compulsory.22
But if the approach is found to be successful,
health service agencies will need to develop
more resources to support adoption by front
line health professionals. Woodrow C, Watson E, Rozmovits L, Parker R, Austoker J. 11
Public perceptions of communicating information about
bowel cancer screening. Health Expect 2008;11:16-25. bowel cancer screening. Health Expect 2008;11:16-25. g
p
Schwartz B. 12
The paradox of choice: why more is less. New
York: Harper Collins, 2004. Douglas K, Jones D. Top 10 ways to make better
13
decisions. New Sci 2007;194(2602):35-43. Mackenzie C, Stoljar N, eds. 14
Relational autonomy:
feminist perspectives on autonomy, agency and the
social self. New York: Oxford University Press, 2000. Kukla R. Conscientious autonomy: displacing decisions
15
in health care. Hastings Cent Rep 2005;35:34-44. Kukla R. How do patients know? 16
Hastings Cent Rep
2007;37:27-35. Meyers DT. 17
Self, society and personal choice. New York:
Columbia University Press, 1989. Because it accepts the reality of intellectual
outsourcing18 and the importance of trust,
the consider an offer approach makes people
vulnerable to manipulation: trust can be both
inappropriately placed and abused.21 How
ever, this vulnerability is arguably no greater
than with the be screened approach. Consider
an offer provides some protection by discuss
ing the basis of recommendations or offers,
facilitating assessment of the trustworthiness of
those who make them, and raising questions y
Appiah KA. 18
The ethics of identity. New Jersey: Princeton
University Press, 2005. Burkitt-Wright E, Holcombe C, Salmon P. Doctors’
19
communication of trust, care, and respect in breast
cancer: qualitative study. BMJ 2004;328:864. Entwistle VA, Prior M, Skea ZC, Francis J. Involvement
20
in decision-making: a qualitative investigation of
its meaning for people with diabetes. Soc Sci Med
2008;66:362-75. Baier A. Trust and antitrust. 21
Ethics 1986;96:231-60. UK National Screening Programme. 22
Screening
tests for your baby. 2007. www.screening.nhs.uk/
anpublications/baby_screening_tests.pdf. Cite this as: BMJ 2008;337:a1591 BMJ | 4 october 2008 | Volume 337 791
|
https://openalex.org/W2918420047
|
http://ojs.uho.ac.id/index.php/peternakan-tropis/article/download/5450/pdf
|
Indonesian
| null |
Kapasitasi Spermatozoa Sapi Peranakan Ongole dalam Berbagai Formulasi Pengencer Air Kelapa Selama Simpan Dingin
|
JITRO (Jurnal Ilmu dan Teknologi Peternakan Tropis)
| 2,019
|
cc-by-sa
| 3,404
|
ABSTRACT Coconut water extender is the solution to the difficulty and high cots of semen diluents. The
objective of this study were to examine the capacitation of Ongole Crossbreed sperm in various
formulations of coconut water extender during storage in 4-5 oC. The study method used laboratory
experimental. The experimental design was Randomized Completely Block Design and the data were
analyzed by Analyze of Variance. There are three treatments in this study (P1 = Coconut Water + 20% of
yolk, P2 = Coconut Water + 20% of yolk + 0,4% white egg + fructose 1 mg/ml, dan P3 = Coconut Water
+ 20% of yolk + 0,4% white egg + fructose 2 mg/ml) and ten replications of each treatment. There were
not significant differences in percentage of sperm uncapacitation, sperm capacitaion and sperm acrosom
reaction between various formulations of coconut water diluents during chilled storage at 4-5 oC. Coconut
water diluents are able to maintain quality of sperm acrosom up to day 5th with values above 50%. Keywords: acrosom reaction, capacitation, coconut water, liquid semen ABSTRAK Pengencer dasar air kelapa merupakan solusi dari sulit dan mahalnya harga pengadaan bahan
baku pembuatan pengencer. Tujuan dari penelitian ini adalah untuk mengetahui kapasitasi spermatozoa
sapi Peranakan Ongole dalam berbagai formulasi pengencer air kelapa selama simpan dingin pada suhu
4-5oC. Metodologi yang digunakan adalah eksperimantal laboratorium menggunakan rancangan acak
kelompok (RAK). Terdapat tiga perlakuan yaitu, P1 = Pengencer air kelapa + 20% kuning telur, P2 =
Pengencer air kelapa + 20% kuning telur + 0,4% putih telur + fruktosa 1000 mg/l. P3 = Pengencer air
kelapa + 20% kuning telur + 0,4% putih telur + fruktosa 2000 mg/l, dengan 10 ulangan. Hasil
menunjukkan bahwa tidak terdapat perbedaan yang signifikan pada persentase spermatozoa belum
kapasitasi, terkapasitasi dan telah rekasi akrosom antara perlakuan formulasi pengencer air kelapa yang
berbeda (P1, P2, P3) selama peyimpana suhu 2-5oC. Pengencer berbasis air kelapa mampu
mempertahankan kualitas akrosom diatas 50% penyimpanan hari ke lima. Kata kunci : air kelapa, kapasitasi, reaksi akrosom, semen cair *Email korespondensi: dedi.pendidik@gmail.com; trinil_susilawati@yahoo.com
(Diterima: 19 12 2018; disetujui 10 1 2019) *Email korespondensi: dedi.pendidik@gmail.com; trinil_susilawati@yahoo.com
(Diterima: 19 12 2018; disetujui 10 1 2019) (Diterima: 19-12-2018; disetujui 10-1-2019) (Diterima: 19-12-2018; disetujui 10-1-2019) Jurnal Ilmu dan Teknologi Peternakan Tropis,
Januari 2019, 6(1):85-91
http://ojs.uho.ac.id/index.php/peternakan-tropis Jurnal Ilmu dan Teknologi Peternakan Tropis,
Januari 2019, 6(1):85-91
http://ojs.uho.ac.id/index.php/peternakan-tropis Jurnal Ilmu dan Teknologi Peternakan Tropis,
Januari 2019, 6(1):85-91
http://ojs.uho.ac.id/index.php/peternakan-tropis Jurnal Ilmu dan Teknologi Peternakan Tropis,
Januari 2019, 6(1):85-91 p-ISSN: 2406-7489 e-ISSN: 2406-9337 Terakreditasi
Ditjen Penguatan Riset dan Pengembangan, Kemenristekdikti
Keputusan No: 21/E/KPT/2018, Tanggal 9 Juli 2018 Terakreditasi
Ditjen Penguatan Riset dan Pengembangan, Kemenristekdikti
Keputusan No: 21/E/KPT/2018, Tanggal 9 Juli 2018 Dedi Muhammad1*, Nurul Isnaini1, Kuswati1, Aulia Puspita Anugra Yekti1, Muchmad
Luthfi2, Lukman Affandhy Sunarto2, Trinil Susilawati1 *
1Fakultas Peternakan Universitas Brawijaya Malang
Jl. Veteran, Lowokwaru, Malang, Jawa Timur 65145
2Loka Penelitian Sapi Potong Grati
Jl. Pahlawan 2, Grati, Pasuruan, Jawa Timur 67184 Dedi Muhammad1*, Nurul Isnaini1, Kuswati1, Aulia Puspita Anugra Yekti1, Muchmad
Luthfi2, Lukman Affandhy Sunarto2, Trinil Susilawati1 *
1Fakultas Peternakan Universitas Brawijaya Malang
Jl. Veteran, Lowokwaru, Malang, Jawa Timur 65145
2Loka Penelitian Sapi Potong Grati
Jl. Pahlawan 2, Grati, Pasuruan, Jawa Timur 67184 *Email korespondensi: dedi.pendidik@gmail.com; trinil_susilawati@yahoo.com PENDAHULUAN et al., 2018). Bahan pengencer yang ditambah
bertujuan
untuk
memenuhi
nutrisi
dan
menyediakan lingkungan yang sesuai bagi
spermatozoa. Disamping itu pengencer juga
harus memiliki kemampuan untuk melindungi
spermatozoa dari kerusakan akibat suhu, dibuat Metode penyimpanan semen dalam bentuk
semen cair telah terbukti mampu menguragi
tingkat kerusakan membran spemratozoa. Semen
cair dibuat dengan menambahkan pengencer
kemudian disimpan pada suhu 2-4 oC (Susilawati 85 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 dari bahan-bahan lokal yang mudah didapatkan,
dan harganya tidak mahal (Susilawati, 2011). spermatozoa sapi PO (Peranakan Ongole) dalam
berbagai formulasi pengencer air kelapa selama
simpan dingin. dan harganya tidak mahal (Susilawati, 2011). Air kelapa sebagai bahan lokal yang
mudah didapatkan di lingkungan sekitar dapat
dijadikan sebagai pengencer semen alternatif. Kandungan beberapa karbohidrat, mineral, serta
zat-zat lain dalam air kelapa mampu memenuhi
kebutuhan spermatozoa. Vigliar, Sdepanian, and
Neto (2006) menyatakan bahwa air kelapa
mengandung unsur karbon berupa karbohidrat
sederhana,
seperti:
sukrosa,
glukosa,
dan
fruktosa. Yong et al. (2009) menambahkan
bahwa kandungan yang terkandung di dalam air
kelapa muda yaitu air 94,180 g/100g, lipid 0,073
g/100g, protein 0,120 g/100g, pH 4,7 dan
mengandung beberapa ion yaitu Na, Zn, Fe, P,
Ca, Mn, Cu serta beberapa asam amino yaitu
arginin,
metionin,
alanin,
lisin,
aspartat
fenilalanin,
glisin,
serin,
glutamat,
prolin,
histidin, isoleusin, treonin, valin dan leusin. Rancangan Penelitian Penelitian ini menggunaan Rancangan
Acak Kelompok (RAK) dengan 3 perlakuan dan
setiap
perlakukan
diulang
10
ulangan. Pengelompokan dilakukan berdasarkan waktu
penampungan. Perlakuan terdiri atas: Perlakuan
pertama (P1) = Pengencer air kelapa + 20%
kuning telur ayam ras. Perlakuan kedua (P2) =
Pengencer air kelapa + 20% kuning telur ayar ras
+ 0,4% putih telur + fruktosa 1000 mg/l. Dan
perlakuan ketiga (P3) = Pengencer air kelapa +
20% kuning telur + 0,4% putih telur + fruktosa
2000 mg/l. Hasil Audia et al. (2017); Mugiyati et al. (2017); Salim et al. (2018) menunjukkan bahwa
penggunaan pengencer air kelapa dengan varietas
yang berbeda sebagai pengencer semen kambing
boer
mampu
mempertahankan
kualitas
spermatozoa yang masih baik hingga hari ke 2
pada penyimpanan suhu 4-5oC. Daramola et al. (2016) menambahkan bahwa pengencer air
kelapa memiliki kemampuan menjaga intergitas
akrosom spermatozoa rusa dengan baik. Hal
tersebut memungkinkan spermatozoa terjaga dari
kapasitasi dan reaksi akrosom. Semen Sapi PO Semen sapi PO yang digunakan memiliki
kriteria motilitas massa minimal 2+, motilitas
individu minimal 70%. Frekuensi penampungan
paling banyak dua kali per minggu. Semen
ditampung menggunakan teknik vagina buatan. Lokasi dan Waktu Penelitian Penelitian dilaksanakan di Laboratorium
Loka Penetilian Sapi Potong Grati Pasuruan dan
Laboratorium Biomedik Fakultas Kedokteran
Universitas Brawijaya pada bulan April 2018. Pengencer Air Kelapa Pengencer air kelapa dibuat dari bahan
dasar air kelapa yang diambil dari jenis kelapa
hijau (Cocos nucifera) dengan usia buah 5 sampai
8 bulan. Sebelum air kelapa digunakan, terlebih
dahulu disaring menggunakan kertas saring halus
kemudian dipanaskan dengan suhu 57 oC selama
25
menit. Pamanasan
bertujuan
untuk
menonaktifkan enzim yang ada pada air kelapa. Setelah itu ditambahkan NaHCO3 1 mg/ml
sebagai buffer, antibiotik streptomycin sulfate 1
mg/ml dan penicillin 1 mg/ml, 20% kuning telur
ayam ras, dan sebagai perlakuan yaitu putih telur
ayam 0,4%, fruktosa 10 dan 20 mg/ml. Penambahan bahan pengencer selama
proses pengenceran semen dapat menyebabkan
turunnya kadar zat-zat yang terkandung dalam
plasma semen, misalnya kadar asam amino,
lemak dan ion-ion yang dapat mempengaruhi
keseimbangan
osmolaritas
yang
dapat
mempengaruhi
motilitas
dan
kapasitasi
spermatozoa (Adnani, Bebas, dan Budiasa,
2012). Sumber energi berupa fruktosa serta zat
makromolekul
berupa
protein
ditambahkan
dalam pengencer air kelapa diharapkan mampu
menggantikan beberapa zat yang telah hilang dari
plasma
semen
akibat
proses
pengenceran
sehingga mempu mempertahankan kehidupan
spermatozoa. Analisis Data Data
yang
diperoleh
dianalisa
menggunakan analisis ragam (ANOVA) dengan
RAK (Rancangan Acak Kelompok) kemudian
dilakukan
pengujian
lanjut
menggunakan
Duncan’s Multiple Range Test (Uji Jarak
Berganda Duncan). Rata-rata hasil pengamatan volume semen
dari sapi PO yang digunakan untuk penelitian
adalah 4,67 ± 0,58 ml. Tabel 1. Rata-rata kualitas semen sapi PO sebelum pengenceran
Parameter
Rata-rata ± simpang baku
Makroskopis
Volume per ejakulat (ml)
4,67 ± 0,58
Warna
Putih susu
pH
6,47 ± 0,12
Konsistensi
kental
Mikroskopis
Motilitas Massa
++
Motilitas Individu (%)
71,67 ± 2,89
Viabilitas (%)
91,39 ± 2,38
Abnormalitas (%)
2,81 ± 0,80
Konsentrasi (juta/ml)
1260,00 ± 222,71
Spermatozoa Belum Kapasitasi (%)
86,40 ± 1,97
Spermatozoa Terkapasitasi (%)
9,41 ± 1,35
Spermatozoa Telah Reaksi Akrosom (%)
4,19 ± 1,02 Tabel 1. Rata-rata kualitas semen sapi PO sebelum pengenceran
Parameter
Rata-rata ± simpang baku
Makroskopis
Volume per ejakulat (ml)
4,67 ± 0,58
Warna
Putih susu
pH
6,47 ± 0,12
Konsistensi
kental
Mikroskopis
Motilitas Massa
++
Motilitas Individu (%)
71,67 ± 2,89
Viabilitas (%)
91,39 ± 2,38
Abnormalitas (%)
2,81 ± 0,80
Konsentrasi (juta/ml)
1260,00 ± 222,71
Spermatozoa Belum Kapasitasi (%)
86,40 ± 1,97
Spermatozoa Terkapasitasi (%)
9,41 ± 1,35
Spermatozoa Telah Reaksi Akrosom (%)
4,19 ± 1,02 konsentrasi semen sapi bervariasi dari 1.000-
1.800 juta spermatozoa setiap mililiter atau 800-
2.000 juta spermatozoa setiap mililiter. Rata-rata
viabilitas spermatozoa sapi PO yang digunakan
untuk penelitian adalah 91,39±2,38 %. Hal
tersebut memiliki arti bahwa semen sapi PO yang
digunakan dalam penelitian termasuk memenuhi
syarat untuk digunakan. Ducha et al. (2013);
Ismaya (2014) yang menyatakan bahwa semen
yang akan diencerkan paling tidak minimal
jumlah spermatozoa yang hidup 70%. Hasil tersebut termasuk
rendah jika
dibandingkan dengan pernyataan Garner and
Hafez (2008) bahwa volume semen sapi hasil
penampungan berkisar antara 5-8 ml. Adapun pH
semen
rata-rata
6,47±0,12. Hasil
tersebut
memperlihatkan
bahwa
pH
semen
yang
digunakan untuk penelitian adalah normal. Ax et
al., (2008) menjelaskan bahwa pH semen sapi
berkisar antara 6,4 sampai 7,8. Rata-rata persentase motilitas massa semen
sapi PO yang digunakan untuk penelitian adalah
2+. Persyaratan motilitas massa agar semen dapat
diproses minimal 2+ (Ducha et al., 2013). Rataan
motilitas individu semen segar sapi PO yang
digunakan adalah 71,67±2,89 %. Muhammad et
al. (2016) menyatakan bahwa syarat minimal
nialai motilitas semen untuk diencerkan adalah
70%. Nilai konsentrasi spermatozoa semen sapi
PO yang digunakan adalah 1260,00±222,71
juta/ml. Pemeriksaan Status Akrosom (CTC) Metode
pemeriksaan
status
akrosom
menggunakan mikroskop epiflouresence dengan
pewarnaan Chlortetracycline (CTC). Prosedur
pewarnaan
CTC
yang
digunakan
dalam
pemeriksaan status akrosom dilakukan dengan
cara yaitu 45 µl semen
yang diperiksa
dimasukkan ke dalam ependrof kapasitas 1,5 ml,
tambahkan 45 µl larutan pewarna CTC kemudian
goyang - goyang selama 2-3 menit, setelah itu Pengencer dengan bahan dasar air kelapa
dengan penambahan kuning telur sebagai bahan
krioprotektan, fruktosa sebagai substrat energi
tambahan dan putih telur sebagai makromolekul
diharapkan dapat mempertahankan kualitas dan
status belum kapasitasi spermatozoa seoptimal
mungkin. Berdasarkan uraian tersebut perlu
dilakukan
penelitian
tentang
kapasitasi 86 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 Kualitas Semen Sapi PO Pemeriksaan semen sapi PO sebelum
diencerkan meliputi pemeriksaan makroskopis
dan mikroskopis. Pemeriksaan makroskopis
meliputi pemeriksaan pH, warna, volume, dan
konsistensi
spermatozoa. Pemeriksaan
mikroskopis terdiri dari pemeriksaan motilitas
massa,
motilitas
individu,
abnormalitas,
viabilitas,
konsentrasi,
status
akrosom
spermatozoa. Rata-rata dan simpangan baku
kualitas semen sapi PO sebelum dilakukan
pengenceran dapat dilihat pada Tabel 1. HASIL DAN PEMBAHASAN ditambahkan 8 µl CTC Fixative dan digoyang
lagi selama 1 menit. Dari larutan tersebut diambil
10 µl kemudian ditempatkan pada object glass
kemudian ditambahkan 10 µl larutan 1,4-
diazabicyclooctane
(DABCO)
kemudian
dicampur rata secara hati-hati, setelah itu ditutup
dengan cover glass. Tahap terakhir ditutup
dengan tisu yang tebal kemudian ditekan-tekan
secara
hati-hati,
tepi
cover
glass
ditutup
menggunakan cutex untuk melindungi preparat
dari kerusakan (Morado et al., 2015). Kualitas Semen Sapi PO Spermatozoa Belum Kapasitasi Pemeriksaan
status
akrosom
pada
spermatozoa terdiri dari persentase spermatozoa
belum
kapasitasi,
persentase
spermatozoa
terkapasitasi, dan persentase spermatozoa yang
telah rekasi akrosom. Kondisi status akrosom
spermatozoa sapi teridentifikasi salah satunya
melalu perubahan peredaran kalsium pada sel
spermatozoa yang bisa diamati menggunakan
mikroskop epi-fluoresens dengan pewarnaan
CTC. Hasil
pengamatan
spermatoza
menggunakan
mikroskop
epi-fluoresens
ditunjukkan dalam Gambar 1. Gambar 1. Status Akrosom Spermatozoa Diamati
Dengan Mikroskop Epi-fluorescence. a =
belum
kapasitasi,
b:
spermatozoa
terkapasitasi, c: spermatozoa telah rekasi
akrosom. b
a
c Analisis Data Garner and Hafez (2008) bahwa Rata-rata persentase spermatozoa pada
semen sapi PO yang belum mengalami kapasitasi
secara berurutan yaitu 86,4±2,0%. Rata-rata
persentase spermatozoa yang sudah mengalami
kapasitasi
yaitu
9,4±1,3%. Dan
rata-rata
presentase spermatozoa yang telah mengalami
reaksi
akrosom
yaitu
4,2±1,0%. Ervandi,
Susilawati, Wahyuningsih (2013) menyatakan
bahwa
semen
sapi
memiliki
rata-rata 87 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 maupun setelah pengenceran ditinjukkan pada
Tabel 2. spermatozoa yang belum mengalami kapasitasi
sebesar
87,5%,
spermatozoa
yang
telah
mengalami kapasitasi 9,4% dan telah mengalami
reaksi akrosom 3,0%. Yeste, Briz, Pinart,
Sancho, Garcia-Gil, Badia, Bassols, Pruneda,
Bussalleu, Casas, Bonet (2008) menyatakan
bahwa angka status akrosom semen sapi yaitu
spermatozoa belum kapasitasi sekitar 85%,
spermatozoa terkapasitasi sekitar 10%, dan
spermatozoa telah mengalami reaksi akrosom
sekitar 7%. Hasil analisis ragam dari persentase
spermatozoa yang belum mengalami kapasitasi
selama penyimpanan pada suhu dingin antar
formulasi pengencer air kelapa yang berbeda (P1,
P2, dan P3) menunjukkan tidak terdapat
perbedaan yang nyata (P>0,05) pada peyimpanan
hari ke-1 dan kari ke-5. Meskipun demikian,
persentase spermatozoa yang belum mengalami
kapasitasi tergolong tinggi dari semua perlakuan
hingga penyimpananhari ke-5 yaitu di atas 60%. Spermatozoa dalam mempertahankan kondisi
sehingga tidak mengalami kapasitasi sangat
dipengaruhi oleh kolesterol membran. Moore et
al. (2005) melaporkan bahwa kejadian penurunan
yang
signifikan
pada
kolesterol
membran
spermatozoa setelah dilakukan penurunan suhu
yang sangat drastis. Kolesterol pada membran
memiliki fungsi sebagai agen kapasitasi, jumlah
dan
distribusi
kolesterol
pada
membran
mengindikasikan
tahapan-tahapan
kapasitasi. Gualtieri (2010) menambahkan bahwa penipisan
kolesterol membran spermatozoa menyebabkan
peningkatan permeabilitas membran terhadap
kalsium dan bikarbonat intraseluler yang pada
akhirnya mengurangi persentase spermatozoa
yang belum mengalami kapasitasi. Spermatozoa Terkapasitasi a
c Kapasitasi adalah proses pelepasan bahan-
bahan pelapis membran spermatozoa secara
bertahap,
terutama
pada
bagian
akrosom
(Susilawati, 2011). Persentase spermatozoa yang
telah mengalami kapasitasi merupakan salah satu
parameter
yang
perlu
diperhatikan
untuk
menentukan kualitas spermatozoa (Gualtieri,
2010). Rata-rata persentase spermatozoa yang
telah mengalami kapasitasi pada kondisi segar,
setelah penyimpanan hari ke-1 dan
ke-5
ditinjukkan pada Tabel 3. Gambar 1. Status Akrosom Spermatozoa Diamati
Dengan Mikroskop Epi-fluorescence. a =
belum
kapasitasi,
b:
spermatozoa
terkapasitasi, c: spermatozoa telah rekasi
akrosom. Hasil analisis ragam terhadap persentase
spermatozoa yang telah mengalami kapasitasi
selama penyimpanan pada suhu dingin antar
formulasi pengencer air kelapa yang berbeda (P1,
P2,
dan
P3)
juga
menunjukkan Adapun rata-rata dan simpang baku
spermatozoa yang belum mengalami kapasitasi
pada semen sapi PO baik sebelum pengenceran
Tabel 2. Rata-rata spermatozoa belum kapasitasi P
Rata-rata spermatozoa belum kapasitasi (%) ± Simpang baku
Segar
H1
H5
P1
86,02 ± 2,63
83,7 ± 0,56
64,85 ± 0,70
P2
86,02 ± 2,63
83,9 ± 1,23
66,03 ± 0,91
P3
86,02 ± 2,63
83,6 ± 1,45
65,87 ± 0,22
Keterangan : P = Perlakuan, H = Hari penyimpanan. 88 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 Hasil
analisis
ragam
persentase
spermatozoa
yang
telah
mrngalami
reaksi
akrosom antar perlakuan formulasi pengencer air
kelapa yang berbeda (P1, P2, P3) yang berbeda
pada bangsa sapi PO selama simpan dingin pada
suhu
4-5oC
menunjukkan
tidak
terdapat
perbedaan
yang
nyata
(P
>0,05)
pada
peyimpanan hari ke-1 dan hari ke-5. Persentase
keutuhan akrosom tersebut mengindikasikan
bahwa tidak terdapat kerusakan spermatozoa
yang dapat menurunkan kualitas kemampuan
fertilisasi dari spermatozoa selama penyimpanan
menggunakan pengencer air kelapa. Hernandez et
al. (2012) menyatakan bahwa spermatozoa
dikatakan kehilangan kemampuan fertilisasinya
apabila kerusakan akrosom melebihi 50%. Kerusakan
akrosom
spermatozoa
tersebut
berkaitan dengan fungsi membran sebagai
pelindung akrosom spermatozoa. Guyton dan
Hall (2007) menambahkan bahwa kolesterol
merupakan salah satu komponen penyusun
membran spermatozoa dan juga berfungsi
memberikan
sifat
fluiditas
pada
membran
sehingga
tidak
mudah
rusak. Kandungan
kolesterol tinggi pada membran akan membuat
membran semakin bersifat lentur sebaliknya
semakin rendah kandungan kolesterol pada
membran
akan
menyebabkan
spermatozoa
semakin mudah mengalami kerusakan. tidak terdapat perbedaan yang nyata (P>0,05)
pada peyimpanan hari ke-1 dan kari ke-5. Meskipun tidak menunjukkan perbedaan yang
nyata antar perlakuan namun berdasarkan hasil
pada tabel diketahui bahwa jumlah spermatozoa
yang mengalami kapasitasi sebakin hari semakin
meningkat. Moore et al. (2005); Guyton dan Hall
(2007) menjelaskan terjadinya penurunan yang
signifikan pada kolesterol membran spermatozoa
setelah pengenceran dan pendinginan. Spermatozoa Terkapasitasi Kolesterol
pada membran dapat berfungsi sebagai agen
kapasitasi. Jumlah serta distribusi kolesterol
membran spermatozoa mengindikasikan tahapan-
tahapan kapasitasi. Penipisan kolesterol pada
membran merupakan salah satu tahapan pertama
dari kejadian kapasitasi yang ditandai oleh
penurunan
stabilitas
membrane. Penipisan
kolesterol
membran
dapat
menyebabkan
peningkatan kalsium intraseluler dan bikarbonat
untuk mengaktifkan AC, menghasilkan cAMP,
dan mengaktifkan PKA, selanjutnya protein
kinase membuka kanal ion pada membran dan
memodulasi peningkatan kalsium intraseluler. Spermatozoa Telah Reaksi Akrosom Rata-rata
spermatozoa
yang
telah
mengalami reaksi akrosom pada kondisi segar,
setelah penyimpanan hari ke-1 dan
ke-5
ditinjukkan pada Tabel 4. Tabel 3. Rata – rata spermatozoa terkapasitasi
P
Rata-rata spermatozoa belum kapasitasi (%) ± Simpang baku
Segar
H1
H5
P1
9,99 ± 2,63
10,71 ± 0,56
23,27 ± 0,70
P2
9,99 ± 2,63
10,90 ± 0,60
21,87 ± 0,35
P3
9,99 ± 2,63
10,79 ± 0,31
22,11 ± 1,06
Keterangan : P = Perlakuan, H = Hari penyimpanan. Tabel 3. Rata – rata spermatozoa terkapasitasi Tabel 4. Rata-rata spermatozoa telah reaksi akrosom
P
Rata-rata spermatozoa belum kapasitasi (%) ± Simpang baku
Segar
H1
H5
P1
3,99 ± 1,36
5,56 ± 0,20
11,80 ± 0,40
P2
3,99 ± 1,36
5,21 ± 0,64
12,11 ± 0,56
P3
3,99 ± 1,36
5,61 ± 1,14
12,02 ± 0,84
Keterangan : P = Pelakuan, H = Hari penyimpanan. DAFTAR PUSTAKA Guyton A.C. & J.E. Hall. 2007. Fisiologi
Kedokteran. Edisi 11. Penerbit Buku
Kedokteran EGC. Jakarta. Adnani Luh P.D.H, W. Bebas, & M.K. Budiasa. 2012. Penambahan bovine serum albumin
pada pengencer kuning telur terhadap
motilitas dan daya hidup spermatozoa
anjing. Indonesia
Medicus
Veterinus
1(4):519-529. Hernandez
P.J.E. R.F. Fernandez,
S.J.L. Rodriguez, M.Y.G. Soto, J.E.H. Verona, &
R.A.D. Garcia. 2012. Post-thaw acrosomal
viability and reaction in sperm obtained
from equine epididymis tail. Rev Salud
Anim. 34(2):84-88. Audia R.P., M.A. Salim, N. Isnaini & T. Susilawati. 2017. Pengaruh perbedaan
kematangan air kelapa hijau sebagai bahan
pengencer yang ditambah 10% kuning
telur terhadap kualitas semen cair kambing
Boer. Jurnal Ternak Tropika 18(1):58-68. Ismaya. 2014. Bioteknologi Inseminasi Buatan
pada Sapi dan Kerbau. Gadjah Mada
University Press. Yogyakarta. Moore A.I., E.L. Squires, & J.K. Graham. 2005. Adding cholesterol to the stallion sperm
plasma membrane improve cryosurvival. Cryobiology 51(3):241-249. Ax R., M. Dally, B. Didion, R. Lenz, C. Love, D. Varner, Hafez, & M. Bellin. 2008. Semen
Evaluation. In Reproduction in Farm
Animal (7th edition). Edited by Hafez,
E.S.E. Co. Director. Reproductive Health
Kiawah Island. South Carolina. USA. pp
365-370. Morado S., V. Pereyra, E. Breininger, R. Sara, &
P. Cetica. (2015). Study of sperm
evaluation
parameters
to
estimate
cryopreserved
bovine
semen
fertility. Austin Journal of Veterinary Science &
Animal Husbandry 2(1):1005. Daramola J.O, E.O. Adekunle, O.E. Oke, O.M. Onagbesan,
I.K. Oyewusi,
&
J.A. Oyewusi. Effects of coconut (Cocos
nucifera) water with or without egg-yolk
on
viability
of
cryopreserved
buck
spermatozoa. Anim. Reprod.,
Belo
Horizonte 13(2):57-62. Muhammad
D.,
T. Susilawati,
&
S. Wahjuningsih. 2016. Pengaruh
penggunaan CEP-2 dengan suplementasi
kuning telur terhadap kualitas spermatozoa
sapi FH (Frisian Holstein) kualitas rendah
selama penyimpanan suhu 4-5oC. Jurnal
Ternak Tropika 17(1):66-76. Ducha N., T. Susilawati, Aulanni’am, & S. Wahjuningsih. 2013. Motilitas
dan
viabilitas
spermatozoa
sapi
Limousin
selama penyimpanan pada refrigerator
dalam
pengencer
CEP-2
dengan
suplementasi
kuning
telur. Jurnal
Kedokteran Hewan 7(1):5-8. Mugiyati, M. A. Salin, N. Isnaini, & T. Susilawati. 2017. Pengaruh air kelapa
merah yang muda dan tua sebagai
pengencer
terhadap
kualitas
semen
kambing
Boer
selama
penyimpanan
dingin. Jurnal Ternak Tropika 18(1):20-26. Ervandi M., T. Susilawati, & S. Wahyuningsih. 2013. Effect of Different Diluents on the
Quality of Sperm Sexing Cows With a
Gradient
Albumin
(Egg
White). Indonesian
Journal
of
Animal
and
Veterinary 18 (3):177-184. Salim M.A., M.N. Ihsan, N. Isnaini, A.P.A. Yekti, & T. Susilawati. 2018. KESIMPULAN Kemenristek
DIKTI
yang
telah
memberikan dana penelitian dengan skema
PUPTN
dan
Lembaga
Pengelolah
Dana
Pendidikan (LPDP) melalui program BPI. Terima
kasih juga kepada Loka Penelitian Sapi Potong
Grati yang menyediakan tempat penelitian. Tidak terdapat perbedaan pada persentase
spermatozoa belum kapasitasi, terkapasitasi, dan
telah rekasi akrosom antara perlakuan formulasi
pengencer air kelapa yang berbeda (P1, P2, P3)
selama peyimpana suhu 2-5oC. Pengencer
berbasis air kelapa mampu mempertahankan
kualitas akrosom diatas 50% penyimpanan hari
ke lima. 89 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 DAFTAR PUSTAKA Quality of
Boer goad liquid semen on different
coconut water diluent (Cocos nucifera)
during cold storage. Asian Journal of
Microbiology,
Biotechnology
&
Environmental Sciences 20:150-157. Garner D.L. & E.S.E. Hafez. 2008. Spermatozoa
and Seminal Plasma. In Reproduction in
Farm Animals (7th edition). Edited by
E.S.E
Hafez
and
B. Hafez. 2008. Lippincott
&
Williams. Baltimore,
Marryland. USA. pp 96-109. Susilawati, T. 2011. Spermatology. Universitas
Brawijaya (UB) Press. Malang. Susilawati T., D. Ratnawati, N. Isnaini, Kuswati
& A. P. A. Yekti. 2018. Character of liquid
semen motility in various diluents on
Balinese cattle during cold storage. Asian
Journal of Microbiology, Biotechnology &
Environmental Sciences 20(1):166-172. Gualtieri
R. 2010. Ability
of
Sulfated
Glycoconjugates and Disulfide Reductants
to Release Bovine Epididymal Sperm
Bound to the Oviductal Epithelium In
Vitro.Theriogenology 73:1037-1043. 90 Muhammad et al./Jurnal Ilmu dan Teknologi Peternakan Tropis 6(1):85-91 Vigliar R., V. L. Sdepanian, & U. Fagundes-
Neto. 2006. Biochemical
profile
of
coconut water from coconut palms planted
in an Inland Region. Jornal de Pediatria. 82(4):308-312. Yeste, M., M. Briz, E. Pinart, S. Sancho, N. Garcia-Gil, E. Badia, J. Bassols, Pruneda,
E. Bussalleu, I. Casas, & S. Bonet. 2008. Hyaluronic
acid
delays
boar
sperm
capacitation after 3 days of storage at 15
oC. animal reproduction science 109:236-
250. Yong J.W.H., L. Ge, Y.F. Ng & S.N. Tan. 2009. The chemical composition and biological
properties of coconut (Cocos nucifera L.)
water. Molecules. 14: 5144-5164. 91
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https://openalex.org/W2182824184
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https://zenodo.org/record/8264973/files/IJBB-V1-No1-p27-33.pdf
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English
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In vivo study on the efficacy of hypoglycemic activity of Spirulina plantesis in long evan rats.
|
Zenodo (CERN European Organization for Nuclear Research)
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cc-by
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Nurunnahar Fayzunnessa1, M Alam Morshed1,2,3*, Azim Uddin3, Anzana Parvin1, Rahman
Saifur1 1Department of Biotechnology and Genetic Engineering, Islamic University, Kushtia 7003, Bangladesh. 2Department of Biochemistry and Cell Biology, Bangladesh Institute of Health Sciences (BIHS), Darus
Salam, Dhaka 1216, Bangladesh Received: 02 May 2011
Revised: 08 May 2011
Accepted: 09 May 2011 *Corresponding author: M Alam Morshed morshedbt@gmail.com In vivo study on the efficacy of hypoglycemic activity of Spirulina plantesis in
long evan rats In vivo study on the efficacy of hypoglycemic activity of Spirulina plantesis in
long evan rats Nurunnahar Fayzunnessa1, M Alam Morshed1,2,3*, Azim Uddin3, Anzana Parvin1, Rahman
Saifur1 Introduction Spirulina, a blue-green alga, is now becoming a health
food worldwide. It is a multicellular, filamentous
cyanobacterium belonging to algae of the class
Cyanophyta (Anitha et al., 2006). The United Nations
world food conference declared spirulina as “the best
for tomorrow”, and it is gaining popularity in recent
years as a food supplement (Kapoor et al., 1993). The
spirulina ability as a potent anti-viral (Hayashi et al.,
1996; Hayashi et al, 1993; Patterson, 1993; Gustafson
et al. 1989), anti–cancer (Babu et al. 1995; Lisheng et
al. 1991; Qishen et al. 1988; Schwartz et al. 1986;
Schwartz, 1988), hypocholesterolemic (Nakaya et al.,
1988; Kato et al., 1984) and health improvement
(Annapurna et al., 1991) agent is gaining attention as
a
nutraceutical
and
a
source
of
potential
pharmaceutical. Diabetes mellitus is a disease due to abnormality of
carbohydrate metabolism and it is mainly linked with
low blood insulin level or insensitivity of target organs
to insulin. It is the most prevalent chronic disease in
the world affecting nearly 25% of the population
(Ghosh et al., 2001). Hyperglycemia is an important character of diabetes
mellitus, an endocrine disorder based disease. In
modern medicine, no satisfactory effective therapy is
still available to cure diabetes mellitus (Berger, 1985). Though pharmaceutic drugs like sulfonylureas and
biguanides are used for the treatment of diabetes but
these are either too expensive or have undesirable
side effects or contraindications (Berger, 1985; Rang,
1991). In recent years, there has been renewed interest
in plant medicine (Dubey, 1994; Prince, 1998; Ladeji,
2003) for the treatment against different diseases as
herbal drugs are generally out of toxic effect (Geetha,
1994; Rao, 2003) reported from research work
conducted on experimental model animal. Although
in human, whether there is any toxic effect are not
investigated, isolated studies screened various plants
having “folk medicine reputation” by biochemical test
for this for antidiabetogenic effect (Vats, 2002) Diabetes mellitus, a metabolic disorder, is becoming a
major health problem. Many groups have reported on
the antidiabetic activity of Spirulina platensis
(Anuradha et al., 2001; Anitha et al., 2006). Despite
that, its hypoglycemic potential regarding to its mode
of action remains largely untapped owing to the
inadequate documentation and validation of its
activity against known oral hypoglycemic drugs. In
this regard the present study was undertaken to
evaluate the hypoglycaemic activity of Spirulina
platensis in the animal model. Abstract The ethanol extract of Spirulina platensis was investigated for antihyperglycemic effects in Long Evans rats. Three tests were carried out to assess these activities. The extract caused a dose dependent inhibition of
glucose absorption and showed hypoglycemic effects at rats weighing from 110 – 150 gram. The anti-diabetic
effects were estimated by measuring the amount of glucose in the samples collected after the experiment. The
extract at a dose level of 250mg/kg showed significant result (p<0.05) at 15 minutes and the dose level of
500mg/kg showed significant efficacy (p<0.05) at 10 and 15 minutes and the glucose absorption rates were
38.94±0.21, 34.99±1.91 and 40.86±0.07 respectively. The present study explored the extra pancreatic action
of the plant in Long Evans rats. This study suggests that ethanol extract of Spirulina platensis has anti-
diabetic effects in a dose dependant manner and these may be effective in the treatment of diabetes. *Corresponding author: M Alam Morshed morshedbt@gmail.com 27 | Fayzunnessa et al. Introduction In the present study we
explored
the
extra
pancreatic
action
of
the
cyanobacterium in Long Evans rats. Spirulina is a microscopic blue-green aquatic plant
and it is the nature‟s richest and most complete source
of organic nutrition. The concentrated nutritional
profile of Spirulina occurs naturally, so it is ideal for
those preferring a whole food supplement to artificial
nutrient sources. Spirulina, the blue-green alga, has a
unique blend of nutrients that no single source can
provide. It contains a wide spectrum of nutrients that
include B-complex vitamins, minerals, good quality
proteins,
gamma-linolenic
acid
and
the
super
antioxidants, beta-carotene, vitamin E and trace
elements. Spirulina is fast emerging as a whole
answer to the varied demands due to its impressive
nutrient
composition
which
can
be
used
for
therapeutic uses (Venkataraman, 1998). Plant materials and preparation of test samples The powder of Spirulina platensis was collected from
Science Laboratory, Dhaka, Bangladesh. The powder
was then soaked in 80% ethanol. These suspensions
were filtered with thin and clean cloth and then
filtered by filter paper. The suspensions were
evaporated by Rotary evaporator (Bibby RE-200,
Sterilin Ltd., UK) at 680C. In this case, 175mbar (to
remove ethanol), 72mbar (to remove water) pressure 28 Fayzunnessa et al. hydrolyze the sucrose and then neutralized with
NaOH. The blood glucose level and the amount of
glucose liberated from residual sucrose in the
gastrointestinal tract were measured. Then the
gastrointestinal sucrose content was calculated from
the amount of liberated glucose (Goto et al 1995). Glucose was measured by glucose-oxidase (GOD-PAP)
method. and
160rpm
rotation
speed
were
maintained
constantly. Finally, freeze-drier (HETOSICC, Heto
Lab Equipment, Denmark) was used to get complete
extract from the gummy extract and preserved at
+4ºc. Experimental animals The study was conducted with adult (both sex) Long-
Evans rats (weighing 110±150g). They were bred at
the BIRDEM animal house and maintained at a
constant room temperature of 22±50C, 40-70%
humidity conditions and the natural day-night cycle
with an ad libitum access to food except the day of
experimental procedure when animals were used after
12hrs fasting. The influence of circadian rhythms was
avoided by starting all experiments at 8.30 a.m. Effects on intestinal glucose absorption
An intestinal perfusion technique (Swintosky and
Pogonowska-Wala, 1982) was used to study the effects
of
Spirulina
platensis
extracts
on
intestinal
absorption of glucose in rats fasted for 36 hours and
anesthetized with sodium pentobarbital (50 mg/kg). The plant extracts were added to a kreb‟s solution
(g/L 1.02 CaCl2, 7.37 NaCl, 0.20 KCl, 0.065
NaH2PO4.6H2O, 0.6 NaHCO3, pH 7.4), supplemented
with glucose (54.0 g/L) and perfused at a perfusion
rate of 0.5 mL/min for 30 min through the
duodenum. The perfusate was collected from a
catheter set at 40 cm. The system was set at a constant
temperature of 37 0C. Spirulina platensis extracts
were added to Kreb‟s solution to a final conc. of
5mg/ml and 10mg/ml, so that the amount of extract
in the perfused intestine is equivalent to the dose of
250 g/kg and 500g/kg body weight respectively. The
control group was perfused only with Kreb‟s buffer
supplemented
with
glucose. The
results
were
expressed
as
percentage
of
absorbed
glucose,
calculated from the amount of glucose in solution
before and after the perfusion. Effects on intestinal glucose absorption
An intestinal perfusion technique (Swintosky and
Pogonowska-Wala, 1982) was used to study the effects
of
Spirulina
platensis
extracts
on
intestinal
absorption of glucose in rats fasted for 36 hours and
anesthetized with sodium pentobarbital (50 mg/kg). Biochemical procedure Biochemical procedure
Serum glucose levels were estimated by glucose
oxidase (GOD/POD) method (Sera Pak, USA). The
absorbance was measured by microplate ELISA
Reader (Bio-Tek EL-340, USA). Effect on sucrose absorption from gastrointestinal
tract Experiments were carried out on normal rats. Extracts
of Spirulina platensis were fed to the rats by using a
syringe (3ml) with a metallic tube that was smooth
and curved at the end, which led the feed directly to
the stomach. Rats were fasted for 12 h before
receiving a 50% sucrose solution by gavage (2·5
g/kg/5ml body weight) with (for experimental) or
without (for control) ethanolic extract of Spirulina
platensis (0·5 g/kg body weight). Blood samples were
collected by amputation of the tail tip under mild
diethyl ether anesthesia (Mamun et al, 2001). Blood
samples were collected at 30 min before sucrose load
and at 30, 60, 180 and 360 min after sucrose
administration to determine the glucose level. Finally
rats were sacrificed to collect the gastrointestinal
tract. The gastrointestinal tract was excised and
divided into 6 segments: the stomach, the upper 20
cm, middle, and lower 20 cm of the small intestine,
the cecum, and the large intestine. Each segment was
washed out with ice-cold saline, acidified with H2SO4
and centrifuged at 3000 rpm (1000 g) for 10 min. The
supernatant thus obtained was boiled for 2 h to Statistical analysis Data from the experiments were analyzed using the
Statistical Package for Social Science(SPSS) software 29 Fayzunnessa et al. for windows version 17 (SPSS Inc., Chicago, Illinois,
USA). All the data were expressed as Mean ± SD. Statistical analysis of the results were performed by
using one-way analysis of variance (ANOVA) followed
by Dunnett's t-test for comparisons. The limit of
significance was set at p<0.05. gradually decreased from 20 min to 30 min. The
extract at a dose level of 250mg/kg showed significant
result at 15 minutes (p<0.05) and the dose level of
500mg/kg showed significant efficacy at 10 and 15
minutes (p<0.05). 0
10
20
30
40
50
60
05
min
10
min
15
min
20
min
25
min
30
min
Time (Minute)
% Absorption of glucose
Control
Ext_250
Ext_500
Fig. 2. The effect of Spirulina platensis on intestinal
glucose absorption with respect to time compared to
control rats. 0
10
20
30
40
50
60
05
min
10
min
15
min
20
min
25
min
30
min
Time (Minute)
% Absorption of glucose
Control
Ext_250
Ext_500 Effect on sucrose absorption from gastrointestinal
tract The six-segment study was performed to assess the
amount of sucrose remaining in the GIT at six
different positions. The various data for sucrose
absorption in the gastrointestinal tract are presented
in the Fig. 1. The amount sucrose unabsorbed in
different GIT segments showed that in control rats vs. rats fed with 500mg/kg extract at 30, 60, 180, and
360 minutes in mmol/l were 0.120 vs. 0.149, 0.038
vs. 0.057, 0.003 vs. 0.003 and 0.004 vs. 0.085
respectively. Fig. 2. The effect of Spirulina platensis on intestinal
glucose absorption with respect to time compared to
control rats. Discussion 0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
30 min
60 min 180 min 360 min
Time
Unabsorbed Sucrose (mmol/l)
control
extract 500mg/kg 0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
30 min
60 min 180 min 360 min
Time
Unabsorbed Sucrose (mmol/l)
control
extract 500mg/kg
Fig. 1. Graph comparing the total sucrose content in
the whole gastrointestinal tract at 30 minutes, 60
minutes, 180minutes, and 360minutes in a group of
control rats vs. rats given a gavage with Spirulina
platensis extract 0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
30 min
60 min 180 min 360 min
Time
Unabsorbed Sucrose (mmol/l)
control
extract 500mg/kg Hypoglycemic activity that is found when given with a
simultaneous glucose load in diabetic rats indicates
that the extracts may interfere with the intestinal
glucose absorption in the gut by various mechanisms
(Nahar et al., 2000; Vinik and Wing, 1990; Lempcke,
1987). It may be postulated that the plant extract
might stimulate glycogenesis in the liver, which is
enhanced by feeding (Creutzfeld et al., 1979). Time One of the objectives of the present study was to
investigate whether the antihyperglycemic effect is
related to the inhibition of carbohydrate absorption
in the gut. In order to confirm this hypothesis, we
examined sucrose content in six segments of the rat
gastrointestinal
tract
after
simultaneous
administration of sucrose. The extract of Spirulina
platensis suppressed postprandial hyperglycemia
after sucrose ingestion till 30 minutes in the stomach
and upper 20cm of the small intestine and all
throughout the small intestine till 60 minutes. The
extract increased the residual sucrose content at these
times after sucrose administration. After 180 min, Fig. 1. Graph comparing the total sucrose content in
the whole gastrointestinal tract at 30 minutes, 60
minutes, 180minutes, and 360minutes in a group of
control rats vs. rats given a gavage with Spirulina
platensis extract. Fig. 1. Graph comparing the total sucrose content in
the whole gastrointestinal tract at 30 minutes, 60
minutes, 180minutes, and 360minutes in a group of
control rats vs. rats given a gavage with Spirulina
platensis extract. Results Effect on sucrose absorption from gastrointestinal
tract Effect on intestinal glucose absorption As shown in Fig. 2, intestinal glucose absorption in
non-diabetic control rats was gradually increased
during 30 min of perfusion. Addition of Spirulina
platensis to the glucose perfusate resulted an increase
in intestinal glucose absorption at 10 min which were 30 Fayzunnessa et al. of selected diabetic patients. Indian J Nutr Dietet 38,
40-44. the concentration of sucrose detected throughout the
gut indicated that most of the sucrose was absorbed. This result suggests that the extract can delay sucrose
absorption without completely inhibiting it, which
might be due to inhibition on rapid digestion and
absorption of carbohydrate at the upper part of
intestine and undigested carbohydrate is digested and
absorbed after 180 min. These findings suggest that
the reduction of hyperglycemia by the extract is, at
least partly, related to the retardation of carbohydrate
absorption in the gut. This was also confirmed in gut
perfusion experiment, where the extract reduced
intestinal glucose absorption, especially around 5 and
15 minutes, when the dose was administered at
250mg/kg body weight and around 5, 15, and 20
minutes, when the dose was administered at
500mg/kg body weight. Babu M. 1995. Evaluation of chemoprevention of
oral cancer with Spirulina fusiformis. Nutr Cancer
24,197-202. Berger W. 1985. Incidence of severe side effects
during therapy with sulphonylureas and biguanides. Hormones Metabolic Res.17, 111-5. Berger W. 1985. Incidence of severe side effects
during therapy with sulphonylureas and biguanides. Hormones Metabolic Res.17, 111-5. Creutzfeld W. 1979. The incretin concept today. Diabetologia 16, 75-85. Dubey G.P., Dixit S.P., Alok S. 1994. Alloxan-
induced diabetes in rabbits and effect of herbal
formulation D-400. Indian Journal of Pharmacology
26, 225-226. In conclusion, the present study demonstrated that
the extract can delay sucrose absorption without
completely inhibiting it in the intestine. The present
study has evaluated potential anti-diabetic activity of
Spirulina platensis Geetha BS., Biju CM., Augusti KT. 1994. Hypoglycemic effect of leucodelphidin derivative
isolated from Ficus bengalensis (Linn.). Indian
Journal of Pharmacology 38, 220-222. Ghosh S, Suryawanshi SA. 2001. Effect of Vinca
rosea extracts in treatment of alloxan diabetes in male
albino rats. Indian Journal of Experimental Biology
39, 748-759. Acknowledgement We would like to show our gratitude to all of the stuffs
of the Department of Pharmacology, BIRDEM,
Dhaka, Bangladesh. Goto Y, Yamada K, Ohyama T, Matsuo T,
Odaka H, Ikeda H. 1995. An alpha-glucosidase
inhibitor, AO-128, retards carbohydrate absorption in
rats and humans. Diabetes Res Clin Pract 28, 81–87. References Anitha Layam, Chandra Lekha Kasi Reddy. 2006. Antidiabetic
property
of
Spirulina. Diabetologia Croatica 35(2), 29-33. Gustafson K. 1989. AIDS antiviral sulfolipids from
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81,1254. Annapurna V, Shah N, Bhaskaran P, Bamji
SM, Reddy V. 1991. Bioavailability of spirulina
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administration of spirulina on the blood glucose levels 31 Fayzunnessa et al. Hayashi T, Hayashi K. 1996. Calcium spirulan, an
inhibitor of enveloped virus replication, from a
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Y. 1984. Effect of Spirulina platensis to alimentary
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activity and repair DNA synthesis by polysaccharide
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endocrine system Pharmacology. In: Pharmacology. Longman Group Ltd., UK. 504-508. Lempcke B. 1987. Control of absorption: Delaying
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Terminalia pallida fruit in alloxan-induced diabetic
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Ham. Diabetes Res. 35, 163-70. Schwartz J, Shklar G. 1988. Prevention of
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Linn,
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Pterocarpus marsupium Linn., in normal
and 32 | Fayzunnessa et al. 32 of Venkataraman LV. 1998. Spirulina: global reach of
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a health care product. Souvenir, IFCON „98, 4th
International Food Convention pp175. Vinik A, Wing RR. 1990. In: Diabetes mellitus:
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Resveratrol Modulates the Gut Microbiota and Inflammation to Protect Against Diabetic Nephropathy in Mice
|
Frontiers in pharmacology
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Citation: Cai T-T, Ye X-L, Li R-R, Chen H,
Wang Y-Y, Yong H-J, Pan M-L, Lu W,
Tang Y, Miao H, Snijders AM,
Mao J-H, Liu X-Y, Lu Y-B and Ding D-F
(2020) Resveratrol Modulates the Gut
Microbiota and Inflammation to
Protect Against Diabetic
Nephropathy in Mice. Front. Pharmacol. 11:1249. doi: 10.3389/fphar.2020.01249 Resveratrol Modulates the Gut
Microbiota and Inflammation to
Protect Against Diabetic
Nephropathy in Mice Ting-Ting Cai 1†, Xiao-Long Ye 1†, Ru-Run Li 1, Hui Chen 1, Ya-Yun Wang 1, Hui-Juan Yong 1,
Ming-Lin Pan 1, Wei Lu 1, Ying Tang 1, Heng Miao 1, Antoine M. Snijders 2, Jian-Hua Mao 2,
Xing-Yin Liu 3, Yi-Bing Lu 1* and Da-Fa Ding 1* Keywords: diabetic nephropathy, resveratrol, gut microbiome, inflammation, gut–kidney axis Edited by:
Peng Chen doi: 10.3389/fphar.2020.01249 Specialty section:
This article was submitted to
Gastrointestinal and
Hepatic Pharmacology,
a section of the journal
Frontiers in Pharmacology Specialty section:
This article was submitted to
Gastrointestinal and
Hepatic Pharmacology,
a section of the journal
Frontiers in Pharmacology
Received: 13 January 2020
Accepted: 29 July 2020
Published: 19 August 2020 Received: 13 January 2020
Accepted: 29 July 2020
Published: 19 August 2020 ORIGINAL RESEARCH
published: 19 August 2020
doi: 10.3389/fphar.2020.01249 1 Department of Endocrinology, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China, 2 Biological
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States, 3 Department of
Pathogen Biology-Microbiology Division, Key Laboratory of Pathogen of Jiangsu Province, Nanjing Medical University,
Nanjing, China Edited by:
Peng Chen Edited by:
Peng Chen,
Southern Medical University, China
Reviewed by:
Yi Duan,
University of California, San Diego,
United States
Liwei Xie,
Guangdong Academy of Science,
China Edited by:
Peng Chen,
Southern Medical University, China
Reviewed by:
Yi Duan,
University of California, San Diego,
United States
Liwei Xie,
Guangdong Academy of Science,
China Oral administration of resveratrol is able to ameliorate the progression of diabetic
nephropathy (DN); however, its mechanisms of action remain unclear. Recent evidence
suggested that the gut microbiota is involved in the metabolism therapeutics. In the
current study, we sought to determine whether the anti-DN effects of resveratrol are
mediated through modulation of the gut microbiota using the genetic db/db mouse model
of DN. We demonstrate that resveratrol treatment of db/db mice relieves a series of clinical
indicators of DN. We then show that resveratrol improves intestinal barrier function and
ameliorates intestinal permeability and inflammation. The composition of the gut
microbiome was significantly altered in db/db mice compared to control db/m mice. Dysbiosis in db/db mice characterized by low abundance levels of Bacteroides, Alistipes,
Rikenella, Odoribacter, Parabacteroides, and Alloprevotella genera were reversed by
resveratrol treatment, suggesting a potential role for the microbiome in DN progression. Furthermore, fecal microbiota transplantation, derived from healthy resveratrol-treated
db/m mice, was sufficient to antagonize the renal dysfunction, rebalance the gut
microbiome and improve intestinal permeability and inflammation in recipient db/db
mice. These results indicate that resveratrol-mediated changes in the gut microbiome
may play an important role in the mechanism of action of resveratrol, which provides
supporting evidence for the gut–kidney axis in DN. *Correspondence:
Da-Fa Ding
dingdafa@njmu.edu.cn
Yi-Bing Lu
luyibing2004@126.com
†These authors have contributed
equally to this work *Correspondence:
Da-Fa Ding
dingdafa@njmu.edu.cn
Yi-Bing Lu
luyibing2004@126.com
†These authors have contributed
equally to this work Specialty section:
This article was submitted to
Gastrointestinal and
Hepatic Pharmacology,
a section of the journal
Frontiers in Pharmacology
Received: 13 January 2020
Accepted: 29 July 2020
Published: 19 August 2020
Citation:
Cai T-T, Ye X-L, Li R-R, Chen H,
Wang Y-Y, Yong H-J, Pan M-L, Lu W,
Tang Y, Miao H, Snijders AM,
Mao J-H, Liu X-Y, Lu Y-B and Ding D-F
(2020) Resveratrol Modulates the Gut
Microbiota and Inflammation to
Protect Against Diabetic
Nephropathy in Mice. Front. Pharmacol. 11:1249. INTRODUCTION Diabetic nephropathy (DN) is the leading cause of end-stage renal disease, and therapeutic options
for preventing its progression are limited. Several molecular mechanisms are involved in the
pathophysiology of DN, including oxidative stress, the renin‐angiotensin system, transforming
growth factor‐b (TGF‐b) activation, and the inflammatory response (Arora and Singh, 2013). The August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org Resveratrol Modulates the Gut Microbiota Cai et al. group were set up housing two to three mice per cage. The
db/m+resveratrol and db/db+resveratrol mice were treated with
resveratrol by oral gavage at a dose of 10 mg/kg/day for 12 weeks. The db/m and db/db groups received an equivalent amount of
saline by oral gavage for the same period. The dosage was
adjusted for body weight changes every week for the entire
study period. During the experiment, all mice was received the
same standard chow. Fasting blood sugar level (FBS) was
measured by a glucometer (Abbot, Alameda, CA, USA) every 2
weeks in all animals. A BP-2000 blood pressure analysis system
(Visitech Systems, Apex, NC) was used to assess systolic blood
pressure (SBP) by tail cuff plethysmography in conscious mice. SBP was measured 10 times per day for 4 consecutive days, and a
mean value was calculated for each mouse. Urine was collected
from the metabolic cage after housing individual mouse for 24-h
and was stored at -80°C until analysis. At the end of the
experiment, blood samples were collected by the retro-orbital
plexus for biochemical assays. Kidneys, intestine and fecal
samples were also collected.All animal experiments were
conducted in accordance with the committee guidelines of the
Nanjing Medical University and approved by the Institutional
Animal Care and Use Committee of Nanjing Medical
University, No.14030134. inflammatory response is strongly correlated with the onset and
progress of renal damage in diabetic subjects (Navarro-Gonzalez
et al., 2011), but its precise role in the progression of DN is
still obscure. In recent years, the modification of gut microbiota (GM) and
activation of inflammation pathways have been implicated in the
development of DN, with the conception of a gut–kidney axis
being proposed, although the causative relationship remains to
be elucidated (Yang et al., 2018). Indeed, the GM has been
identified as a promoter or mediator of systemic inflammation. Dysbiosis,intestinalbarrierdysfunction,andbacterialtranslocation
can cause inflammation in chronic kidney disease (CKD)
(Andersen et al., 2017). Biochemical Analyses and Cytokine
Measurements The serum levels of creatinine (SCr) and blood urea nitrogen
(BUN) were assessed using an automated biochemical analyzer
(Hitachi 7060, Tokyo, Japan). In order to evaluate the level of
inflammation in mice, ELISA was used to measure serum levels
of endotoxin lipopolysaccharide (LPS), pro-inflammatory
cytokines interleukin(IL)-6 and interleukin (IL)-1b, tumor
necrosis factor (TNF)-a, and interferon (IFN)-g), according to
the manufacturer’s instructions (ELISA, Nanjing Jiancheng
Bioengineering Institute, Nanjing, China). Twenty-four-hour
microalbuminuria was also assessed by ELISA, according to
the manufacturer’s instructions. INTRODUCTION Therefore, the onset of early kidney
complications associated with diabetes may be prevented by
modulating the GM. Resveratrol, a stilbene polyphenolic compound, is widely
present in grapes, mulberries, red wines and peanut skins,
which has been studied in various animal model of human
diseases, such as diabetes and coronary heart disease (Baur
et al., 2006; Singh et al., 2015). Resveratrol can inhibit
oxidative stress and has anti-inflammatory and anti-apoptotic
properties (Madeo et al., 2019). Increased research attention in
the field of DN has focused on its potential value in protecting
kidney damage. Our previous studies in diabetic mouse models
have indicated that orally administered resveratrol can have
nephroprotective effects (Ding et al., 2010; Huang et al., 2017). However, the pathophysiologic mechanisms underlying the
effects of resveratrol on DN are still obscure. Owing to the low
bioavailability of resveratrol, it has been postulated that a
mechanism of resveratrol efficacy is mediated through its
interaction with the gut. In fact, several mechanisms have been
proposed by which resveratrol can exert its health effects through
modulating the composition of the gut microbiota (Bird et al.,
2017; Komaroff, 2017). It has been reported that ingestion of
resveratrol induced changes in the gut microbiome composition
and improvements in glucose homeostasis of obese and diabetic
mice (Sung et al., 2017b; Chaplin et al., 2018). However, the effect
of resveratrol on the GM and the development of DN remains
largely unclear. Histopathological Analysis and
Immunohistochemistry In the present study we investigate whether resveratrol exerts
anti-DN effects by modulating the composition of gut microbiome,
intestinal barrier dysfunction, and the inflammatory response. y
Kidney and small intestine tissue samples were sent to the
Pathology laboratory of The Second Affiliated Hospital of
Nanjing Medical University for H&E or PAS staining. For
immunohistochemical staining, sections were deparaffinized,
heated in citrate-buffered solution (pH 6.0) for antigen
retrieval, and incubated with anti-mouse primary antibody
against IFN-g (Abcam 175878, USA), TNF-a (Abcam ab6671,
USA), ZO-1 protein (Invitrogen, 61-7300 Shanghai, China),
or Claudin-1 protein (Invitrogen, 32-5600 Shanghai, China)
overnight at 4°C. Sections were incubated with biotinylated
secondary antibodies, followed by adding diaminobenzidine
tetrahydrochloride substrate to visualize the antibody staining. A pathologist reviewed kidney histology and staining in a blinded
manner. Histological scoring was performed by measuring
intestine damage as previously described (Maslowski et al., 2009). Fecal Microbiota Transplantation p
Fresh fecal matter was collected from mice treated with
resveratrol or control db/m mice as the donor of fecal
microbiota transplantation (FMT). Meanwhile, the fresh
transplant material was prepared on the same day of FMT
within 10 min before oral gavage to prevent changes in
bacterial composition. A separate cohort of male db/db mice (8
weeks old, n=16) underwent adaptive feeding for 1 week, then
received a cocktail of antibiotics in their drinking water for three
consecutive days (vancomycin, 100 mg/kg; neomycin sulfate, 200
mg/kg; metronidazole, 200 mg/kg; and ampicillin, 200 mg/kg). After completion of the antibiotics treatment, mice were fasted
overnight (day 0) and the fasting blood glucose (FBS) and the
systolic blood pressure (SBP) were measured. Then mice were
randomly assigned to two groups, one group of mice received
FMT by using a fecal suspension from donor db/m mice (C,
control-FMT, n = 8), the other group received FMT by using
a fecal suspension from donor db/m+resveratrol mice (R,
resveratrol-FMT, n = 8) by oral gavage (200 ml; each FMT
dose was prepared from an average weight of 40 mg of fecal
matter, equivalent to 2 fresh fecal pellets from the donor). FMT
of db/db mice were repeated six additional times on consecutive
days (without fasting) for a total of seven FMT per mouse. During this time, all recipient mice continued to have access to The 16S sequences were analyzed using a combination of
software mothur (version 1.33.3),UPARSE (usearch version
v8.1.1756, http://drive5.com/uparse/), and R (version 3.6.1). A
principal component analysis (PCA) using the package ade4
implemented in R software (R 3.6.1) was performed. The a-
diversity of gut microbiota and the community composition of
the samples was drawn using R. The statistical significance of
differences in bacterial composition among the different samples
was assessed by either the Wilcox or the Kruskal-Wallis test. Intestinal Permeability standard chow. The changes in body weight and blood sugar
were recorded daily for four weeks after FMT treatment. After
treatment, the recipient mice were euthanized and blood,
intestines and kidneys were collected as described above. Intestinal permeability was determined by measuring plasma
levels of fluoresceinisothiocyanate conjugated-dextran (FD-4). Mice were orally gavaged with 0.5 ml of FD-4 (22 mg/ml,
molecular mass 4.4 kDa) 5 h prior to euthanasia. Plasma was
harvested at the time of euthanasia and 50ml of plasma was
diluted with an equivalent volume of phosphate-buffered saline
(PBS pH 7.4), and the concentration of FD-4 was measured
spectrofluorometrically (NanoDrop 3300, Thermo Scientific,
Wilmington, DE) as described previously (Ding et al., 2010). Serially diluted samples were used as standards, and all samples
were analyzed in triplicate. Data Collection, 16S rRNA Sequencing,
and Quality Control y
The DNA was extracted from 200 mg samples using the QIAamp
DNA Stool Mini Kit (QIAGEN, Hilden, Germany) following the
manufacturer’s instructions. Isolated DNA was stored at −20˚C
for further study. The V4–V5 region of 16S rRNA gene was
amplified in each sample using universal primers 515F(5’-
GTGCCAGCMGCCGCGGTAA-3’) and 926R (5’-CCGT
CAATTCMTTTGAGTTT-3’). The PCR products from
different samples were indexed and mixed at equal ratios for
sequencing by 2*300 bp paired-end sequencing on the MiSeq
platform using MiSeq v4 Reagent Kit (Illumina) at TinyGen Bio-
Tech (Shanghai) Co., Ltd. Gut Microbiota Analysis The raw fastq files were demultiplexed and pair-end reads for all
samples were processed through Trimmomatic (version 0.35) to
remove low quality base pairs using the following parameters:
SLIDINGWINDOW: 50:20 MINLEN: 50. Trimmed reads were
then further merged using the FLASH program (version 1.2.11)
with default parameters. The low quality contigs were removed
based on screen.seqs command using the following filtering
parameters, maxambig=0, minlength = 200, maxlength =580,
maxhomop= 8. After removing low-quality reads a total of
733,481 high-quality reads remained (range from 17,557 to
38,441 reads per sample). The demultiplexed reads were
clustered into 510 operational taxonomic units (OTUs) at 97%
sequence identity using the UPARSE pipeline, which were then
assigned for taxonomy against the Silva 119 database by the
“classify.seqs” command in mothur with a confidence score ≥
0.8. OTU taxonomies (from Phylum to Species) were determined
based on NCBI. Based on the results of the optimized sequence
OTUs, clustering analysis, a variety of diversity index analysis
(alpha diversity analysis in the sample) and detection of
sequencing depth was performed. Statistical analysis of
community structure at each classification level and beta
diversity analysis between samples were also performed. IL-1, forward: 5′-TCTTTGAAGTTGACGGACCC-3′,
reverse: 5′- TGAGTGATACTGCCTGCCTG-3′; TNF-a, forward: 5′-GAAGTTCCCAAATGGCCTCC-3′
reverse: 5′-GTGAGGGTCTGGGCCATAGA-3′; IFN-g, forward: 5′-TGTCATCGAATCGCACCTGA-3′
reverse: 5′-TCAGCACCGACTCCTTTTCC-3′; Total RNA was isolated from mice kidneys with TRIzol
(Invitrogen, Carlsbad, CA) reagent according to the
manufacturer’s instructions. Gene expression was calculated as
△CT using GAPDH as a reference, and was expressed relative to
the control group normalized to a value of 1. Total RNA was isolated from mice kidneys with TRIzol
(Invitrogen, Carlsbad, CA) reagent according to the
manufacturer’s instructions. Gene expression was calculated as
△CT using GAPDH as a reference, and was expressed relative to
the control group normalized to a value of 1. Animal Experiments Animal Experiments The Male C57BL/KsJ diabetic db/db and db/m mice were used in
this study. Db/db mice are a genetic model of early stage type
2 DN with hyperglycemia and urinary albumin excretion
enhancement, while db/m mice served as the control (Madeo
et al., 2019). The mice were housed in well-ventilated plastic
cages with stainless steel grid tops at 22 ± 2°C with a 12 h light/
dark cycle. At 8 weeks of age, the mice were randomly assigned
into four groups (db/m, n=6; db/m+resveratrol, n=7; db/db, n=6;
and db/db+resveratrol, n=7). Multiple cages for each treatment August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 2 Resveratrol Modulates the Gut Microbiota Cai et al. Quantitative Real-Time PCR Quantitative PCR was performed using the StepOne Plus Real-
Time PCR system (Applied Biosystems, Thermo Fisher
Scientific, Inc). Primer sequences for the targeted mouse genes
were as follows: IL-6, forward: 5′-ACAACCACGGCCTTCCCTACTT-3′,
reverse: 5′-CACGATTTCCCAGAGAACATGTG-3′; Frontiers in Pharmacology | www.frontiersin.org Effects of Resveratrol on Gut Microbial
Structure in db/m Mice and db/db Mice To elucidate the mechanism of the renoprotective effect of
resveratrol treatment, we investigated the impact of resveratrol
on the gut microbiota in db/db mice. 16S rDNA sequencing was
used to assess changes in the fecal microbiota of db/m and db/db
mice with or without resveratrol treatment. From 26 samples,
after removing low-quality reads total 733,481 high-quality reads
remained (range from 17,557 to 38,441 reads per sample) and
510 OTUs were obtained.The a-diversity was significantly lower
in db/db mice compared to db/m mice (Figures 3A, B, Table
S1), whereas resveratrol treatment increased bacterial richness
and a-diversity in db/db mice, but not in db/m mice (Figures
3A, B). Principal-component analysis (PCA) of 16S rRNA
sequence data of feces contents showed a clear separation
based on community structure between db/db and db/m mice
(Figure 3C), and between saline- and resveratrol-treated db/db
mice (Figure 3C). The two most abundant phyla across the four
treatment groups were Firmicutes and Bacteroidetes. Resveratrol
treatment decreased the relative abundance of Firmicutes and
increased abundance of Bacteroidetes in both db/db and db/m
mice (Figure 3D), which was further quantified by calculating
the Firmicutes/Bacteroidetes (F/B) ratio (Figure 3E). The overall
image of bacterial composition at the species level in four groups Next, we examined whether resveratrol administration
influenced the renal morphology in db/db mice. Renal tissues
of db/db mice (Figure 1H) showed a series of indicators of DN,
including glomerulus hypertrophy, capillary basement membrane
thickening, and mesangial matrix expansion, as compared to db/m
mice (Figure 1H). After resveratrol treatment, glomerular lesion
formation was remarkably alleviated (Figure 1H). Moreover,
resveratrol treatment significantly decreased the expression of mice
(Figures 1I–L). Together, these results indicate that resveratrol
ameliorates the DN-associated functional abnormalities, renal
morphological changes, and renal inflammatory markers in
db/db mice. Resveratrol Prevents the Progression
of Diabetic Nephropathy in db/db Mice p
p
y
To investigate the potential therapeutic effect of resveratrol on
DN in a db/db diabetic mouse model. As expected, body and
kidney weights of db/db mice were significantly higher than
control db/m mice (Figures 1A, B). In comparison to saline-
treated db/db mice, resveratrol treatment of db/db mice
significantly reduced body (Figure 1A) and kidney (Figure
1B) weights and significantly decreased levels of serum
creatinine (Cr) (Figure 1C), blood urea nitrogen (BUN)
(Figure 1D) and urine 24-h microalbuminuria (UAER)
(Figure 1E). The fasting blood sugar (FBS) (Figure 1F) and
the systolic blood pressure (SBP) (Figure 1G) were not
significantly affected by resveratrol treatment in the db/db
mice group. In contrast, resveratrol-treatment did not affect
the body and kidney weights and the biochemical parameters
in db/m mice (Figures 1A–G). Data Availability All the 16S rRNA sequencing data required to assess the
conclusions of this research are available without restrictions
from the Sequence Read Achieve (SRA) at the National Center August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 3 Resveratrol Modulates the Gut Microbiota Cai et al. for Biotechnology Information (NCBI) under BioProject
accession PRJNA628114. for Biotechnology Information (NCBI) under BioProject
accession PRJNA628114. a scoring system that takes into account mucosal ulceration and
depth of injury (Chaplin et al., 2018). The histological score was
significantly higher in the db/db mice group compared to the db/
m mice group, while the histological score was significantly lower
in the resveratrol-treated db/db mice than in saline treated db/db
mice (Figures 2A, B). Intestinal permeability was monitored by
measuring the plasma levels of 4 kDa FITC-dextran 4. As shown
in Figure 2C, a higher level of 4 kDa FITC-dextran 4 was
observed in db/db mice compared to db/m mice, which
showed that diabetic mice had an increased gut leakiness. Interestingly, resveratrol treatment significantly decreased the
level of 4 kDa FITC-dextran in db/db mice, indicating that
resveratrol ameliorates intestinal permeability. Furthermore, we
confirmed the impaired gut barrier in db/db mice by
immunostaining for tight-junction proteins ZO-1 and claudin-
1. Decreased expression of ZO-1 and claudin-1 was detected in
db/db mice compared to db/m mice. Importantly, resveratrol
treatment substantially recovered ZO-1 and claudin-1 protein
expression in db/db mice (Figure 2A). In contrast, the intestinal
damage and permeability were not significantly different
between resveratrol-treated and untreated db/m mice. To
further demonstrate the impact of resveratrol on intestinal
inflammation, immunostaining showed that the levels of IFN-g
and TNF-a are significantly higher in db/db mice when compared
to db/m mice (Figure 2A). Resveratrol treatment significantly
decreased the levels of IFN-g and TNF-a in the small intestine of
db/db mice (Figure 2A). We also confirmed that resveratrol
decreased plasma levels of LPS, IFN-g, TNF-a, and IL-6 in db/db
mice (Figures 2D–H). Together these results suggest that
resveratrol can protect against gut barrier dysfunction, mucosal
inflammation and endotoxemia. Statistical Analysis Statistical significance of the differences between the groups of
mice was assessed using R 3.6.1 and GraphPad Prism software v
5.0 (GraphPad Software, San Diego, CA, USA). PCA were
performed using SIMCA-P software to cluster the sample plots
across groups. Differential abundances of genera were tested by
one-way analysis of variance (ANOVA) and non-parametric
tests, including the Wilcoxon rank-sum test and Mann–
Whitney U test. Data are presented as the means ± SEM for
the indicated number of independently performed experiments,
and p values <0.05 were considered statistically significant. Resveratrol Improves Intestinal Barrier
Function and Ameliorates Intestinal
Permeability and Inflammation The progression of kidney disease could be mediated through an
impaired gut-kidney axis. We therefore examined the effect of
resveratrol on intestinal permeability, barrier function and
intestinal inflammation in db/db and db/m mice. The
intestinal histopathology was evaluated by H&E staining using August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 4 Resveratrol Modulates the Gut Microbiota Cai et al. Cai et al. A
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FIGURE 1 | Resveratrol relieves a series of indicators of DN and improves glomerular histological abnormalities in db/db mice. (A–G) Quantitative analysis of bod
weight, kidney weight, BUN, Cr, UAER FBS and SBP in db/db and db/m control mice treated with either saline or resveratrol. (H) Representative photomicrogra
of HE-stained and PAS-stained kidney sections (magnification: 400×). (I–L) Kidney mRNA levels of TNF-a, IFN-g, IL-6, IL-1b relative to GAPDH Bar graphs show
densitometry analysis of specific bands expressed and was expressed relative to the control group normalized to a value of 1. Data is representative of multiple m
per group (db/m: n=6, db/m+Res: n=7, db/db: n=6, db/db+Res: n=7). Data are presented as mean ± SEM. ***p<0.001; **p<0.01; *p<0.05; and ns: not significa C A B D E F E D H G H G K I I
J L J L K I J FIGURE 1 | Resveratrol relieves a series of indicators of DN and improves glomerular histological abnormalities in db/db mice. (A–G) Quantitative analysis of body
weight, kidney weight, BUN, Cr, UAER FBS and SBP in db/db and db/m control mice treated with either saline or resveratrol. (H) Representative photomicrographs
of HE-stained and PAS-stained kidney sections (magnification: 400×). (I–L) Kidney mRNA levels of TNF-a, IFN-g, IL-6, IL-1b relative to GAPDH Bar graphs show
densitometry analysis of specific bands expressed and was expressed relative to the control group normalized to a value of 1. Data is representative of multiple mice
per group (db/m: n=6, db/m+Res: n=7, db/db: n=6, db/db+Res: n=7). Data are presented as mean ± SEM. ***p<0.001; **p<0.01; *p<0.05; and ns: not significant. showed in Figure S1. An increased F/B ratio has been associated
with diabetes and obesity. However, the abundance of
Proteobacteria was low, with no significant difference between
groups. At the genus level, we identified six OTUs that were
particularly responsive to the interaction between mice genotype
and resveratrol treatment. Resveratrol Improves Intestinal Barrier
Function and Ameliorates Intestinal
Permeability and Inflammation Indeed, as shown in Figures 3F–K, the
fecal microbiota of resveratrol-treated db/db mice was enriched for the following six genera: Bacteroides, Alistipes, Rikenella,
Odoribacter, Parabacteroides, and Alloprevotella when
compared to the db/db mice group (Table S2). Importantly,
Bacteroides, Alistipes and Parabacteroides exhibit anti-
inflammatory properties and were markedly increased in the
resveratrol-treated db/db mice group, with an increase of
21-fold, 2-fold and 2.8-fold respectively (Figures 3F–H) August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 5 Resveratrol Modulates the Gut Microbiota Cai et al. Cai et al. A
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FIGURE 2 | Resveratrol improves intestinal barrier function and ameliorates intestinal permeability and inflammation. (A) Representative photomicrographs of HE-
stained small intestine sections and photomicrographs of immunofluorescence for ZO-1, Claudlin-1, IFN-g, and TNF-a in db/db and db/m control mice treated with
either saline or resveratrol (Magnification: 200×). (B) Histological score of small intestine damage in db/db and db/m control mice treated with either saline or
resveratrol. (C) Plasma FITC-dextran 4 (DX, 4,000 molecular weight) levels after oral challenge in db/db and db/m control mice treated with either saline or
resveratrol. (D) The levels of plasma endotoxin (LPS), EU: endotoxin units, in db/db and db/m control mice treated with either saline or resveratrol. (E–H) The levels
of serum TNF-a, IFN-g, IL-6, IL-1b in db/db and db/m control mice treated with either saline or resveratrol. Data is representative of multiple mice per group: db/m:
n=6, db/m+Res: n=7, db/db: n=6, db/db+Res: n=7). Data are presented as the mean ± SEM. ***p<0.001; *p<0.05; and ns: not significant. B A B C C D
H D F E G F G E H H FIGURE 2 | Resveratrol improves intestinal barrier function and ameliorates intestinal permeability and inflammation. (A) Representative photomicrographs of HE-
stained small intestine sections and photomicrographs of immunofluorescence for ZO-1, Claudlin-1, IFN-g, and TNF-a in db/db and db/m control mice treated with
either saline or resveratrol (Magnification: 200×). (B) Histological score of small intestine damage in db/db and db/m control mice treated with either saline or
resveratrol. (C) Plasma FITC-dextran 4 (DX, 4,000 molecular weight) levels after oral challenge in db/db and db/m control mice treated with either saline or
resveratrol. (D) The levels of plasma endotoxin (LPS), EU: endotoxin units, in db/db and db/m control mice treated with either saline or resveratrol. Resveratrol Improves Intestinal Barrier
Function and Ameliorates Intestinal
Permeability and Inflammation (E–H) The levels
of serum TNF-a, IFN-g, IL-6, IL-1b in db/db and db/m control mice treated with either saline or resveratrol. Data is representative of multiple mice per group: db/m:
n=6, db/m+Res: n=7, db/db: n=6, db/db+Res: n=7). Data are presented as the mean ± SEM. ***p<0.001; *p<0.05; and ns: not significant. (Chung et al., 2012). These results suggest that the gut microbiota
composition in db/db mice was significantly altered compared to
db/m mice and that resveratrol could at least partially rescue this
change in db/db mice. single-housed and antibiotics-pretreated db/db mouse by oral
gavage daily for 7 days (Figure 4A). The use of antibiotics
treatment is to remove the original gut microbiota of db/db
mice, and to construct a relatively sterile environment to ensure
the effect of FMT. After FMT treatment, mice were followed up for
4 weeks (Figure 4A). 16S rRNA sequencing analysis of fecal
samples from FMT recipient mice showed that the a-diversity of
the microbiota in resveratrol-FMT recipient mice was not
significantly different compared to control-FMT db/db mice, as
reflected by the Chao, Shannon and Simpson indexes (Figures
4B–D, Table S3). On the other hand, 16S rRNA sequencing
analysis verified that resveratrol-FMT reconstituted the gut
microbiome of db/db mice, principle component analysis Transplantation of the Resveratrol- In order to confirm whether resveratrol-mediated changes in the
intestinal microbiota contribute to improvement of renal function,
fecal slurries collected from saline- (control-FMT) or resveratrol-
treated (resveratrol-FMT) db/m mice were transplanted into August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 6 Resveratrol Modulates the Gut Microbiota Cai et al. Cai et al. A
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FIGURE 3 | Effects of resveratrol on gut microbiota in db/m and db/db mice. Male db/db and db/m control mice were treated with either saline or resveratrol: db/m
(n=6), db/m+resveratrol (db/m+Res,n=7), db/db(n=6, db/db+resveratrol(db/db+Res,n=7). Microbiome composition was determined by 16S rRNA gene sequencing. (A, B) Chao and Shannon alpha-diversity index in db/m groups, db/m+Res, db/db, db/db+Res mice. (C) Principal-component analysis (PCA) of fecal microbiome in
db/m mice, db/db and db/db+Res mice (db/m: blue square; db/db: red dots;db/db+Res: green triangle). (D) Gut microbe relative abundance at the phylum level in
db/m, db/m+Res, db/db, and db/db+Res mice. (E) Firmicutes/Bacteroidetes ratio in db/m, db/m+Res, db/db, and db/db+Res mice. (F–K) Relative species
abundance at the genus level for Bacteroides, Alistipes, Parabacteroides, Rikenella, Odoribacter and Alloprevotella in db/m, db/m+Res, db/db, and db/db+Res mice
Data are represented as the mean ± SEM. **p<0.01; *p<0.05; and ns: not significant. B
C A E D E D G F H F G H J I K I I J K FIGURE 3 | Effects of resveratrol on gut microbiota in db/m and db/db mice. Male db/db and db/m control mice were treated with either saline or resveratrol: db/m
(n=6), db/m+resveratrol (db/m+Res,n=7), db/db(n=6, db/db+resveratrol(db/db+Res,n=7). Microbiome composition was determined by 16S rRNA gene sequencing. (A, B) Chao and Shannon alpha-diversity index in db/m groups, db/m+Res, db/db, db/db+Res mice. (C) Principal-component analysis (PCA) of fecal microbiome in
db/m mice, db/db and db/db+Res mice (db/m: blue square; db/db: red dots;db/db+Res: green triangle). (D) Gut microbe relative abundance at the phylum level in
db/m, db/m+Res, db/db, and db/db+Res mice. (E) Firmicutes/Bacteroidetes ratio in db/m, db/m+Res, db/db, and db/db+Res mice. (F–K) Relative species
abundance at the genus level for Bacteroides, Alistipes, Parabacteroides, Rikenella, Odoribacter and Alloprevotella in db/m, db/m+Res, db/db, and db/db+Res mice. Data are represented as the mean ± SEM. **p<0.01; *p<0.05; and ns: not significant. August 2020 | Volume 11 | Article 1249 7 Frontiers in Pharmacology | www.frontiersin.org Resveratrol Modulates the Gut Microbiota Cai et al. Cai et al. Transplantation of the Resveratrol- A
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IGURE 4 | Gut microbiome composition of db/db fecal microbiota transplantation recipients from donor db/m mice fed a resveratrol or control diet. (A) Male db/db
mice (8 weeks old, n=16) were acclimated for one week, then treated with an antibiotics cocktail for three days. Microbiome depleted mice were randomly assigned
o one of two groups receiving Fecal Matter Transplantations (FMTs) from either db/m mice fed a control chow diet (C, control-FMT, n = 8) or db/m mice fed a
esveratrol diet (R, resveratrol-FMT, n = 8) for seven consecutive days. After the completion of antibiotics treatment before the first FMT, Fasting Blood Sugar (FBS)
nd Systolic Blood Pressure (SBP) were measured. Following an overnight fast (day 0), fecal matter from db/m mice was transplanted via oral gavage once a day for
consecutive days. All mice receiving FMT had access to standard chow at all times during and after FMT. Fecal samples were collected and SBP, FBG, CR, BUN,
REA levels were measured four weeks after completion of FMT. Tissues were collected after a 5–6 h fast on day 4 in the fourth week. (B–D) Chao, Shannon and
impson alpha-diversity index in db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8). (E) Principal-component analysis (PCA) of 16S rRNA fecal
microbiome of db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8) (control-FMT: red dots; resveratrol-FMT: blue dots). (F) Gut microbiome relative
bundance at the phylum level in db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8). (G–K) Relative species abundance at the genus level for
listipes, Enterocuccus, Turicbacter, Odoribacter and Rikenella in control-FMT (n = 8) or resveratrol-FMT (n = 8) mice. **p<0.01; *p<0.05; and ns: not significant. et al. Resveratrol Modulates the Gut Microbio A E
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J K H I J K G H G FIGURE 4 | Gut microbiome composition of db/db fecal microbiota transplantation recipients from donor db/m mice fed a resveratrol or control diet. (A) Male db/db
mice (8 weeks old, n=16) were acclimated for one week, then treated with an antibiotics cocktail for three days. Transplantation of the Resveratrol- Microbiome depleted mice were randomly assigned
to one of two groups receiving Fecal Matter Transplantations (FMTs) from either db/m mice fed a control chow diet (C, control-FMT, n = 8) or db/m mice fed a
resveratrol diet (R, resveratrol-FMT, n = 8) for seven consecutive days. After the completion of antibiotics treatment before the first FMT, Fasting Blood Sugar (FBS)
and Systolic Blood Pressure (SBP) were measured. Following an overnight fast (day 0), fecal matter from db/m mice was transplanted via oral gavage once a day for
7 consecutive days. All mice receiving FMT had access to standard chow at all times during and after FMT. Fecal samples were collected and SBP, FBG, CR, BUN,
UREA levels were measured four weeks after completion of FMT. Tissues were collected after a 5–6 h fast on day 4 in the fourth week. (B–D) Chao, Shannon and
Simpson alpha-diversity index in db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8). (E) Principal-component analysis (PCA) of 16S rRNA fecal
microbiome of db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8) (control-FMT: red dots; resveratrol-FMT: blue dots). (F) Gut microbiome relative
abundance at the phylum level in db/db mice following control-FMT (n = 8) or resveratrol-FMT (n = 8). (G–K) Relative species abundance at the genus level for
Alistipes, Enterocuccus, Turicbacter, Odoribacter and Rikenella in control-FMT (n = 8) or resveratrol-FMT (n = 8) mice. **p<0.01; *p<0.05; and ns: not significant. (PCA) differentiated resveratrol-FMT mice from the control-FMT
db/db mice (Figure 4E). At the phylum level, Firmicutes
and Bacteroidetes dominated the gut microbiome of both
groups similar to the gut microbiome composition of db/m
and db/db mice (Figure 4F). Db/db mice receiving resveratrol-
FMT were characterized by decreased proportions of Firmicutes, Tenericutes and Deferribacteres as well as increased proportions
of Proteobacteria compared to levels in control-FMT db/db
mice. At the genus level, resveratrol-FMT db/db mice exhibited
increased abundance levels of Alistipes, Turicibacter, Odoribacter
and Rikenella genus and lower abundance of Enterococci
compared to control-FMT mice (Figures 4G–K, Table S4), August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 8 Resveratrol Modulates the Gut Microbiota Cai et al. which is similar to our results obtained with oral resveratrol
treatment in db/db mice. Transplantation of the Resveratrol- These findings were also confirmed
by heatmap analysis of the bacterial taxons, which could
significantly separate the resveratrol-FMT recipient mice
from the control-FMT db/db mice (Figure S2). These results
indicated that resveratrol-FMT could significantly influence
the structure and composition of the gut microbiome. We
observed no difference in body weight between resveratrol-
FMT and control-FMT db/db mice (Figure 5A). Importantly,
in comparison to the control-FMT mice, the resveratrol-FMT
mice showed significantly decreased urine 24-h microalbuminuria
(UAER), serum creatinine (Cr), blood urea nitrogen (BUN) and
fasting blood sugar (FBS) levels (Figures 5B–E). The Systolic
blood pressure (SBP) was lower in the resveratrol-FMT mice, but
was not significantly different compared to control-FMT mice
(Figure 5F). Finally, we discovered that resveratrol-FMT mice
showed significantly lower kidney mRNA levels of TNF-a, IFN-g,
IL-6, and IL-1b compared to control-FMT recipients (Figure 5H),
suggesting that reduced inflammation by resveratrol-modified fecal
microbial community may be a key mechanism for protecting the
renal function of DN. resveratrol-FMT and pre-FMT db/db mice. First, the intestinal
histopathology was evaluated by H&E staining. Resveratrol-FMT
mice had a lower histological score for mucosal ulceration and
depth in the small intestine compared to control-FMT recipients
(Figures 6A, B). Intestinal permeability measured by the plasma
levels of orally administered 4 kDa FITC-dextran 4 showed
decreased permeability in Resveratrol-FMT mice compared to
control-FMT and pre-FMT mice (Figure 6C), which was further
confirmed by immunohistochemical staining using ZO-1 and
claudin-1 of small intestine samples (Figure 6A). To further
demonstrate the impact of resveratrol-FMT on intestinal
inflammation, immunostaining showed that the levels of IFN-g
and TNF-a were lower in resveratrol-FMT mice compared to
control-FMT mice (Figure 6A). Similarly, when compared to
control-FMT recipients or pre-FMT mice, resveratrol-FMT
recipients showed significantly lower levels of plasma LPS and
serum IFN-g, TNF-a, IL-6, and IL-1b demonstrating that
transplantation of the resveratrol-modified fecal microbial
community also reduced systemic inflammation (Figures 6E–
H). These results suggest that the anti-DN effects of resveratrol are
at least partly mediated through modulation of the gut microbiota. Transplantation of the Resveratrol-
Modified Fecal Microbial Community
Improved Intestinal Characteristics and
Decreased Inflammatory Response DISCUSSION Increasing evidence supports the causative role of gut microbiota
in DN and CKD development and progression. The underlying
mechanisms involve diabetes induction, inflammatory response Next we analyzed intestinal characteristics, gut inflammation
and serum inflammatory response between control-FMT, A
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FIGURE 5 | Fecal microbiota transplantation from db/m mice fed a resveratrol diet to db/db recipient mice improved renal function. (A–F) Quantitative analysis of
body weight, Cr, BUN, 24h UAER, FBS, and SBP in control-FMT and resveratrol-FMT mice. (G) Representative kidney mRNA levels of TNF-a, IFN-g, IL-6, and IL-1b
by RT-PCR analysis in control-FMT (n=8) and resveratrol-FMT (n=8) mice. Data are represented as the mean ± SEM **p<0.01; *p<0.05; and ns: not significant. D D
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F F E G F E G FIGURE 5 | Fecal microbiota transplantation from db/m mice fed a resveratrol diet to db/db recipient mice improved renal function. (A–F) Quantitative analysis of
body weight, Cr, BUN, 24h UAER, FBS, and SBP in control-FMT and resveratrol-FMT mice. (G) Representative kidney mRNA levels of TNF-a, IFN-g, IL-6, and IL-1b
by RT-PCR analysis in control-FMT (n=8) and resveratrol-FMT (n=8) mice. Data are represented as the mean ± SEM **p<0.01; *p<0.05; and ns: not significant. August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 9 Cai et al. Resveratrol Modulates the Gut Microbiota Cai et al. A
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FIGURE 6 | Transplantation of the resveratrol-modified fecal microbial community improved intestinal characteristics and decreased inflammatory response in db/db
mice. (A) Representative photomicrographs of H&E-stained small intestine sections and immunofluorescence for ZO-1, Claudlin-1, IFN-g and TNF-a (magnification:
200×). (B) Representative histological scoring of small intestine damage. (C) Plasma FITC-dextran 4 (DX, 4,000 molecular weight) levels after oral challenge in control
post-FMT (n=8) or resveratrol post-FMT (n=8) mice. (D) Plasma levels of LPS (endotoxin units/ml). (E–H) Serum levels of TNF-a, IFN-g, IL-6, and IL-1b by ELISA in
control post-FMT (n=8) or resveratrol post-FMT (n=8). ***p<0.001; **p<0.01; *p<0.05; and ns: not significant. B A
B D C E C E H F G H F G FIGURE 6 | Transplantation of the resveratrol-modified fecal microbial community improved intestinal characteristics and decreased inflammatory response in db/db
mice. (A) Representative photomicrographs of H&E-stained small intestine sections and immunofluorescence for ZO-1, Claudlin-1, IFN-g and TNF-a (magnification:
200×). (B) Representative histological scoring of small intestine damage. Frontiers in Pharmacology | www.frontiersin.org DISCUSSION (C) Plasma FITC-dextran 4 (DX, 4,000 molecular weight) levels after oral challenge in control
post-FMT (n=8) or resveratrol post-FMT (n=8) mice. (D) Plasma levels of LPS (endotoxin units/ml). (E–H) Serum levels of TNF-a, IFN-g, IL-6, and IL-1b by ELISA in
control post-FMT (n=8) or resveratrol post-FMT (n=8). ***p<0.001; **p<0.01; *p<0.05; and ns: not significant. activation, and metabolism deregulation (Knauf et al., 2019). Our
present study using an animal model of diabetic nephropathy
demonstrated that the dysbiosis mediated-inflammatory
response is involved in the development of diabetes-associated
kidney disease. In addition, we showed for the first time that the
protective effect of resveratrol on DN is mediated via modulation
of the intestinal microbiota and related gut-kidney axis
activation, counteracting the inflammasome initiation response
as well as renal dysfunction. This is consistent with previous reports, which showed that
resveratrol ameliorated type 2 diabetes-induced renal failure
diseases, through its antioxidant, anti-inflammatory mechanisms
(Palsamy and Subramanian, 2011; Li et al., 2018). Chronic low-grade inflammation is a pathophysiological
feature of diabetes. Intestinal barrier dysfunction and increased
intestinal permeability promotes a chronic blood inflammation
response, resulting in increased exposure of host tissues,
including the kidneys, to endotoxins (Sabatino et al., 2017). In
this study, we found higher intestinal permeability in db/db mice
compared to db/m mice, which showed that diabetes in mice
promoted gut leakiness. Importantly, we first showed that
resveratrol treatment decreased intestinal permeability in db/db
mice. This is similar to previous reports, which showed that an In particular, the increased pro-inflammation factors play a
critical role in the progression of renal dysfunction in DN. Resveratrol, administered orally, relieved a series of indicators of
diabetic nephropathy, such as the level of serum BUN, CR, 24-
hour urine microalbumin, and the renal inflammation response. August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 10 Resveratrol Modulates the Gut Microbiota Cai et al. in the abundance of Alistipes, Odoribacter and Alloprevotella
genera changes very similar to those in the resveratrol-treated db/
db mice. The increased abundance of the Alloprevotella in the db/
db+resveratrol has previously been linked to beneficial intestinal
health and to aberrant production of metabolic endotoxin (Larsen
et al., 2010). Thus, the anti-inflammatory effect of resveratrol
may be seen to modulate the bacterial composition of these
candidates in db/db mice. The Odoribacters, which are known
for their butyrate-producing capabilities in the human gut, were
increased by the resveratrol treatment. DISCUSSION Within the fecal microbiota
analysis, our findings showed that transplantation of the
resveratrol-modified fecal microbiota from donor mice
increased the abundance of Proteobacteria and decreased the
abundance of Firmicutes. This trend of Firmicutes level is similar
to the microbiota change in the resveratrol-mediated db/db mice. Similarly, at the genus level, the increased abundances of
Alistipes, Odoribacter and Rikenella in resveratrol-FMT mice
are consistent with resveratrol administration in db/db mice. Importantly, resveratrol-FMT significantly increased the
abundance of Turicibacter in db/db mice, which is inconsistent
report that resveratrol decreased the abundance of Turicibacter
in obese mice (Sung et al., 2017b). However, Turicibacter
can modulate inflammatory responses and exert an anti-
inflammatory effect in inflammatory bowel disease (IBD) (Loh
and Blaut, 2012), contributing ultimately to metabolic
dysfunction. We also observed a significant change in fecal
abundance of Odoribacter in resveratrol-FMT mice, which may
in part be the reason for the resveratrol-FMT mice having
decreased glucose levels (Gomez-Arango et al., 2016). In
previous studies, the number of aerobic bacteria, such as
Enterobacteria and Enterococci, was dramatically higher in
hemodialysis patients, resulting in an increase in some uremic
toxins (Perna et al., 2019). In the current study, the
transplantation of resveratrol-altered gut microbiota significantly
lowered the abundance in the Enterococcus genus, which
previously has been linked to beneficial anti-inflammatory There is considerable evidence to show that the role of the
gut microbiota on intestinal barrier dysfunction and bacterial
translocation is to cause and perpetuate inflammation
(Thevaranjan et al., 2017). Furthermore, animal studies in
which the gut microbiota is manipulated, as well as
observational studies in patients with CKD, have provided
considerable evidence that dysbiosis contributes to the process
of CKD (Andersen et al., 2017). Although previous reports have
found that resveratrol modulated the composition of the gut
microbiota, suggesting that the microbiome plays a critical role
in the progression of diabetes and obesity (Sung et al., 2017b;
Wang et al., 2020), the beneficial role of resveratrol on the
microbiota specifically in DN is unclear. In this study, we found that the ratio of Firmicutes/
Bacteroidetes in the db/db mice group was increased compared
with that in the control group, while resveratrol restored the ratio. Previous studies have also shown that the ratio of Firmicutes/
Bacteroidetes plays an important role in metabolic diseases, such as
diabetes and obesity (Abdallah et al., 2011). DISCUSSION Odoribacters are also
capable of tryptophan metabolism and glycolysis processing
(Gomez-Arango et al., 2016). Therefore, we propose that
resveratrol may promote the growth of bacteria involved in
glycolysis in db/db mice, resulting in the improvement of
glucose homeostasis. increase in gut permeability caused by the common mycotoxin
deoxynivaenol could be arrested by resveratrol (Ling et al., 2016). The increase in intestinal permeability was also associated with
decreased expression of tight-junction, and increased small
intestinal lesions (Etxeberria et al., 2015). A major concern
with intestinal permeability is the increased passage of LPS
from the gut lumen to the plasma. Indeed, LPS was increased
in the blood of diabetic individuals, and it has been implicated in
induction of systemic inflammation, insulin resistance, renal
dysfunction, and uremic toxins in DN (Mahmoodpoor et al.,
2017; Koppe et al., 2018). However, whether alteration of the
intestinal environment by resveratrol in the small intestine is
associated with amelioration of the progression in DN is not
known. Here, we show that addition of resveratrol prevents the
increase in both the level of plasma LPS and the levels of serum
inflammation markers. Our findings provide important
information on how resveratrol protects against gut barrier
dysfunction, with consequences for inflammatory-mediated
endotoxemia in db/db mice. Previous studies have suggested
that resveratrol exerts protective effect on gut barrier function by
inhibiting MAPK, NF-B, and JAK/STAT pathways, thus
suppressing the generation of proinflammatory. Resveratrol
also protected inflammatory bowel disease and improved gut
barrier function by downregulating the expression of HIF-1,
mTOR, and STAT3 pathway (Nunes et al., 2018). Diabetes and CKD are known to be associated with a
significant decrease in microbiota diversity, as well as with
altered barrier function and increased permeability of the
epithelium (Evenepoel et al., 2017). By contrast, dysbiosis,
intestinal barrier dysfunction, and the perpetuation of
inflammation are ascribed to renal dysfunction in DN
(Andersen et al., 2017). In the current study, and to confirm a
causal relationship between changes in the fecal microbiome and
the observed renal dysfunction, we transplanted the resveratrol-
altered gut microbiota from db/m mice to db/db mice. The
results of our fecal microbiota transplantation experiments
supported our hypothesis that the resveratrol-mediated
microbiota is a driving force in improving renal function,
improving glucose homeostasis, restoring gut permeability, and
reducing inflammatory markers. Frontiers in Pharmacology | www.frontiersin.org DATA AVAILABILITY STATEMENT TABLE S3 | Alpha-diversity index in db/db mice following control-FMT (n = 8) or
resveratrol-FMT (n = 8). The datasets generated for this study can be found in NCBI
BioProject PRJNA628114. The datasets generated for this study can be found in NCBI
BioProject PRJNA628114. TABLE S4 | Relative species abundance at the genus level in control-FMT (n = 8)
or resveratrol-FMT (n = 8) mice FIGURE S1 | Bacterial composition at the species level of each sample in four
groups. Gut microbe relative abundance at the species level of each sample in db/
m, db/m+Res, db/db, and db/db+Res mice. ETHICS STATEMENT The animal study was reviewed and approved by Nanjing Medical
University and approved by the Institutional Animal Care and The animal study was reviewed and approved by Nanjing Medical
University and approved by the Institutional Animal Care and FIGURE S2 | Microbiome composition in control-FMT and resveratrol-FMT db/db
mice. The heatmap of relative species abundance at the genus level in control-FMT
(n = 8) or resveratrol-FMT (n = 8) db/db mice. Use Committee of Nanjing Medical University, No. 14030134. Use Committee of Nanjing Medical University, No. 14030134. SUPPLEMENTARY MATERIAL Resveratrol treatment is a potentially beneficial therapeutic
intervention against the progression of DN, by improving the
gut environment and reducing the inflammation response, and
that these changes may be an important mechanism by which
resveratrol mediates its beneficial renal function effects. These
findings provide supporting evidence for the gut–kidney axis
in DN. The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fphar.2020. 01249/full#supplementary-material TABLE S1 | Alpha-diversity index in db/m groups, db/m+Res, db/db, db/db+Res
mice. TABLE S2 | Relative gut microbiota abundance at the genus level in four groups. FUNDING This work was supported by the grants from Major Research and
Development Project of Jiangsu (BE2016800), Jiangsu Youth
Medical Talents Project (QNRC2016674) and Nanjing Science
Technology Plan Project (201715015). ACKNOWLEDGMENTS We thank the entire staff at the Biotech Treatment Center, The
Second Affiliated Hospital of Nanjing Medical University,
Nanjing, China for their excellent technical assistance with
this research. We thank the entire staff at the Biotech Treatment Center, The
Second Affiliated Hospital of Nanjing Medical University,
Nanjing, China for their excellent technical assistance with
this research. AUTHOR CONTRIBUTIONS effects in targeted intervention studies, both in rodents and in
humans (Daillere et al., 2016). Moreover, we found that the
abundance of the Parabacteroides genera in resveratrol-FMT
mice were higher than this in the control-FMT mice, which
were consistent with previous studies showing that resveratrol
increased Parabacteroides genera (Sung et al., 2017b; Wu et al.,
2019).These bacteria may turn out to be new candidate phylotypes
for predicting and treating renal dysfunction in DN. Conceptualization, D-FD, XL, and Y-BL. Methodology, T-TC, X-
LY, R-RL, HC, Y-YW, WL. Software, X-YL, M-LP. Validation,
YT and X-LY. Formal Analysis, D-FD, T-TC, X-LY. Investigation, H-JY. Resources, HM and Y-BL. Data Curation,
Y-BL, T-TC, and X-LY. Writing—Original Draft Preparation, D-
FD, T-TC. Writing—Review and Editing, X-YL, AS, J-HM. Supervision, T-TC. Project Administration, D-FD. Funding
Acquisition, D-FD. Our study has a number of limitations. Our study did not
measure resveratrol or its metabolites in the fecal slurries used
for FMT studies, thus it remains possible that the beneficial
effects of the FMT observed in our study was confounded by
residual resveratrol. In addition, we used fecal samples from db/
m mice as a donor for our FMT studies. Future studies will need
to be conducted to compare beneficial effects of FMT from RSV-
treated db/db and db/dm mice. Nevertheless, the results from
our studies suggest that So changing the fecal microbiota
composition by resveratrol is only one of a variety ofis one
mechanism by which resveratrols that protects against the
development of DN (Wenzel and Somoza, 2005; Kim et al.,
2018). However, in human study, the specific role of resveratrol
on the gut microbiota and the development of DN are not yet
clear. More clinic trials are needed to confirm these and other
possible effects and mechanisms. DISCUSSION In addition, the
resveratrol-treated group showed an increased abundance of
Bacteroides, Alistipes, Rikenella, Odoribacter, Parabacteroides,
and Alloprevotella genera when compared to the db/db mice
group. In particular, Bacteroides, Alistipes, and Parabacteroides
have been significantly associated with anti-inflammatory factors
(Troy and Kasper, 2010). Similarly, several studies in mice showed
that resveratrol caused gut microbiota remodeling with an increase
in the relative abundance of Bacteroides and Parabacteroides,
which attenuated trimethylamine-N-oxide (TMAO) induced
atherosclerosis and improved exercise performance and skeletal
muscle oxidative capacity in heart failure (Chen et al., 2016; Sung
et al., 2017a).Within db/m mice, we observed a significant increase August 2020 | Volume 11 | Article 1249 Frontiers in Pharmacology | www.frontiersin.org 11 Resveratrol Modulates the Gut Microbiota Cai et al. REFERENCES Inflammatory molecules and pathways in the pathogenesis of diabetic
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000487735 Conflict of Interest: The authors declare that the research was conducted in the
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Mao, Liu, Lu and Ding. 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. Res. Toxicol. 29, 823–833. doi: 10.1021/acs.chemrestox.6b00001 Loh, G., and Blaut, M. (2012). Role of commensal gut bacteria in inflammatory
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Direct Transcriptional Consequences of Somatic Mutation in Breast Cancer
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Cell reports
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cc-by
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Direct Transcriptional Consequences of Somatic
Mutation in Breast Cancer Resource Resource Authors Correspondence
adam.shlien@sickkids.ca (A.S.),
pc8@sanger.ac.uk (P.J.C.) Correspondence
adam.shlien@sickkids.ca (A.S.),
pc8@sanger.ac.uk (P.J.C.) Shlien et al., 2016, Cell Reports 16, 2032–2046
August 16, 2016 ª 2016 The Authors.
http://dx doi org/10 1016/j celrep 2016 07 028 Shlien et al., 2016, Cell Reports 16, 2032–2046
August 16, 2016 ª 2016 The Authors.
http://dx.doi.org/10.1016/j.celrep.2016.07.028 Direct Transcriptional Consequences of Somatic
Mutation in Breast Cancer Direct Transcriptional Consequences of Somatic
Mutation in Breast Cancer Graphical Abstract Authors
Adam Shlien, Keiran Raine,
Fabio Fuligni, ..., Kornelia Polyak,
Michael R. Stratton, Peter J. Campbell Authors
Adam Shlien, Keiran Raine,
Fabio Fuligni, ..., Kornelia Polyak,
Michael R. Stratton, Peter J. Campbell Authors
Adam Shlien, Keiran Raine,
Fabio Fuligni, ..., Kornelia Polyak,
Michael R. Stratton, Peter J. Campbell Graphical Abstract In Brief Shlien et al. quantify first-order
transcriptional consequences across all
classes of somatic mutation in well-
annotated breast cancers. They find that
cancer cells are more transcriptionally
active than stromal cells, especially in ER-
negative cancers. Rearrangements that
break genes or place them in opposite
orientation are an unexpectedly potent
source of fusions. Highlights d Greater transcriptional activity in cancer than stromal cells,
particularly when ER-ve d Intron mutations only infrequently affect splicing, even at
essential splice sites d Distinctive RNA effects of sense-to-antisense and gene-to-
intergenic rearrangements d Exhaustive pipeline for identifying aberrant transcripts from
RNA-sequencing data Cell Reports
Resource Direct Transcriptional Consequences
of Somatic Mutation in Breast Cancer Campbell1,13,14,*
1Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
2D
t
t
f H
G
ti
U i
it
f L
3000 L
B l i 5Department of Pathology, Oslo University Hospital, 0450 Oslo, Norway 6Institut Curie, 75005 Paris, France Synergie Lyon Cancer, Centre Le´ on Be´ rard, 69008 Lyon Dana-Farber Cancer Institute, Boston, MA 02215, USA *Correspondence: adam.shlien@sickkids.ca (A.S.), pc8@sanger.ac.uk (P.J.C.)
http://dx.doi.org/10.1016/j.celrep.2016.07.028 *Correspondence: adam.shlien@sickkids.ca (A.S.), pc8@sanger.ac.uk (P.J.C.)
http://dx.doi.org/10.1016/j.celrep.2016.07.028 *Correspondence: adam.shlien@sickkids.ca (A.S.), pc8@sanger.ac.uk (P.J.C.)
http://dx.doi.org/10.1016/j.celrep.2016.07.028 integration of transcriptome with genome data re-
veals the rules by which transcriptional machinery in-
terprets somatic mutation. integration of transcriptome with genome data re-
veals the rules by which transcriptional machinery in-
terprets somatic mutation. Disordered transcriptomes of cancer encompass
direct effects of somatic mutation on transcription,
coordinated secondary pathway alterations, and
increased transcriptional noise. To catalog the rules
governing how somatic mutation exerts direct tran-
scriptional effects, we developed an exhaustive
pipeline for analyzing RNA sequencing data, which
we integrated with whole genomes from 23 breast
cancers. Using X-inactivation analyses, we found
that cancer cells are more transcriptionally active
than intermixed stromal cells. This is especially true
in estrogen receptor (ER)-negative tumors. Overall,
59% of substitutions were expressed. Nonsense
mutations showed lower expression levels than ex-
pected, with patterns characteristic of nonsense-
mediated decay. 14% of 4,234 rearrangements
caused
transcriptional
abnormalities,
including
exon skips, exon reusage, fusions, and premature
polyadenylation. We found productive, stable tran-
scription from sense-to-antisense gene fusions and
gene-to-intergenic rearrangements, suggesting that
these mutation classes drive more transcriptional
disruption than previously suspected. Systematic 2032
Cell Reports 16, 2032–2046, August 16, 2016 ª 2016 The Authors.
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Direct Transcriptional Consequences
of Somatic Mutation in Breast Cancer Adam Shlien,1,16,* Keiran Raine,1 Fabio Fuligni,15 Roland Arnold,15 Serena Nik-Zainal,1 Serge Dronov,1,17 Lira Mamanova,1
Andrej Rosic,15 Young Seok Ju,1 Susanna L. Cooke,1 Manasa Ramakrishna,1 Elli Papaemmanuil,1 Helen R. Davies,1
Patrick S. Tarpey,1 Peter Van Loo,1,2 David C. Wedge,1 David R. Jones,1 Sancha Martin,1 John Marshall,1
Elizabeth Anderson,1 Claire Hardy,1 ICGC Breast Cancer Working Group, Oslo Breast Cancer Research Consortium,
Violetta Barbashina,3 Samuel A.J.R. Aparicio,4 Torill Sauer,5 Øystein Garred,5 Anne Vincent-Salomon,6 Odette Mariani,6
Sandrine Boyault,7 Aquila Fatima,8 Anita Langerød,9,10 A˚ ke Borg,11 Gilles Thomas,7,17 Andrea L. Richardson,8
Anne-Lise Børresen-Dale,9,10 Kornelia Polyak,12 Michael R. Stratton,1 and Peter J. Campbell1,13,14,*
1Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
2Department of Human Genetics, University of Leuven, 3000 Leuven, Belgium
3Breakthrough Breast Cancer, The Institute of Cancer Research, London SM2 5NG, UK
4British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
5Department of Pathology, Oslo University Hospital, 0450 Oslo, Norway
6Institut Curie, 75005 Paris, France
7Synergie Lyon Cancer, Centre Le´ on Be´ rard, 69008 Lyon, France
8Dana-Farber Cancer Institute, Boston, MA 02215, USA
9Department of Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, 0379 Oslo, Norway
10K.G. Jebsen Center for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, 0316 Oslo, Norway
11Department of Oncology, Lund University, SE-221 00 Lund, Sweden
12Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
13Department of Haematology, Addenbrooke’s Hospital, Cambridge CB2 0QQ, UK
14Department of Haematology, University of Cambridge, Cambridge CB2 1TN, UK
15Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
16Present address: Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
17Deceased
*Correspondence: adam shlien@sickkids ca (A S ) pc8@sanger ac uk (P J C ) Adam Shlien,1,16,* Keiran Raine,1 Fabio Fuligni,15 Roland Arnold,15 Serena Nik-Zainal,1 Serge Dronov,1,17 Lira Mamanova,1
Andrej Rosic,15 Young Seok Ju,1 Susanna L. Cooke,1 Manasa Ramakrishna,1 Elli Papaemmanuil,1 Helen R. Davies,1
Patrick S. Tarpey,1 Peter Van Loo,1,2 David C. Wedge,1 David R. Jones,1 Sancha Martin,1 John Marshall,1
Elizabeth Anderson,1 Claire Hardy,1 ICGC Breast Cancer Working Group, Oslo Breast Cancer Research Consortium,
Violetta Barbashina,3 Samuel A.J.R. Aparicio,4 Torill Sauer,5 Øystein Garred,5 Anne Vincent-Salomon,6 Odette Mariani,6
Sandrine Boyault,7 Aquila Fatima,8 Anita Langerød,9,10 A˚ ke Borg,11 Gilles Thomas,7,17 Andrea L. Richardson,8
Anne-Lise Børresen-Dale,9,10 Kornelia Polyak,12 Michael R. Stratton,1 and Peter J. 2032
Cell Reports 16, 2032–2046, August 16, 2016 ª 2016 The Authors.
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). *Correspondence: adam.shlien@sickkids.ca (A.S.), pc8@sanger.ac.uk (P.J.C.)
http://dx.doi.org/10.1016/j.celrep.2016.07.028 INTRODUCTION Somatic mutation underpins the development of cancer, and
most solid tumors have thousands to tens of thousands of point
mutations, coupled with tens to hundreds of genomic rearrange-
ments and copy-number changes (Garraway and Lander, 2013;
Stratton et al., 2009). Small numbers of these, known as driver
mutations, dysregulate the fundamental cellular processes
involved in normal tissue homeostasis, and they confer a selec-
tive advantage to the clone. A critical point is that Darwinian se-
lection acts on phenotype, and so, for a somatic mutation to
drive cancer, it must manifest a phenotypic effect. Transcription
is the primary conduit by which changes in the genomic code are
translated into cellular phenotype, with the corollary that it is a
necessary criterion of driver mutations that they directly induce
a change in transcript structure. Altered transcript structure
can take many forms, including the creation of fusion genes by
genomic rearrangement, interference with RNA splicing at
mutated splice sites, alteration of the codon sequence for
missense substitutions, and over- or under-expression of genes
through copy-number alterations or mutation in regulatory
regions. 2032
Cell Reports 16, 2032–2046, August 16, 2016 ª 2016 The Authors. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Beyond the primary and direct effects of somatic mutation
on transcript structure, there may be a series of downstream,
secondary alterations in the transcriptome occurring as a
consequence of the primary effect. Most studies of the tran-
scriptome in cancer, including those from large-scale efforts
such as The Cancer Genome Atlas (TCGA) (Kandoth et al.,
2013; Cancer Genome Atlas Network, 2012a), have evaluated
these second-order effects, concentrating predominantly on
the magnitude of gene expression using microarray technology
(Curtis et al., 2012; Perou et al., 2000; Sørlie et al., 2001) or
RNA
sequencing
(RNA-seq)
(Shah
et
al.,
2009;
Cancer
Genome Atlas Research Network, 2012b). They have revealed
large-scale disturbances of transcriptional regulation in most
cancers, with expression profiles for many hundreds of genes
differing from profiles of normal cellular counterparts. Within a
tumor type, similarities in transcriptional profiles across indi-
viduals allow the disease to be sub-classified into several
groups, many of which have biological, therapeutic, and prog-
nostic significance. In some cases, these changes can be
correlated with underlying driver mutations, such as ERBB2
amplification in breast cancer (Sørlie et al., 2001) or specific
fusion genes in acute myeloid leukemia (Valk et al., 2004). INTRODUCTION While these studies have concentrated on mRNA profiles,
similar observations are beginning to emerge from studies of
microRNA transcription (Dvinge et al., 2013), long non-coding
RNA levels, and even expression of pseudogenes (Kalyana-
Sundaram et al., 2012). samples to 303 coverage, with somatically acquired substitu-
tions, insertions or deletions (indels), genomic rearrangements,
and copy-number changes called by a suite of in-house algo-
rithms. The whole-genome sequencing for the 14 primary breast
cancer samples has been described previously (Nik-Zainal
et al., 2012a, 2012b), although improvements in our bioinfor-
matics algorithm allowed us to update the list of genomic rear-
rangements (Table S1). The high-coverage genome-sequencing
data for eight breast cancer cell lines are reported for the first
time here (somatic mutations in Table S2); for the other line
(HCC2157), we used exome and low-coverage whole-genome
data reported previously (Nik-Zainal et al., 2012b; Stephens
et al., 2009). RNA-seq was performed on the 23 breast cancer samples
together with eight organoids freshly isolated from uncultured
normal breast milk ducts (Choudhury et al., 2013). We developed
a suite of algorithms to exhaustively characterize the cancer
transcriptome; in so doing, we aimed to wring maximum detail
on the structure of cancer transcripts from RNA-seq data. Previ-
ous work has examined gene and mutation expression alone or
has focused exclusively on one facet of transcript structure (such
as fusion genes or alternative splicing) without allowing for the
discovery of multiple or complex events or the involvement of
the antisense strand. We implemented a seed-and-extend map-
ping algorithm to find reads that span different regions of the
genome, and then we developed a discordant pair analysis algo-
rithm, drawing these results together with a set of methods to
arrange the results into biologically meaningful categories
(described in detail in the Experimental Procedures and
Figure S1). Although it is a necessary criterion for a driver mutation to
directly induce modification of transcript structure, it is not suffi-
cient. Many mutations that do not confer selective advantage,
so-called passenger mutations, also generate phenotypic con-
sequences, but consequences of no benefit to the cell. Cells Tumors are comprised of a complex admixture of clonal cancer
cells and polyclonal stromal cells. In breast cancer, the propor-
tion of cells deriving from the malignant clone is typically 30%–
70%, although the remaining cells encompass endothelial cells,
supporting connective tissue, inflammatory cells, lymphocytes,
and normal breast epithelium. RNA samples extracted from pri-
mary breast cancers, therefore, represent an amalgam of gene
expression signatures derived from multiple cell lineages, com-
pounding interpretation. INTRODUCTION Initial
studies correlating RNA-seq data with genomic change in can-
cer have reported some of these direct effects, especially for
coding point mutations or canonical fusion transcripts (Shah
et al., 2009), but there has been little systematic effort to
describe, measure, and quantify first-order transcriptional con-
sequences across all classes of somatic mutation found in
well-annotated cancer genomes. The primary advantage of our software pipeline, which we call
RNA Architect, is the comprehensive detection of transcriptional
alterations, including events missed by other methods. These
would include compound events present in cis, such as fusion
transcripts involving alternative splice forms and exon skips
with cryptic splice sites; internal exon shuffling (reusage); post-
transcriptional modifications, such as early polyadenylation
sites; and non-canonical transcript junctions, for example, fu-
sions between the sense and antisense of different genes or
those involving lowly expressed transcripts that are not present
in reference databases. While there exists a number of methods
for aligning RNA-seq and detecting fusions (Asmann et al., 2011;
Chen et al., 2012; Kim and Salzberg, 2011; McPherson et al.,
2012; Swanson et al., 2013; Torres-Garcı´a et al., 2014), there
have been few efforts to simultaneously characterize the cancer
transcriptome for multiple types of alterations. Here, we report a comprehensive analysis of the primary
transcriptional alterations induced by somatic mutation in a
set of 23 breast cancers. We found that the genomic variants
carried by the cancer cells can have subtle or profound effects
on the transcriptome, many of which could not easily be pre-
dicted from the genome, many of which amalgamate several
in cis mutations, and many of which are stably expressed at
high levels. Whole-Genome Sequencing and RNA-Seq from 23
Breast Cancer Samples To understand the inter-relationships between somatic muta-
tion and the transcriptome, we matched RNA-seq data to
whole-genome-sequencing data in 23 breast cancer samples. Of these, 14 were primary breast cancers and nine were
matched breast cancer cell lines. For the genomes, tumor sam-
ples were sequenced to 403 coverage and matched normal Cell Reports 16, 2032–2046, August 16, 2016
2033 A
B
C
D
E
G
F
(legend on ne A A A B
C B C F F D D E E G G (legend on next page) 2034
Cell Reports 16, 2032–2046, August 16, 2016 2034
Cell Reports 16, 2032–2046, August 16, 2016 In females, a randomly selected X chromosome is inactivated
in each cell of the inner cell mass of the early blastocyst, and this
choice is transmitted through every subsequent cell division. Since cancer cells are derived from a single ancestral cell, all
have the same X chromosome inactivated (Fialkow et al.,
1981), whereas the polyclonal stromal tissue has a broadly
equivalent fraction of cells with maternal or paternal X chromo-
somes inactivated. As a result, genes undergoing X inactivation
with heterozygous germline SNPs are monoallelically expressed
in the cancer cells and biallelically expressed in stromal cells
(Figure S2). cells. We also could integrate all the data for a given patient
to estimate the overall fraction of transcripts derived from tu-
mor cells, and we could compare this to the overall fraction
of cancer cells in the sample estimated from the genomic
DNA (Figure 1E). This indicates that cancer cells contribute a
higher fraction of transcripts in the RNA sample than expected
for their cellular proportion, indicating that they are more tran-
scriptionally active than the stromal cells. Thus, even though
cancer cells comprise, on average, 30%–70% of all cells in
a
breast
tumor,
they
contribute
70%–90%
of
all
RNA
molecules. Strikingly, it appeared that the magnitude of the difference
between transcriptional output of cancer cells and stromal
cells was greater in estrogen receptor-negative (ER-ve) tumors
than in ER-positive tumors (Figure 1E). The difference in ER-ve
also was seen in an independent set of primary breast cancers
(661 ER positive and 176 ER-ve), using a larger set of variants
(38,337 somatic substitutions; Figure 1F; cosmic census
genes with high variant allele fraction difference in ER-ve can-
cers; Table S3). Whole-Genome Sequencing and RNA-Seq from 23
Breast Cancer Samples Further, it appears that the number of muta-
tions expressed in a breast tumor, a measure of its transcrip-
tional output, is significantly associated with the amount of
estrogen receptor it expresses (0.2433, p < 0.0001). That
is, tumors with high levels of ER express fewer mutations
than cancers with low ER. We formally modeled this relation-
ship and determined that, for every 1% decrease in ESR1
expression, 15 more mutations are expressed in breast cancer
(Figure 1G). We identified heterozygous germline SNPs in expressed re-
gions of the X chromosome from the genomic sequencing data
across the 14 primary breast cancers, excluding regions that
were not diploid in the cancer. From the RNA-seq data, we
extracted the number of reads expressing each allele. In
PD4120a, for example, 385 heterozygous SNPs on the X chro-
mosome were expressed. The observed reference/variant ratio
in the RNA-seq data at each position ranged from transcripts
whose expression was exclusively monoallelic through tran-
scripts with skewed ratios to genes that had an approximately
equal expression of both alleles (Figure 1A). Respectively, these
three scenarios represent genes expressed exclusively in cancer
cells, genes expressed in both cancer and stromal cells, and
genes expressed exclusively in stromal cells. We developed a statistical algorithm based on a Bayesian hi-
erarchical Dirichlet process to model the fraction of transcripts
along the X chromosome derived from cancer cells (Experi-
mental Procedures). For each heterozygous SNP, the algorithm
estimates what fraction of reads covering that base derived from
cancer cells, allowing for the uncertainty of whether the refer-
ence or variant allele is inactivated in the tumor (Figure 1B; Fig-
ure S2B). When amalgamated across SNPs from the whole X
chromosome, we can estimate the relative contribution of stro-
mal and cancer cells to transcription as a general distribution
(Figure 1C). Figure 1. Separating Expression of X-Linked Genes into Stromal and Tumor Compartments
(A) Fraction of RNA-seq reads reporting reference allele of heterozygous germline SNPs on the X chromosome in one of the patients (PD4120a). The depth of color
reflects the level of expression.
(B) Fraction of transcripts derived from tumor cells for each heterozygous germline SNP shown in (A), estimated with a Bayesian Dirichlet process, is shown.
(C) Estimated distribution and 95% posterior intervals for relative gene expression in cancer versus stromal cells for PD4120a. The y axis reports the estimated
density of genes; the x axis reports the fraction of transcripts for each gene deriving from cancer cells. Thus, the transcripts for most genes in PD4120a are 80%–
100% derived from cancer cells and 0%–20% from stromal cells, with only a small peak of genes predominantly expressed from stromal cells.
(D) Distributions for several selected primary cancers are shown, as for (C).
(E) Overall fraction of transcripts derived from cancer cells (y axis) compared to the estimated proportion on tumor cells in the sample (x axis, estimated from
genomic DNA using copy-number profiles) is shown.
(F) Increased expression of the mutated allele in ER as compared to ER+ breast cancer transcriptomes (plotted relative to the genome). Primary breast cancers
sequenced as part of TCGA are shown. Plotted on the y axis is the variant allele fraction in the transcriptome, relative to the genome (VAFdiff).
(G) Inverse relationship between each tumors’ expression of Estrogen Receptor 1 (ESR1) and the overall expression of its point mutations (shown as VAFdiff;
0.2433, p < 0.0001). Using linear regression analysis to model this relationship, we determined that, for every 1% drop in ESR1, 15 additional point mutations
are expressed. Effects of Point Mutations on Structure of the
Transcriptome We identified all somatically acquired base substitutions in
the 23 breast cancers that were in expressed regions, and we
compared the fraction of sequencing reads reporting the mutant
allele in the transcriptome to that expected from the genome
(Figures S3A and S3B). As anticipated, there was a strong overall
correlation between the genomic and transcriptomic variant
allele fraction (r2 = 0.59; p < 0.0001). Overall, 6,980 substitutions
were found in exons, of which 4,751 were expressed to a suffi-
cient degree that five or more sequencing reads covered the
base. Of the 6,980 variants identified in exonic regions of the
23 samples, 4,152 (59%) had discernible expression in the cor-
responding transcriptome. We found a considerable portion of transcripts that were
exclusively expressed in cancer cells among the 14 patients
in which primary breast cancer samples were sequenced (Fig-
ure 1D; Figure S2C). Strikingly, many tumors had a set of tran-
scripts that were 80%–90% derived from cancer cells and
10%–20% from stromal cells, whereas there were only small
numbers of genes expressed predominantly from stromal Figure 1. Separating Expression of X-Linked Genes into Stromal and Tumor Compartments
(A) Fraction of RNA-seq reads reporting reference allele of heterozygous germline SNPs on the X chromosom
reflects the level of expression. (B) Fraction of transcripts derived from tumor cells for each heterozygous germline SNP shown in (A), estimated with a Bayesian Dirichlet process, is shown. (C) Estimated distribution and 95% posterior intervals for relative gene expression in cancer versus stromal cells for PD4120a. The y axis reports the estimated
density of genes; the x axis reports the fraction of transcripts for each gene deriving from cancer cells. Thus, the transcripts for most genes in PD4120a are 80%–
100% derived from cancer cells and 0%–20% from stromal cells, with only a small peak of genes predominantly expressed from stromal cells. (D) Distributions for several selected primary cancers are shown, as for (C). s derived from cancer cells (y axis) compared to the estimated proportion on tumor cells in the sample (x axis, estimated from
ber profiles) is shown. (F) Increased expression of the mutated allele in ER as compared to ER+ breast cancer transcriptomes (plotted relative to the genome). Primary breast cancers
sequenced as part of TCGA are shown. Plotted on the y axis is the variant allele fraction in the transcriptome, relative to the genome (VAFdiff). Effects of Point Mutations on Structure of the
Transcriptome (G) Inverse relationship between each tumors’ expression of Estrogen Receptor 1 (ESR1) and the overall expression of its point mutations (shown as VAFdiff;
0.2433, p < 0.0001). Using linear regression analysis to model this relationship, we determined that, for every 1% drop in ESR1, 15 additional point mutations
are expressed. ch tumors’ expression of Estrogen Receptor 1 (ESR1) and the overall expression of its point mutations (shown as VAFdiff;
gression analysis to model this relationship, we determined that, for every 1% drop in ESR1, 15 additional point mutations Cell Reports 16, 2032–2046, August 16, 2016
2035 A
B
C A A Figure 2. The Effect of Somatic Point Muta-
tions on Expression and Aberrant Splicing
(A) Comparison of the variant allele fractions in
the transcriptome to the genome, for all classes
of point mutation. The squared correlation coeffi-
cient between the genome and transcriptome is in
parentheses. Only expressed coding changes are
shown (five or more times coverage). (B) Variant allele fractions in the transcriptome
relative to the genome. Nonsense mutations
>50 bp from the terminal 30 exon-intron junction
are the only variants to show a significant
difference. (C) Positional effect of mutations on aberrant
splicing is shown. Generally, stop signals in the last exon
are considered proper, whereas those
appearing >50–55 bp upstream of the
last exon-exon junction, and therefore
upstream of the exon-junction complex,
are
more
likely
to
be
targeted
for
nonsense-mediated decay (Nagy and
Maquat, 1998). We did find evidence for
nonsense-mediated
decay,
since
the
decreased allele fraction in transcriptome
relative to genome was significantly more
pronounced for nonsense mutations if
they were >50 bp upstream of the last
exon-exon splice junction (p = 0.003;
Figure 2B). B B C C Another possible explanation for the
low expression of nonsense mutations is
that they are tolerated only in genes not
expressed in the cancer cells; those
occurring in important genes would be
subject to negative selection. To explore
this possibility, we compared the expres-
sion levels from the organoids of normal
breast epithelium for genes mutated in
the cancer samples. We found no clear-
cut differences across the mutation cate-
gories for whether the mutated genes
were expressed in normal breast epithe-
lial cells (Figure S3C), suggesting that this reason does not
explain the lower expression levels of nonsense mutations. Therefore, it appears as if only nonsense-mediated decay ex-
plains the lower expression of these mutations. Within-Gene Rearrangements Genomic rearrangements contribute to cancer development
through several mechanisms, including changing the copy
number of a gene or genes, altering the regulatory apparatus
of a gene, and reorganizing the exon sequence within a gene
or between two genes. To evaluate effects of genomic rear-
rangements on transcriptome structure, we classified somati-
cally acquired structural variants across two variables: type of
rearrangement (deletion, tandem duplication, inverted, or inter-
chromosomal) and whether genes were involved at either side
of the breakpoint (gene-to-gene, same or opposite orientation;
gene-to-intergenic; within gene, same or different introns; or
local genomic complexity, where more than one rearrangement
affected one or other gene). For each rearrangement, we identi-
fied any aberrant transcript arising from the genes involved,
excluding any splice form seen in the normal breast organoids
or the Ensembl database. Across the 23 breast cancer samples studied, we identified 631
intrachromosomal rearrangements confined to a single intron of
a gene, mostly deletions and tandem duplications (358 and 192,
respectively). Of these, we believe that very few had discernible
consequences on transcriptome structure, since there was no
apparent excess of such rearrangements generating the highest
rank for transcriptional aberration across samples (Figure 3A). For the 38 rearrangements with highest rank, the most common
effect on transcript structure was to skip an exon (69%;
Figure 3B). As expected, rearrangements that went across different in-
trons of the same gene had a considerably greater effect on tran-
script structure than those confined to one intron (Figure 3A). In
general, the transcriptome reflected the rearranged gene struc-
ture in an entirely predictable way, with deletions causing exon
skips and tandem duplications causing exon reusage (Figure 3B). Of 341 genomic rearrangements involving different introns of the
same gene, 84 had the highest rank for transcriptional abnormal-
ity. Of these 84, 23 (27%) caused multiple disruptions in the tran-
scriptome at the same gene, mostly alternative splice isoforms. Particularly common were exon skips of not just deleted exons
but neighboring exons as well. We found a complex transcrip-
tional abnormality in the histone H3-lysine-4 (H3K4)-methyl-
transferase MLL3 (KMT2C) involving an exon reusage using a
cryptic donor (Figure S6A). Follow-up experiments using TCGA
data revealed an additional 13 samples with abnormalities in
MLL3 (Figure S6B). Within-Gene Rearrangements Even in cancer samples without rearrangements affecting a
given gene, we often found evidence for previously undocu-
mented transcripts, such as novel splice forms, read-through
transcripts, and non-canonical splice acceptor or donor sites. It is, therefore, difficult to argue categorically for a given rear-
rangement that an abnormal transcript arises as a direct conse-
quence of the genomic change. Instead, since we are more inter-
ested in the overall patterns of abnormal transcription caused
by somatic mutation, we studied the excess of aberrant tran-
scription associated with the different categories of genomic
rearrangement. The normalized expression level of aberrant
transcripts was ranked for the sample in which the rearrange-
ment was found, relative to aberrant transcripts in the other 22
cancer samples (Figure 3A). If a given rearrangement had no
effect on transcription, then the ranking would be effectively uni-
formly distributed across ranks 1–23, whereas those rearrange-
ments that caused significant alterations to transcriptome struc-
ture would garner the highest rank. Effects of Point Mutations on Structure of the
Transcriptome rearrangements identified in these samples (Supplemental
Experimental Procedures); that is, 11.6% of somatically ac-
quired genomic rearrangements affecting genes are associated
with evidence of aberrant transcription beyond the background
rate in breast cancer. This varied by the pattern of genes at the
breakpoint, with particularly high rates observed for intragenic
rearrangements leading to alterations of exon order but minimal
evidence for aberrant transcription arising from rearrangements
confined to a single intron within a gene. rearrangements identified in these samples (Supplemental
Experimental Procedures); that is, 11.6% of somatically ac-
quired genomic rearrangements affecting genes are associated
with evidence of aberrant transcription beyond the background
rate in breast cancer. This varied by the pattern of genes at the
breakpoint, with particularly high rates observed for intragenic
rearrangements leading to alterations of exon order but minimal
evidence for aberrant transcription arising from rearrangements
confined to a single intron within a gene. We observed a number of different patterns of aberrant tran-
scription (Figure 3B). These included fusion transcripts between
two genes, alternative splicing events, exon reusage, and pre-
mature polyadenylation. To some extent, the alterations in tran-
script structure could be predicted by the underlying genomic
rearrangements, such as exon skips caused by intragenic dele-
tions, but in many cases the abnormalities were rather surprising. In the following sections, we review the transcriptional conse-
quences associated with each of the major classes of genomic
rearrangement. Effects of Point Mutations on Structure of the
Transcriptome There were some differences in the transcription levels of
base substitutions according to the predicted consequence on
the protein (Figure 2A). We found that silent, missense, and
UTR mutations have the same strong correlation between
variant allele fractions in the genome and transcriptome,
whereas nonsense mutations have a weaker relationship. Indeed, nonsense mutations had a significantly lower expres-
sion than predicted from the genome compared to other classes
of mutation (p < 0.0001). Point mutations can directly affect RNA splicing, leading to
retention of introns (especially for splice donor site mutations),
exon skipping (splice acceptor site variants), or enhancement
of alternative splice sites (other exonic or intronic variants). We
assessed the frequency of alternative splicing events related to
somatic base substitutions, where the splice isoform was not
present in the normal breast organoids (Figure 2C). We found
no excess of abnormal splice isoforms associated with muta-
tions in exons near splice sites. We found that mutations
affecting the essential splice sites at +1, +2, and 1 into the Several reasons could explain the lower expression of
nonsense mutations. Nonsense-mediated decay could selec-
tively target transcripts with nonsense mutations for degradation. Nonsense-mediated decay depends on the cell distinguishing a
premature termination codon from a proper termination codon. 2036
Cell Reports 16, 2032–2046, August 16, 2016 intron were the most strongly associated with altered splicing in
the given sample (p = 0.002, p = 0.0001, and p = 0.0005, respec-
tively, compared to intronic mutations >100 bp from the nearest
exon). Nonetheless, despite this enrichment, the actual fraction
of such mutations at essential splice sites that generated detect-
able abnormal splice isoforms was <25%, suggesting that most
such variants do not affect splicing or the transcripts that result
are rapidly degraded. Further into the introns, there were some
positions at which mutations caused significantly more splicing
abnormalities than expected (49, p = 0.04; +23, p =
0.02; +46, p = 0.01; and +60, p = 0.003). Strikingly, several of
these isolated positions coincided with sites of reduced germline
polymorphism. For example, the regions from +21 to +26 and
from +45 to +50 both showed strongly significant reductions in
genetic variation in the germline (Lomelin et al., 2010), suggest-
ing that functional motifs regulating splicing may reside in these
sites. Gene-to-Gene Rearrangements in the Same
Transcriptional Orientation We identified 205 somatic rearrangements that juxtaposed one
or more exons of two protein-coding genes in the same tran-
scriptional orientation; these would be predicted to generate
fusion genes. Overall, 70 (34%) of these were expressed (Fig-
ure 4A). As seen with the within-gene rearrangements, the tran-
scriptome structure was generally as predicted from the
genomic rearrangement, although more than one splice isoform There is a clear excess of genomic rearrangements with the
maximum ranking for aberrant transcription. Using maximum
likelihood methods, we estimated that this excess represents
11.6% (95% confidence interval, 10.4%–12.8%) of 4,234 genic Cell Reports 16, 2032–2046, August 16, 2016
2037 was present in 20 of the 70 rearrangements, increasing the range
of transcripts observed (Figure 4B). The only recurrent fusion
A
B
other. In the forme
tional start site of b A A A Figure
3. The
Transcriptional
Conse-
quences of Structural Rearrangement All rearrangement types and their position with
respect to genes are shown as a matrix in both
panels. Transcriptional disruptions caused by
each rearrangement type are shown within the
matrix. (A) Number of rearrangements causing aberrant
transcription. Normalized aberrant transcription
levels were contrasted between the sample that
contained
the rearrangement and
all others. Plotted is the aberrant transcription ranking of
the rearranged sample relative to all others for the
same genes (red bars). The pie charts show the
fraction of all rearrangements of that type that are
excess in the final rank compared to the number
expected under a uniform distribution. (B)
Types
of
aberrant
transcriptional
events
caused by rearrangements are shown. B dicted to be out of frame or involve the
non-coding UTR, we found evidence for
in-frame transcripts in 25 (7%). In many
cases, the in-frame transcript was more
heavily expressed than the canonical,
out-of-frame transcript, suggesting that
nonsense-mediated decay may be acting
on the latter (Figure 4C). Overall then,
these data indicate that 60 of 501 (12%)
of genomic rearrangements reordering
exons of one or two genes in the same
orientation have the potential to generate
transcripts encoding in-frame proteins. Many of these are expressed at appre-
ciable levels, mostly driven by the up-
stream regulatory apparatus. B Figure
4. Rearrangements
between
and
within Genes Figure
4. Rearrangements
between
and
within Genes A (A) Fusions caused by rearranged genes in the
same orientation are shown. (B) Proportion of rearrangements predicted to lead
to an in-frame event contrasted to the proportion
actually expressing in-frame transcripts (top). Characteristics of expressed fusions (bottom) are
shown. (C) Many fusions are expressed in multiple iso-
forms. ated transcripts linking the sixth exon
into a multiply spliced antisense tran-
script of SYNE1 (Figure 5C). Fusion tran-
scripts involving the same intron of ESR1
are recurrent in breast cancer, and there
is evidence they have important func-
tional consequences, largely conferred
by the C-terminally truncated estrogen
receptor (Li et al., 2013). There is also
a
rearrangement
that
fuses
the
first
20
exons
of
the
transcriptional
co-
activator
CREBBP
to
the
antisense
strand of CLUAP1. CREBBP is a well-
known cancer gene that can be targeted
by inactivating point mutations (Pasqua-
lucci
et
al.,
2011)
or,
in
leukemias,
involved in canonical fusion genes (Ca-
mo´ s et al., 2006). ated transcripts linking the sixth exon
into a multiply spliced antisense tran-
script of SYNE1 (Figure 5C). Fusion tran-
scripts involving the same intron of ESR1
are recurrent in breast cancer, and there
is evidence they have important func-
tional consequences, largely conferred
by the C-terminally truncated estrogen
receptor (Li et al., 2013). There is also
a
rearrangement
that
fuses
the
first
20
exons
of
the
transcriptional
co-
activator
CREBBP
to
the
antisense
strand of CLUAP1. CREBBP is a well-
known cancer gene that can be targeted
by inactivating point mutations (Pasqua-
lucci
et
al.,
2011)
or,
in
leukemias,
involved in canonical fusion genes (Ca-
mo´ s et al., 2006). C C C C Rearrangements We identified 473 genomic rearrange-
ments that joined the 50 portion of a
gene to an intergenic region and 461
rearrangements linking 30 ends of genes to intergenic space
(Figure 6A). As seen with the 30-to-30 gene-to-gene fusions,
in the absence of promoters, only one 30 gene-to-intergenic
rearrangement led to a detectable RNA transcript. In contrast,
16 (3.4%) of 50 gene-to-intergenic rearrangements led to
stable expression of abnormal transcripts related to the
rearrangement. novel transcribed sequence from the antisense strand of the
distal gene mapped to intronic regions, although a few fusions
did generate transcripts that partially or fully overlapped with
exons (Figure 5B). This is to be expected since splice sites
are directional, so the GT.AG structure of an intron is not reca-
pitulated on the antisense strand. However, where one might
have expected the reads derived from the antisense strand to
be rather scattered, the antisense exons were, in fact, surpris-
ingly fixed (Figure 5C). That is, the antisense component of
the fusion transcript tended to reuse the same latent splice
acceptor and donor sites on the antisense strand. These were
almost always associated with consensus GT-AG splice sig-
nals. For a small number of examples, multiple antisense exons
were recurrently included in the transcript. None of these novel
antisense exons was seen in the absence of the given 50-to-50
rearrangement, suggesting that it is the genomic rearrangement
that unmasks the latent transcriptional potential of these
regions. novel transcribed sequence from the antisense strand of the
distal gene mapped to intronic regions, although a few fusions
did generate transcripts that partially or fully overlapped with
exons (Figure 5B). This is to be expected since splice sites
are directional, so the GT.AG structure of an intron is not reca-
pitulated on the antisense strand. However, where one might
have expected the reads derived from the antisense strand to
be rather scattered, the antisense exons were, in fact, surpris-
ingly fixed (Figure 5C). That is, the antisense component of
the fusion transcript tended to reuse the same latent splice
acceptor and donor sites on the antisense strand. These were
almost always associated with consensus GT-AG splice sig-
nals. For a small number of examples, multiple antisense exons
were recurrently included in the transcript. Cell Reports 16, 2032–2046, August 16, 2016
2039 Gene-to-Gene Fusions in Opposite
Transcriptional Orientation We would expect half of the genomic re-
arrangements linking two genes to join
them
in
opposing
orientation,
which
would be split equally between gene
pairs pointing inwardly at each other
and gene pairs pointing away from each
other. In the former, the 50 regulatory apparatus and transcrip-
tional start site of both genes would be retained, and they could
start transcripts that would extend into the partner gene on the
antisense strand. We identified 171 somatic rearrangements
generating gene-to-gene fusions in opposite orientation, of
which 114 were pointing inward (50-to-50 orientation). While
there was not much evidence of aberrant transcription arising
from 30-to-30 fusions, we found an unexpectedly high frequency
of
stable
transcription
at
gene
pairs
pointing
inwardly
(Figure 5A). was present in 20 of the 70 rearrangements, increasing the range
of transcripts observed (Figure 4B). The only recurrent fusion
transcript that we observed in this cohort was between
NCOA7 and TRMT11, adjacent genes on chromosome 6,
caused by tandem duplications in HCC1954 and PD4005a
(Figure S4). We examined the protein-reading frame of transcripts arising
from
gene
fusions
and
within-gene
rearrangements
that
spanned more than one intron (Figure 4B). In 133 of 501 (27%)
such events, the resulting exon structure would be predicted
to generate an in-frame gene from transcript isoforms reported
in Ensembl; we found RNA-seq reads supporting these in-frame
transcripts in 35 of 133 (26%). Of the 368 rearrangements pre- In total, 50 (44%) of all 50-to-50 rearrangements generated
transcripts that fused the sense portion of one gene with novel
exons on the antisense strand of the partner gene. Mostly, the 2038
Cell Reports 16, 2032–2046, August 16, 2016 A
C
B A
B A B B A Regions of Local Complexity We defined a region of local complexity as any gene footprint
that contained two or more genomic rearrangements. Typically,
these represented sites of extensive genomic amplification,
such as around ERBB2 or CCND1, or they were regions of chro-
mothripsis, a mutational process generating tens to hundreds of
localized genomic rearrangements in a one-off catastrophic
event (Stephens et al., 2011). Given the complexity of the
genomic changes in many of these regions, a surprising number
of rearrangements led to measurable transcriptional conse-
quences (Figure 7A). Indeed, when compared with genes hit
by simple rearrangements, the fractions of rearrangements
from regions of local genomic complexity giving aberrant tran-
scripts were broadly similar. This suggests that the regulatory
apparatus enabling transcription initiation remains at least
partially intact in many of these heavily rearranged regions
and that the genomic structure supports the production of sta-
ble transcripts. One striking conclusion of the analysis is that transcription,
once started, will attempt to complete. We found an unexpect-
edly high number of transcripts resulting from structural variants
that sow the 50 seeds of a gene, namely upstream enhancers,
promoter, and first few exons, into seemingly infertile ground,
such as intergenic space or the antisense strand of another
gene. Indeed, in our data, the fraction of such events generating
productive transcription was not dissimilar to that observed for
rearrangements predicted to cause canonical gene fusions. In
the case of gene-to-intergenic rearrangements, the transcrip-
tional machinery can scan many tens of kilobases in search of
a splice acceptor site, often contributed by the second exon of
a downstream intact gene in the same orientation. For sense-
to-antisense fusions, the sense transcript often splices into novel
exons within the gene footprint of the antisense gene. In one
example, this generated a truncated version of the estrogen re-
ceptor gene ESR1. Recently, it has been reported that fusion
transcripts arising from breaks in the same intron of ESR1 are
recurrent in breast cancer and can confer resistance to endo-
crine therapy (Li et al., 2013). We found that the transcripts that arose in these regions often
represented an integration across multiple rearrangements (Fig-
ure 7B; Figure S5). In PD4107a, for example, we found a fusion
transcript that linked QKI to the antisense strand of TRPS1
(blue arc, Figure 7B), which was, in fact, driven by two in cis
genomic rearrangements linking QKI to ANKRD11 and then
ANKRD11 to TRPS1. Rearrangements In some ways, this is
the most straightforward analysis of a cancer transcriptome
to perform; the causation chain is short and, in theory,
predictable. caused by gene-to-intergenic rearrangements that were poten-
tially in frame (Figure 6B). The length of the novel intron created
by these transcribed gene-to-intergenic fusions was typically in
the 50- to 100-kb range, but it could be as high as 250 kb
(Figure 6C). Regions of Local Complexity Due to the massive number of rearrange-
ments sometimes found in these regions of local complexity,
there can be a considerable degree of aberrant transcription. In PD4103a, for example, among the hundreds of clustered
rearrangements localized to a small number of genomic regions,
we found 12 different fusion transcripts as well as seven alterna-
tively spliced isoforms driven by within-gene rearrangements
(Figure S5). Another important observation is that the transcriptional
output of breast cancer cells is greater than the surrounding stro-
mal cells. Using a method that accounts for differences in tumor
purity, we found a striking anti-correlation between ER levels and
the number of expressed mutations. That is, tumors with high
levels of ER express fewer mutations than cancers with low
ER. We formally modeled this relationship and determined
that, for every 1% decrease in ER expression, 15 more mutations
are expressed. As a breast cancer loses estrogen receptor
expression and becomes more transcriptionally active, it is
more likely to actually express its complement of somatic muta-
tions. For example, we found that TP53 mutations are more likely
to be expressed in ER than ER+ breast cancers (Figure S7B). While speculative, this is of interest to researchers in the field
of immunotherapy, since somatic mutations can act as neoanti-
gens that trigger host immune responses. There are studies Figure 5. Antisense Expression Caused by Rearranged Genes in Opposite Orientation
(A) Stacked bar plot shows the number of expressed transcripts per sample resulting from gene fusions in opposite orientation.
(B) The diversity of chimeric transcripts produced by gene-to-gene rearrangements. The expression level of each transcript is plotted on the y axis. Tail-to-tail
gene pairs (green) are rarely expressed, whereas, surprisingly, sense-to-sense and sense-to-antisense fusions show similar levels of expression (blue and red,
respectively). Transcripts are placed on the x axis according to the type of read joining the two genes. Genes adjoined by exonic reads are plotted to the right on
the x axis, and genes brought together only by exon-to-intron reads are on the left.
(C) Examples of productive, stable antisense fusion transcripts. Plotted on the y axis are the read depths supporting the fusion. Hatched lines indicate re-
arrangement breakpoints. In most cases, we observed a single donor gene, which expresses sequence from its sense strand (yellow), and a single acceptor gene,
which expresses sequence from its antisense strand (red). Rarely are both promoters used, leading to reciprocal sense-antisense fusions (both genes express
sense and antisense sequence). The fusions SZT2-SLC6A9 and SLC6A9-SZT2 are examples of a reciprocal pair. In general, antisense transcripts display
features of traditional exons: they are stably expressed, around 200 bp, and are frequently spliced at GT-AG splice sites (asterisks). Rearrangements None of these novel
antisense exons was seen in the absence of the given 50-to-50
rearrangement, suggesting that it is the genomic rearrangement
that unmasks the latent transcriptional potential of these
regions. The predominant transcripts that resulted from these 50
gene-to-intergenic rearrangements were fusions linking the 50
portion of the broken gene to exon 2 of the first intact, sense
gene downstream of the breakpoint (Figure 6B). Occasionally,
splicing into novel intergenic exons or into exon 1 of the down-
stream gene was observed, but, compared to splicing into exon
2, these transcripts were infrequent and represented minor RNA
species. In general, the first exon of a gene commences with the
transcription start site and, therefore, does not contain a splice
acceptor site, explaining why 50 gene-to-intergenic rearrange-
ments fuse into exon 2. Since the first exon of many genes
carries the ATG that initiates translation, many of these gene-
to-intergenic rearrangements could translate into bona fide
fusion proteins. Indeed, we identified three fusion transcripts It
is
unclear
what
functional
potential
these
sense-to-
antisense gene fusions might have. Notably, we found an
example involving the estrogen receptor, ESR1, which gener- Cell Reports 16, 2032–2046, August 16, 2016
2039 A
B
C A A
B
C
(legend on ne A B
C
(legend on next
Cell Reports 16, 2032–2046, August 16, 2016 B B B C
(legend on next C C (legend on next page) (legend on next page) 2040
Cell Reports 16, 2032–2046, August 16, 2016 loss of transcriptional fidelity, manifesting as shorter 30
UTRs (Mayr and Bartel, 2009), retained introns, trans-splicing
(Li et al., 2008), and so on. Here we have concentrated on
dissecting
the
immediate
impact
that
the
repertoire
of
somatic
mutations
has
on
the
transcriptome
in
breast
cancer, exploring the rules that govern how the transcriptional
machinery interprets somatic mutation. In some ways, this is
the most straightforward analysis of a cancer transcriptome
to perform; the causation chain is short and, in theory,
predictable. loss of transcriptional fidelity, manifesting as shorter 30
UTRs (Mayr and Bartel, 2009), retained introns, trans-splicing
(Li et al., 2008), and so on. Here we have concentrated on
dissecting
the
immediate
impact
that
the
repertoire
of
somatic
mutations
has
on
the
transcriptome
in
breast
cancer, exploring the rules that govern how the transcriptional
machinery interprets somatic mutation. DISCUSSION We found that 59% of exonic point muta-
tions are expressed and 11 6% of genomic rearrangements
B
some in a given sam
of reads across SN
Then yi Binðni; pi
of reads reporting
mixture model depe
Xa or Xi. B B however,
such
a
high
proportion
of
genomic rearrangements generating sta-
ble fusion transcripts, novel exons, and
splicing isoforms could readily provide a
substrate for further genomic evolution
over many generations. Statistics Statistics
Statistical Model for Analyzing
Allele-Specific Expression of
Heterozygous Germline SNPs on
the X Chromosome DISCUSSION The disturbed transcriptional landscape of cancer cells results
from three main forces: (1) direct, primary consequences of
somatic mutation; (2) coordinated, secondary gene expression
changes resulting from altered cellular signaling, transcrip-
tional regulation, and chromatin landscape; and (3) general Figure 5. Antisense Expression Caused by Rearranged Genes in Opposite Orientation Figure 5. Antisense Expression Caused by Rearranged Genes in Opposite Orientation
(A) Stacked bar plot shows the number of expressed transcripts per sample resulting from gene fusions in opposite orientation. (B) The diversity of chimeric transcripts produced by gene-to-gene rearrangements. The expression level of each transcript is plotted on the y axis. Tail-to-tail
gene pairs (green) are rarely expressed, whereas, surprisingly, sense-to-sense and sense-to-antisense fusions show similar levels of expression (blue and red,
respectively). Transcripts are placed on the x axis according to the type of read joining the two genes. Genes adjoined by exonic reads are plotted to the right on
the x axis, and genes brought together only by exon-to-intron reads are on the left. (C) Examples of productive, stable antisense fusion transcripts. Plotted on the y axis are the read depths supporting the fusion. Hatched lines indicate re-
arrangement breakpoints. In most cases, we observed a single donor gene, which expresses sequence from its sense strand (yellow), and a single acceptor gene,
which expresses sequence from its antisense strand (red). Rarely are both promoters used, leading to reciprocal sense-antisense fusions (both genes express
sense and antisense sequence). The fusions SZT2-SLC6A9 and SLC6A9-SZT2 are examples of a reciprocal pair. In general, antisense transcripts display
features of traditional exons: they are stably expressed, around 200 bp, and are frequently spliced at GT-AG splice sites (asterisks). Cell Reports 16, 2032–2046, August 16, 2016
2041 A
C A
B
C A (C) Genes involved in non-canonical fusions. We
observed 18 fusions where a broken gene (donor)
splices to another gene (acceptor) that is itself
unbroken and often distant. These fusions can be
highly expressed (width of line) and cause in-frame
transcripts (red line). reporting strong associations between the number of neoanti-
gens and response to immunotherapy, and our data suggest
that such mutations are more likely to be expressed in ER-ve
or ER-low tumors. It is a necessary condition of a somatic mutation to be onco-
genic that it induces some transcriptional consequence, but it
is far from sufficient. Figure 6. Non-canonical Fusions Caused by
Gene-to-Intergenic Breakpoints
(A) Percentage of gene-to-intergenic rearrange-
ments causing fusions is shown.
(B) Length of the intron created is shown.
(C) Genes involved in non-canonical fusions. We
observed 18 fusions where a broken gene (donor)
splices to another gene (acceptor) that is itself
unbroken and often distant. These fusions can be
highly expressed (width of line) and cause in-frame
transcripts (red line). li =
1; if reference allele is on Xa
0; if reference allele is on Xi: Statistics
Statistical Model for Analyzing
Allele-Specific Expression of
Heterozygous Germline SNPs on
the X Chromosome For every heterozygous SNP on the X
chromosome,
we
have
an
observed
count of transcripts expressing the refer-
ence allele and a count for those express-
ing the variant allele. For each SNP, we do
not know whether the reference allele
is on the active X chromosome (Xa) or
the inactive X chromosome (Xi) in the
tumor cells. We further assume that, in
the contaminating stromal cells, the ex-
pected proportion of cells with the refer-
ence allele on Xa is 50%. We model these
data using a hierarchical Bayesian model,
where the distribution of the fraction of
reads deriving from tumor cells from
across
all
genes
follows
a
Dirichlet
process. We define N as the number of heterozy-
gous germline SNPs on the X chromo-
some in a given sample and ni; i = 1; .; N as the total number
of reads across SNP i, of which yi report the reference allele. Then yi Binðni; piÞ, where pi is the expected proportion
of reads reporting the reference allele. Here pi follows a
mixture model depending on whether the reference allele is on
Xa or Xi. reporting strong associations between the number of neoanti-
gens and response to immunotherapy, and our data suggest
that such mutations are more likely to be expressed in ER-ve
or ER-low tumors. It is a necessary condition of a somatic mutation to be onco-
genic that it induces some transcriptional consequence, but it
is far from sufficient. We found that 59% of exonic point muta-
tions are expressed and 11.6% of genomic rearrangements
(balanced and unbalanced) hitting a gene footprint generate
aberrant transcripts. These aberrant transcripts are polyadeny-
lated, stable, and have the potential to generate protein prod-
ucts. In the case of cancer, even those that generate proteins
will be mostly inconsequential to cell biology, although there
will be some that are oncogenic. In the case of species evolution, fðpiÞ = lipi + ð1 piÞ=2; li =
1; if reference allele is on Xa
0; if reference allele is on Xi: li =
1; if reference allele is on Xa 2042
Cell Reports 16, 2032–2046, August 16, 2016 A
B
re 7. Regions of Local Complexity Give Rise to Unique Transcriptional Consequences
ion of local complexity is any gene footprint that contains two or more genomic rearrangements. Statistics
Statistical Model for Analyzing
Allele-Specific Expression of
Heterozygous Germline SNPs on
the X Chromosome Local complexity can occur in regions of chromothrip A A B
ure 7. Regions of Local Complexity Give Rise to Unique Transcriptional Consequences
egion of local complexity is any gene footprint that contains two or more genomic rearrangements. Local complexity can occur in regions of chromothripsis
h-level amplification. (legend continued on next pa B B
7. Regions of Local Complexity Give Rise to Unique Transcriptional Consequences
n of local complexity is any gene footprint that contains two or more genomic rearrangements. Local complexity can occur in regions of chromothrips
vel amplification. B B Figure 7. Regions of Local Complexity Give Rise to Unique Transcriptional Consequences Complexity Give Rise to Unique Transcriptional Consequences
y gene footprint that contains two or more genomic rearrangements. Local complexity can occur in regions of chromothripsis and g
p
y
q
p
q
local complexity is any gene footprint that contains two or more genomic rearrangements. Local complexity can occur in regions o
amplification. (legend continued on next page) (legend continued on next page) Cell Reports 16, 2032–2046, August 16, 2016
2043 Cell Reports 16, 2032–2046, August 16, 2016
2043 Then the importance ratio for the jump from pðt1Þ to the pro-
posed p is given by We let li Bernð0:5Þ as the prior, with pi DPðaP0Þ. We use
the stick-breaking representation of the Dirichlet process as
follows: Prðp j Þ
Prðpðt1ÞÞ
g
pðt1Þ p
gðp j pðt1ÞÞ: P =
X
N
h = 1
uhdph; with ph P0; Step 4: Updating the Indicator Variables of Whether the
Reference Allele Is on Xa or Xi. With a little algebra, this can
be shown to follow where dp is a point mass at p, and uh is the weight of the hth
gene expression cluster (that is, effectively the proportion of
genes for which the fraction of transcripts deriving from tumor
cells is p. To capture the stick-breaking formulation, we let
kh = Vh
Q
l < hð1 VlÞ, with Vh Betað1; aÞ. We set a practical
maximum number of clusters, C, as 40. As priors, we set
P0 Uð0; 1Þ and a Gð0:01; 0:01Þ. Prðli = 1jÞ = 1
,
1 +
1 ph
1 + ph
2yini! : Step 5: Updating the Hyperparameter. Allele Fractions in the Genome and Transcriptome for
Different Classes of Somatic Substitution Allele Fractions in the Genome and Transcriptome for
Different Classes of Somatic Substitution We fitted linear mixed-effects models to the variant allele frac-
tions. The variant allele fraction of reads reporting the mutant
allele was the dependent variable. The random effect was the
patient from whom the RNA sample derived, allowing for inter-in-
dividual differences in both the intercept and slope of the line
correlating genomic with transcriptomic variant allele fraction. The fixed effects were the genomic variant allele fraction and
class of variant, with the main hypothesis of interest being
whether the relationship between genomic and transcriptomic
allele fraction differed across the classes of variant. This was
tested by adding class of variant-by-slope interaction terms to
the model, using likelihood ratio tests to assess for improved
fit. Models were fitted using maximum likelihood methods. We fitted linear mixed-effects models to the variant allele frac-
tions. The variant allele fraction of reads reporting the mutant
allele was the dependent variable. The random effect was the
patient from whom the RNA sample derived, allowing for inter-in-
dividual differences in both the intercept and slope of the line
correlating genomic with transcriptomic variant allele fraction. where h = 1; 2; .; C and ph;i = liph + ð1 phÞ=2. where h = 1; 2; .; C and ph;i = liph + ð1 phÞ=2. Step 2: Updating the Stick-Breaking Weights. These are condi- ;
Step 2: Updating the Stick-Breaking Weights. These are condi-
tionally conjugate beta posterior distributions as follows: ðVhjÞ Beta
1 +
X
N
i = 1
1ðSi = hÞ; a +
X
N
i = 1
1ðSi > hÞ
! ; where h = 1; .; C 1 and VC = 1. Step 3: Updating the Fraction of Transcripts Deriving from Tumor
Cells. We want to generate draws from the posterior distribu-
tion of ðph j Þ. We use a Metropolis-Hastings algorithm with
beta proposal distribution to do this. So, Statistics
Statistical Model for Analyzing
Allele-Specific Expression of
Heterozygous Germline SNPs on
the X Chromosome The posterior distribu-
tion for a is To model the posterior distribution of the Dirichlet process, we
use Gibbs sampling as described below. ðajÞ G
C + A 1; B
X
C1
l = 1
logð1 VlÞ
! ; Step 1: Allocating Each Gene to One of the Clusters. We set
indicator variables, Sief1; 2; .; Cg, to denote allocation of gene
i to a cluster. The posterior distribution of these variables is
therefore where the prior is a GðA; BÞ. Statistical Analysis of Relationship between Variant
Allele Fractions in the Genome and Transcriptome for
Different Classes of Somatic Substitution Statistical Analysis of Relationship between Variant
Allele Fractions in the Genome and Transcriptome for
Different Classes of Somatic Substitution PrðSi = hjÞ =
Vh
P
l < hð1 VlÞ
ni
yi
pyi
h;i
1 ph;i
niyi
PC
r = 1
Vr
P
l < rð1 VlÞ
ni
yi
pyi
r;i
1 pr;i
niyi
; EXPERIMENTAL PROCEDURES Detection of Changes to Gene Transcript Structure Detection of Changes to Gene Transcript Structure (E) Fusions genes. A junction between the exons of two protein-coding
genesthatisnotfoundincontrolsamples.Wehadtwoapproachesto
finding fusion gene pairs: (1) using aberrant junctions that were split
across a breakpoint joining two genes, and (2) using read pairs that
were fully mapped (i.e., not split) to both genes. The first approach
used the seed-and-extend algorithm outlined above. The second
approach used a bespoke discordant-pair analysis algorithm, which
involved remapping the initially unmapped reads as singletons, re-
pairing them together, and evaluating whether there existed clusters
of read pairs aligning to two genes in a consistent manner. (4) Merge and extend. K-mers that map to adjacent positions were
merged into a single fragment. The k-mers that did not map are those
that spanned a breakpoint (inter- or intragenic). We then extended
mapped fragments into their unmapped neighbors, one base at a
time. We iteratively added bases to the k-mers, and we removed
them from the unmapped neighbors, until all fragments mapped to a
unique location and we successfully resolved the breakpoints. At this
point we allowed mismatches (SNPs, substitutions, or indels) only if
they were proceeded by a 2-bp perfect match to the reference. (4) Merge and extend. K-mers that map to adjacent positions were
merged into a single fragment. The k-mers that did not map are those
that spanned a breakpoint (inter- or intragenic). We then extended
mapped fragments into their unmapped neighbors, one base at a
time. We iteratively added bases to the k-mers, and we removed
them from the unmapped neighbors, until all fragments mapped to a
unique location and we successfully resolved the breakpoints. At this
point we allowed mismatches (SNPs, substitutions, or indels) only if
they were proceeded by a 2-bp perfect match to the reference. We only reported high-confidence fusion genes. These had to have been de-
tected by both the seed-and-extend algorithm and the discordant-pair algo-
rithm or detected by the discordant-pair algorithm alone with extremely
high ranking. This ranking was determined by evaluating the following: how
many reads map to other locations in the transcriptome (multi-mappings),
the consistency of the mapping positions (percentage of coefficient of varia-
tion <25), the number of unique reads in each gene (more than five), and the
consistency of the discordant read pairs’ orientation (<5% inconsistent). We
excluded reads where one end maps to the mitochondria. AUTHOR CONTRIBUTIONS A.S., M.R.S., and P.J.C. designed the study, analyzed the data, and wrote the
manuscript. K.R., F.F., R.A., S.N.-Z., S.D., A.R, Y.S.J., S.L.C., M.R., E.P.,
H.R.D., P.S.T., P.V.L., D.C.W., and J.M. contributed towards genomic and
transcriptomic tool development and analysis. L.M. developed RNA-seq
methods. S.M. was project coordinator. E.A., C.H., V.B., S.A.J.R.A., T.S.,
O.G., A.V.-S,. O.M., S.B., A.F., A.L., A˚ .B., G.T., A.L.R., A-L.B.-D., and K.P. contributed towards analyses. All authors discussed the results and com-
mented on the manuscript. (B) Exon reusages. A junction between two non-adjacent exons from
the same transcript, not found in normal organoids (less than two
reads) or in Ensembl, where the first exon is 3 prime to the second
exon. Exon reusages were reported only if there were no Ensembl
transcripts that would explain the junction between the exons. We
recorded the number of exons reused and required a split forward
read and a split reverse read to call an exon reusage. We subcate-
gorized exon reusages into those that involved the canonical
edges of the exons and those that involved a cryptic splice site
(either 50 or 30 of the donor or acceptor site). (B) Exon reusages. A junction between two non-adjacent exons from
the same transcript, not found in normal organoids (less than two
reads) or in Ensembl, where the first exon is 3 prime to the second
exon. Exon reusages were reported only if there were no Ensembl
transcripts that would explain the junction between the exons. We
recorded the number of exons reused and required a split forward
read and a split reverse read to call an exon reusage. We subcate-
gorized exon reusages into those that involved the canonical
edges of the exons and those that involved a cryptic splice site
(either 50 or 30 of the donor or acceptor site). SUPPLEMENTAL INFORMATION Supplemental Information includes Supplemental Experimental Procedures,
seven figures, and three tables and can be found with this article online at
http://dx.doi.org/10.1016/j.celrep.2016.07.028. (A) Exon skips. A junction between two non-adjacent exons from the
same transcript, not found in normal organoids (less than two
reads) or in Ensembl, where the first exon is 5 prime to the second
exon. Exon skips were annotated to the Ensembl transcript that
involved the fewest number of exons lost. We required a split for-
ward read and a split reverse read to call an exon skip. We subca-
tegorized exon skips into those that involved the canonical edges
of the exons and those that involved a cryptic splice site (either 50 or
30 of the donor or acceptor site). Detection of Changes to Gene Transcript Structure We subcategorized
fusion genes based on the relative orientation of the genes involved (same
orientation, or in opposite orientation [antisense]) and whether the fusion
also involved a cryptic splice site. (5) Clean. Most fusions and aberrant splice breakpoints were resolved us-
ing the methods outlined above. However, if a fragment remained un-
mapped, we tried to map it using modified parameters. If there existed
homologous sequences between both edges of the breakpoints, lead-
ing to ambiguity over where the breakpoint should be positioned, we
chose the breakpoint pair that yielded a junction spanning canonical
donor-acceptor sequences (GT-AG). (6) Annotate. Having resolved the breakpoints of all fusion genes, aberrant
splice forms, and compound events, Architect writes junction coordi-
nates into a database (SQLite) and the split reads into a binary align-
ment file (BAM). Each event, which represents the junction of two or
more expressed sequences that are not normally found to be adjacent,
was ranked across a number of measures, including whether the event
is seen in normal samples or in the reference genome; the number of
reads supporting the event (total and unique); the sequence context
of the junction (i.e., whether canonical donor-acceptor sequences
are used); the average number of unique bases per read; and the num-
ber of reads mapped in the direct and reverse complemented orienta-
tion. We then implemented separate processes that used these mea-
sures to arrange the events into the following biologically meaningful
categories: ACCESSION NUMBERS The accession numbers for the raw sequence data reported in this paper
are The European Genome-phenome Archive under accession numbers
EGAD00001002236 and EGAD00001002237 (https://www.ebi.ac.uk/ega/,
hosted by the European Bioinformatics Institute [EBI]). Detection of Changes to Gene Transcript Structure read pairs if one end mapped to the mitochondria or if it contained two
or more unknown nucleotides (N). The pre-filtering step was performed
by aligning all reads to a transcriptome reference containing known
exons derived from Ensembl (using a modified version of BWA 0.5.9). donor and acceptor sites can involve the extension of the exon into
the adjacent intron or the reduction of the exon. The junction must
not befoundinnormalorganoids(lessthan two reads) orinEnsembl,
and it must involve canonical donor-acceptor sequences (GT-AG). donor and acceptor sites can involve the extension of the exon into
the adjacent intron or the reduction of the exon. The junction must
not befoundinnormalorganoids(lessthan two reads) orinEnsembl,
and it must involve canonical donor-acceptor sequences (GT-AG). (D) Early polyadenylationsites.Ajunctionbetweenthe exonofa protein-
coding gene and a non-templated run of adenines (or thymines if
mapped to the opposite strand), which does not occur at the canon-
icaledgeofthegene’sUTR.Thejunctionsmustbe>10bpawayfrom
the canonical edge, and they must not be found in normal organoids
(less than two reads) or in Ensembl. We subcategorized early polya-
denylation sites into those in UTRs and those in coding exons. (2) Index. Having removed all of the reads involving known transcriptional
events, we ran a sensitive alignment of the remaining reads. We first
scanned the human genome, and we built an index containing the po-
sitions of all exons of all protein-coding genes, pseudogenes (including
polymorphic pseudogenes), and processed transcripts. We used a
word size of 9 bp as this provided the best balance between sensitivity
and run time. (3) Shatter reads and align k-mers. We then shattered the 75-bp reads into
k-mers (13 bp), yielding five k-mers of equal size and one short k-mer
containing the 30 end of the read (the lowest quality portion of Illumina
reads). All k-mers were then aligned to the indexed genes without al-
lowing for any mismatches. (E) Fusions genes. A junction between the exons of two protein-coding
genesthatisnotfoundincontrolsamples.Wehadtwoapproachesto
finding fusion gene pairs: (1) using aberrant junctions that were split
across a breakpoint joining two genes, and (2) using read pairs that
were fully mapped (i.e., not split) to both genes. The first approach
used the seed-and-extend algorithm outlined above. The second
approach used a bespoke discordant-pair analysis algorithm, which
involved remapping the initially unmapped reads as singletons, re-
pairing them together, and evaluating whether there existed clusters
of read pairs aligning to two genes in a consistent manner. Detection of Changes to Gene Transcript Structure PrðphjÞa
2
64
ðð1 + phÞ=2Þ
P
i:Si = h
liyi
x ðð1 phÞ=2Þ
P
i:Si = h
ð1liÞyi
x
ðð1 + phÞ=2Þ
P
i:Si = h
ð1liÞðniyiÞ
x ðð1 phÞ=2Þ
P
i:Si = h
liðniyiÞ
3
75
= ðð1 + phÞ=2Þ
P
i:Si = h
ð2liyilini + niyiÞ
ðð1 phÞ=2Þ
P
i:Si = h
ðyi2liyi + liniÞ We developed a suite of tools for the analysis of cancer RNA-seq data, called
RNA Architect, comprised of several algorithms. RNA Architect’s central component is a seed-and-extend algorithm used to
find reads that span disparate regions of the genome. These are junction reads
that provide the breakpoint between non-adjacent loci of fusion genes or alter-
native splice forms. We describe below how we obtained these highly informa-
tive split reads by pre-filtering; grouping the reads into common events; and
then classifying, annotating, and filtering the high-confidence events (Figures
S1A and S1B). and the proposal distribution is gðx j x0Þ = Betaðx0d; dð1 x0ÞÞ;
where d is a scale parameter to be fine-tuned by trial and error
to achieve a reasonable acceptance/rejection proportion. and the proposal distribution is gðx j x0Þ = Betaðx0d; dð1 x0ÞÞ;
where d is a scale parameter to be fine-tuned by trial and error
to achieve a reasonable acceptance/rejection proportion. (1) Pre-filter. We first removed any read that mapped normally to a genic
region in the human genome (build 37). That is, the read was fully con-
tained in an exon or was split across adjacent exons. We also excluded (A) Proportion of simple and complex rearrangements that lead to an expressed transcript, grouped by sample, is shown. (B) Regions of local complexity and their transcriptional consequences. Two samples’ regions of complexity are shown as pairs of Circos plots. The genomic
events one would predict to be expressed are highlighted (blue arcs). Often the tumors do not express these events, or they amalgamate multiple cis
rearrangements and express a transcript that combines genes only indirectly linked to another. 2044
Cell Reports 16, 2032–2046, August 16, 2016 2044
Cell Reports 16, 2032–2046, August 16, 2016 read pairs if one end mapped to the mitochondria or if it contained two
or more unknown nucleotides (N). The pre-filtering step was performed
by aligning all reads to a transcriptome reference containing known
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05/Z). P.J.C. is personally funded through a Wellcome Trust Senior Clinical
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the Core Sequencing Facility and Information Technology groups of the Well-
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ICGC Breast Cancer Working Group as well as the Pathology Review sub-
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A.-L.B.-D. are supported by Southern and Eastern Norway Regional Health
Authority (2011079), Norwegian Cancer Society (0332), and the Norwegian
Radium Hospital Research Foundation. We also would like to acknowledge
the Core Sequencing Facility and Information Technology groups of the Well-
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Cell Reports 16, 2032–2046, August 16, 2016
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English
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Deep Learning-based Non-rigid Image Registration for High-dose Rate Brachytherapy in Inter-fraction Cervical Cancer
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Journal of digital imaging
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cc-by
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Abstract In this study, an inter-fraction organ deformation simulation framework for the locally advanced cervical cancer (LACC),
which considers the anatomical flexibility, rigidity, and motion within an image deformation, was proposed. Data included
57 CT scans (7202 2D slices) of patients with LACC randomly divided into the train (n = 42) and test (n = 15) datasets. In
addition to CT images and the corresponding RT structure (bladder, cervix, and rectum), the bone was segmented, and the
coaches were eliminated. The correlated stochastic field was simulated using the same size as the target image (used for
deformation) to produce the general random deformation. The deformation field was optimized to have a maximum amplitude
in the rectum region, a moderate amplitude in the bladder region, and an amplitude as minimum as possible within bony
structures. The DIRNet is a convolutional neural network that consists of convolutional regressors, spatial transformation, as
well as resampling blocks. It was implemented by different parameters. Mean Dice indices of 0.89 ± 0.02, 0.96 ± 0.01, and
0.93 ± 0.02 were obtained for the cervix, bladder, and rectum (defined as at-risk organs), respectively. Furthermore, a mean
average symmetric surface distance of 1.61 ± 0.46 mm for the cervix, 1.17 ± 0.15 mm for the bladder, and 1.06 ± 0.42 mm
for the rectum were achieved. In addition, a mean Jaccard of 0.86 ± 0.04 for the cervix, 0.93 ± 0.01 for the bladder, and
0.88 ± 0.04 for the rectum were observed on the test dataset (15 subjects). Deep learning-based non-rigid image registration
is, therefore, proposed for the high-dose-rate brachytherapy in inter-fraction cervical cancer since it outperformed conven-
tional algorithms. Deep Learning‑based Non‑rigid Image Registration for High‑dose Rate
Brachytherapy in Inter‑fraction Cervical Cancer Received: 29 September 2021 / Revised: 4 July 2022 / Accepted: 18 July 2022
© The Author(s) 2022
/ Published online: 23 November 2022 Received: 29 September 2021 / Revised: 4 July 2022 / Accepted: 18 July 2022
© The Author(s) 2022
/ Published online: 23 November 2022 https://doi.org/10.1007/s10278-022-00732-6
Journal of Digital Imaging (2023) 36:574–587 https://doi.org/10.1007/s10278-022-00732-6
Journal of Digital Imaging (2023) 36:574–587 ORIGINAL PAPER Introduction In other words,
the output of the models would be a transformation matrix
rather than transformed images. On the other hand, CNN
models can be trained to directly perform image deforma-
tion/alignment on the input image. In a study conducted by
Miao et al. [37], a CNN model was used to estimate trans-
formation parameters in a one-shot for rigid registration for
2D cone-beam CT to CT images. Similarly, Cao et al. [32]
trained a CNN model to predict transformation parameters
in a thin-palate spline for the DIR of brain MRI images. Eppenhof et al. [33] employed a 3D CNN model to learn
thin-plate spline transformation parameters between pairs
of 3D images. Sokooti et al. [41] proposed a CNN model
which could directly predict a dense displacement vector
field (DVF) from a pair of input images. Similar to other
supervised deep learning tasks, the quality and quantity of
the training dataset play a key role in the overall perfor-
mance of the model. In this study, three major issues are addressed: (1) simu-
lation of a realistic local deformation in the image domain
that takes into account clinical considerations. As men-
tioned above, defining a realistic deformation, especially
locally and/or organ-wise, would be a challenging task
for the creation of the registration ground-truth dataset. In this regard, a novel training data generation framework
is proposed in this study, which enables the definition of
any desirable deformations depending on the organ rigid-
ity/mobility. (2) Creation of a dataset for DIR problems,
which can be used by any machine learning approach. (3)
Development of a multi-channel deep neural network to
simultaneously process the original CT images together
with the binary masks of the OARs. This study proposes a new method for the inter-fraction
deformation simulation in the HDR brachytherapy to be
used in a deep learning-based DIR algorithm. Further-
more, a deep learning-based DIR algorithm is developed to
directly perform the image alignment of the inter-fraction
HDR sessions. A deep learning model consisting of five
input channels was implemented and dedicated to the CT
images of the bladder, cervix, rectum, and bone OARs in the
form of binary masks to perform image alignment between
two CT slices. Alternatively, unsupervised deep learning algorithm-
based solutions are more appealing for this type of chal-
lenge. For example, Wu et al. Introduction Cervical cancer is one the most common cause of can-
cer-related female mortality in the world [1] and locally
advanced cervical cancer (LACC) is the most common type
of cervix cancer [2] which is normally external beam radia-
tion therapy (EBRT) and brachytherapy (BT) and chemo-
therapy were used to treat the patient. The combination of
EBRT and chemotherapy is usually the first step in deliver-
ing a prescribed dose to the planning target volume. BT is
the second component of cervical cancer treatment, and
it involves using low- or high-dose radioactive sources to
irradiate the residual tumor locally. The applicators usu-
ally set the sources near to the target in order to deliver
the maximal dose while protecting normal/healthy tissues. The large inter-fraction organ deformations occur during the
BT treatment (different treatment sessions) which causes
noticeable uncertainties in the estimated cumulative dose * Isaac Shiri
Isaac.shirilord@unige.ch
* Reza Reiazi
rreiazi@mdanderson.org
1
Department of Medical Physics, School of Medicine, Iran
University of Medical Sciences, Tehran, Iran
2
Department of Theoretical Physics and Center
for Astroparticle Physics, University of Geneva, Geneva,
Switzerland
3
Institute of Pathology, RWTH Aachen University Hospital,
Aachen, Germany
4
Division of Nuclear Medicine and Molecular Imaging,
Geneva University Hospital, CH‑1211 Geneva 4, Switzerland
5
Division of Radiation Oncology, Department of Radiation
Physics, University of Texas MD Anderson Cancer Center,
Houston, USA 1
Department of Medical Physics, School of Medicine, Iran
University of Medical Sciences, Tehran, Iran 1
Department of Medical Physics, School of Medicine, Iran
University of Medical Sciences, Tehran, Iran 2
Department of Theoretical Physics and Center
for Astroparticle Physics, University of Geneva, Geneva,
Switzerland 3
Institute of Pathology, RWTH Aachen University Hospital,
Aachen, Germany 4
Division of Nuclear Medicine and Molecular Imaging,
Geneva University Hospital, CH‑1211 Geneva 4, Switzerland 5
Division of Radiation Oncology, Department of Radiation
Physics, University of Texas MD Anderson Cancer Center,
Houston, USA 1 Journal of Digital Imaging (2023) 36:574–587 575 method, it has been optimized for image reconstruction
applications rather than dedicatedly for image registration,
as such there is no guarantee that the extracted features
are optimal for image registration. Dosovitskiy et al. [44]
employed an unsupervised CNN model to estimate the
optical flow across the video frames. This study addressed
a 2D video sequencing, which contained relatively low
levels of noise (compared to medical images), high con-
trast, and a relatively small deformation between adjacent
frames. Introduction Medial pictures, on the other hand, have a lot of
noise, little tissue contrast across organs of interest, and
may require a lot of 3D image modification. As mentioned
earlier, in fully supervised transformation estimation, the
creation of ground-truth data to train the deep learning
models is the most challenging task in the deformable
medical image registration problem. over the entire treatment course [3, 4]. For instance, target
deformations of 20 mm and 48 mm have been reported for
the cervix [5] and uterus [6], respectively. Moreover, some
studies have reported an average of 63% tumor shrinkage
during the treatment [7–10]. Dosimetry uncertainties for
organs at risk (OARs) have been reported to be 20–25% in
intra- and inter-fraction D2cc, indicating that organ defor-
mation contributes significantly to ORAs dosage errors
[11–13]. For toxicity prediction, some research advocated
using a deformable image registration (DIR) approach to
map the EBRT dose to the spatial coordinate of the initial
BT percentage [14–16]. Intensity-based image alignment
methods (e.g., Demons algorithms) are not an optimal solu-
tion for DIR for cervical cancer BT due to large and low
deformations in the different organs and tissue contrast,
respectively [13, 17]. g
g
p
However, for the DIR problem, a dense flow field
ground-truth correspondence is rarely available. Some
studies proposed specific frameworks to generate synthe-
sized deformation parameters for the creation of a training
dataset for the tasks of rigid registration [37], non-rigid
image registration [33, 41], and manual annotation [43]. Unlike these methods, Uzunova et al. [45] used statistical
appearance models to generate a ground-truth dataset in a
2D fashion for supervised training in the brain and cardiac
imaging. Real time image registration could be achieved
by using this approach; however, this method has several
challenges, such as preparing the ground-truth or the train-
ing dataset with clinical considerations. Recently, deep learning approaches, including supervised,
unsupervised, and semi-supervised methods, are employed
in different medical image analysis tasks [18–28], different
BT tasks [29–31], and learn and carry out spatial alignment/
transformation between images [32–41]. These methods usu-
ally used convolutional neural networks (CNNs) to extract
informative features automatically to perform this task
[32–41]. In these studies, different versions of CNN models
are trained to learn small sets of transformation parameters,
such as translation, rotation, scaling, and affine transforma-
tions, in order to offer the optimal transformation parameters
for a perfect alignment of the two images. Image Deformation Simulation Deformation Considerations Generally, bony structures do
not have any significant deformation when the applicator is
inserted into the vaginal cavity. On the other hand, flexible/
soft tissue organs may undergo noticeable deformation after
the insertion of the applicator, usually very locally around
the cervix region [3]. The cervix is a flexible organ which
might be non-rigidly deformed depending on the patient’s
posture. The bladder and rectum are also highly flexible
organs which could be filled or empty within the course of
therapy and may also cause deformation to the surround-
ing organs. The bladder and rectum are regarded as OARs
while the cervix is the target organ for dose delivery [46]. For a realistic simulation of the organ deformation in the
pelvis regions, certain criteria should be met [3–5, 47, 48]. The uterus is a flexible organ which is prone to both rota-
tional and translational motions [5]. Moreover, the uterine
and vaginal deformation/motion also depend on the status Dataset Since there is no publicly available training dataset specific
for the task of image alignment, a large dataset of the female
pelvis was collected for the inter-fraction deformation simu-
lation. Fifty-seven patients with cervical cancer diagnosed
at the cancer institute of this study between 2017 and 2018
were included in this study. The collected data included
planning CT images and the corresponding RT structure
data. For each patient, a CT scan was acquired in the supine
position from about L5 vertebrae to the femoral heads. All
images were taken by the same CT scanner (SOMATOM
Scope CT scan, Siemens Healthcare, Forchheim, Germany). All CT images were acquired with the same acquisition pro-
tocol (KVp = 110 and mAs = 130). Image dimension was set
at 512 × 512 for each trans-axial slice with about 80–150
slices with a pixel spacing of 0.84 mm and a slice thickness
of 5 mm. In total, there were 7202 2D CT images. The RT
structure data, in the form of manually defined contours for
each organ, were delineated by a physician for the bladder,
rectum, and cervix. The study protocol was approved by the
ethical guidelines. The datasets of 57 patients were randomly
divided into a 42-patient training set and a 15-patient test set. Couch Elimination One of the main steps in data prepara-
tion for the deep learning models is to remove non-related
components/regions from the input images to enhance the
overall efficiency of the model. To this end, the couches
were removed from the input CT images by applying an
intensity-based thresholding method. To remove the couches
from the entire slices, a CT intensity profile in the posterior-
anterior direction was drawn to detect the coach intensity
ranges (− 405 HU < couch intensity < − 340 HU) (Fig. 2). The couch removal was visually verified to avoid any mis-
segmentation errors. Furthermore, the original CT images, stored in a
512 × 512 matrix, were cropped to a 256 × 512 matrix to fit
the body contour in order to enhance memory and computa-
tional efficiencies and image were checked to avoid remov-
ing body regions in cropped images. Introduction [38] proposed a convolu-
tional stacked auto-encoder (CAE) framework to extract
discriminative features from pairs of fixed and moving
images. They employed the Vercauteren et al. [42] and
Shen et al. [43] methods to improve the registration on
brain MR images. Though the CAE is an unsupervised 1 3 3 576 Journal of Digital Imaging (2023) 36:574–587 were obtained from CT images by an intensity-based seg-
mentation on the CT number (HU > 150). The segmented
bony structures were visually verified and manually cor-
rected to avoid any mis-segmentation errors. were obtained from CT images by an intensity-based seg-
mentation on the CT number (HU > 150). The segmented
bony structures were visually verified and manually cor-
rected to avoid any mis-segmentation errors. Fig. 1 Representative trans-
axial CT slices of two different
patients showing the differ-
ent rectum volume/location
between two sets of CT images Fig. 1 Representative trans-
axial CT slices of two different
patients showing the differ-
ent rectum volume/location
between two sets of CT images Methods
Dataset were obtained from CT images by an intensity-based seg-
mentation on the CT number (HU > 150). The segmented
bony structures were visually verified and manually cor-
rected to avoid any mis-segmentation errors. Fig. 3 A representative example
of cross-organ deformation is
shown wherein a rectum filling
has greatly impacted the cervix.
The trans-axial and sagittal CT
views of two patients with dif-
ferent rectum filling are shown.
In A and C, the rectum with a
normal filling has not affected
the cervix. In B and D, the
rectum filling has substantially
deformed the cervix Binary Mask from RT Structures Due to the inter-patient anatomical structure variations and
intra-patient anatomy motion, manual organ delineations
were employed from the RT structure data to guide local
image deformation. A representative sample of rectum
deformation between two sets of CT images is presented
in Fig. 1. Bone Extraction In the first step, the binary masks of the key
organs in the pelvis region, including the rectum, bladder,
and cervix, were obtained. It was also necessary to consider
a binary mask of the bony structures for the simulation of
image deformation. The binary masks of the bony structures 1 3 577 Journal of Digital Imaging (2023) 36:574–587 Fig. 2 Intensity-based thresholding approach was employed to
remove couches from CT images. Left: an example of a 2D CT image
with a line profile in the posterior-anterior direction. Right: CT inten-
sity profile along the line depicted on the CT image shows the spe-
cific intensity of the CT couch Fig. 2 Intensity-based thresholding approach was employed to
remove couches from CT images. Left: an example of a 2D CT image
with a line profile in the posterior-anterior direction. Right: CT inten- o
e
-
sity profile along the line depicted on the CT image shows the spe-
cific intensity of the CT couch sity profile along the line depicted on the CT image shows the spe-
cific intensity of the CT couch Fig. 2 Intensity-based thresholding approach was employed to
remove couches from CT images. Left: an example of a 2D CT image
with a line profile in the posterior-anterior direction. Right: CT inten- stochastic deformation (YG) with an average of yc and a dis-
persion of 휎 , the probability for YG = [y, y + dy] is given by
Eq. (1): of the bladder and rectum (whether they are empty or not)
[5]. The cross-organ deformation impacts vary greatly across
different organs, as illustrated in Fig. 3 wherein the rectum
filling has remarkably deformed the cervix, compared to the
bladder filling which had less impact. Eq. (1): (1)
p(y)dy =
1
√
2휋휎2
exp
−
y −yc
2
2휎2
dy (1) Deformation Simulation To implement image deformation,
the correlated stochastic field [49] was simulated using the
same size as the target image (used for deformation) to
produce general random deformation. Input images were
patients’ CT scans and the target images were deformed
images using the abovementioned method. Fig. 3 A representative example
of cross-organ deformation is
shown wherein a rectum filling
has greatly impacted the cervix.
The trans-axial and sagittal CT
views of two patients with dif-
ferent rectum filling are shown.
In A and C, the rectum with a
normal filling has not affected
the cervix. In B and D, the
rectum filling has substantially
deformed the cervix Binary Mask from RT Structures For a Gaussian In such a Gaussian random field, the probability for the field
at location × 1 would have a value of Y(× 1) = y1 at location × 2
and a value of Y(× 2) = y2, and so on for N points (i.e., for
Y(xN) = yN at location xN). For a Gaussian field knowledge of
all n points, the probability distributions would be: In such a Gaussian random field, the probability for the field
at location × 1 would have a value of Y(× 1) = y1 at location × 2
and a value of Y(× 2) = y2, and so on for N points (i.e., for
Y(xN) = yN at location xN). For a Gaussian field knowledge of
all n points, the probability distributions would be: esentative example
n deformation is
in a rectum filling
mpacted the cervix. al and sagittal CT
patients with dif-
filling are shown. he rectum with a
has not affected
B and D, the
has substantially
cervix
1 3 1 3 1 3 3 Journal of Digital Imaging (2023) 36:574–587 578 Fig. 4 Synthetic image deformation workflow. From left to right:
input CT image was considered a fixed image, the binary masks of
the key organs (created from the RT structure data) were defined on
the fixed image, a non-linear deformation was applied on the binary
mask, and subsequently, a deformed CT image was created from the
deformed binary masks the fixed image, a non-linear deformation was applied on the binary
mask, and subsequently, a deformed CT image was created from the
deformed binary masks Fig. 4 Synthetic image deformation workflow. From left to right:
input CT image was considered a fixed image, the binary masks of
the key organs (created from the RT structure data) were defined on p(y1, … ., yn)dy1 … dyn =
1
2휋(detM)1∕2 exp{−
y1, … ., yn
M−1
⎛
⎜
⎜⎝
y1,
…
yn,
⎞
⎟
⎟⎠
2
}dy1 … dyn
(b t h h i ht
idth
d h
l ) Th
f
l In which M−1 is the inverse of the correlation matrix M:
p(y1, … ., yn)dy1 … dyn =
1
2휋(detM)1∕2 exp{−
y1, … ., yn
M−1
⎛
⎜
⎜⎝
y1,
…
yn,
⎞
⎟
⎟⎠
2
}dy1 … dyn
(batch, height, wi (2) (batch, height, width, and channels). Binary Mask from RT Structures Therefore, applying
this deformation on either images or masks would allow
the local deformation of an image considering anatomical
condition/consideration (Fig. 4). In which M−1 is the inverse of the correlation matrix M: M =
(
휉(0)
휉(y1, y2)
휉(y1, y2)
휉(0)
)
=
( 휎2 휉(0)
휉(0) 휎2
) As shown in Fig. 5, bony structures did not change in the
output deformed image after applying the image deforma-
tion. This deformation field was optimized to have a maxi-
mum amplitude in the rectum region, a moderate amplitude
in the bladder region, and an amplitude as minimum as pos-
sible within bony structures. In which 휉 is the covariance function.i In which 휉 is the covariance function.i The simulated deformation field moves all regions with
the same strength. To add anatomical considerations, the
field strength in bony structures and air (outer body) regions
was decreased using regional information and a smoothed
correction map. Afterward, the rectum expansion simulation
was added, which is a random expansion modulated on the
general deformation field. For the deformation offset field,
a sigma ( 휎 ) of 10 was chosen while for the bony structure,
휎= 3 was used. Furthermore, to take into account the ana-
tomical consideration in deformation offsets for the rectum
field, the deformation amplitude was set within the range of
100 to 1000 and for the bladder, 100 to 500 were chosen. Next, a non-linear wrap was applied to the input image, in
which the wrap field was specified by offset vectors which
define the correspondence between pixel values in the source
and the output images at the same original location. The
pixel value was obtained by the bilinear interpolation of the
4 neighboring pixels. Additionally, for pixels residing out-
side the considered ROI (i.e., the ROIs are binary masks
specified for the OARs), the nearest pixel values at the cor-
responding mask boundary were calculated using an image
wrapping based on the per-pixel flow vectors. A dense image
wrapping takes a 4D shape tensor (batch, height, width, and
channels), as well as an offset 4D tensor (batch, height,
width, channel) as inputs, and returns a 4D float tensor Deep Neural Network Architecture The DIRNet deep learning model proposed by de Vos et al. [50] was used as a baseline model. It is an end-to-end CNN
that consists of convolutional regressors, spatial transfor-
mation, and resampling block. The convolutional regressor
receives concatenated pairs of fixed images (as input) and
employs 4 alternating convolutional layers with a kernel size
of 3 × 3 and 0-padding followed by 2 × 2 down sampling
layers.i The spatial transformer creates a displacement vector field
(DVF) that allows the resampler to wrap a moving image
around a fixed image. The wrapped image is compared to the
fixed image through a normalized cross-correlation (NCC) as
a similarity metric which was employed as the loss function. The DIRNet is trained through optimizing a backpropagating
dissimilarity between pairs of moving and fixed images using
the mini-batch stochastic gradient descent (Adam) algorithm
[51] (Fig. 6). 1 3 3 Journal of Digital Imaging (2023) 36:574–587 579 Fig. 5 First row: original and deformed images. Second row: original and deformed masks. Third row: original and deformed grids/fields
579
Journal of Digital Imaging (2023) 36:574 587 Fig. 5 First row: original and deformed images. Second row: original and deformed masks. Third row: original and deformed grids/fields ConvNet Regressor Second, to show the effect of the down-
sampling layer, the DIRNet 3 was designed without an aver-
age pooling. Third, to evaluate the effect of the number of
Conv layers, the DIRNet 4 with 8 Conv layers were designed
Fig. 6 Training workflow of the DIRNet architecture. The DIRNet
model takes a concatenated pair of fixed and deformed images as
inputs. The convolutional regressor generates a grid of control points
by analyzing the spatial correspondence between the input images. The spatial transformer generates a displacement vector field that
enables the ReSampler to wrap the moving image to the fixed image. Solid lines indicate the baseline DIRNet and the blue dash-line indi-
cates the proposed modification for the loss calculation in the back-
propagating flow
Table 1 Key parameters of the baseline DIRNet and all its variants
Models
Number
of layers
Number of trainable
parameters
Kernel
size
Loss function
Pooling
layer
Activation
function
Batch
normalization
DIRNet 1 (baseline)
4
446,722
3 × 3
Normalized cross-correlation
Yes (2 × 2)
ELU
✔
DIRNet 2
4
446,722
3 × 3
Mean square error
Yes (2 × 2)
ELU
✔
DIRNet 3
4
815,874
3 × 3
Normalized cross-correlation
No
ELU
✔
DIRNet 4
8
446,722
3 × 3
Normalized cross-correlation
Yes (2 × 2)
ELU
✔ point leading to a continuous/smooth and natural deforma
fixed image Since a local deformation was used the bicubic
Fig. 6 Training workflow of the DIRNet architecture. The DIRNet
model takes a concatenated pair of fixed and deformed images as
inputs. The convolutional regressor generates a grid of control points
by analyzing the spatial correspondence between the input images. The spatial transformer generates a displacement vector field that
enables the ReSampler to wrap the moving image to the fixed image. Solid lines indicate the baseline DIRNet and the blue dash-line indi-
cates the proposed modification for the loss calculation in the back-
propagating flow enables the ReSampler to wrap the moving image to the fixed image. Solid lines indicate the baseline DIRNet and the blue dash-line indi-
cates the proposed modification for the loss calculation in the back-
propagating flow Fig. 6 Training workflow of the DIRNet architecture. The DIRNet
model takes a concatenated pair of fixed and deformed images as
inputs. The convolutional regressor generates a grid of control points
by analyzing the spatial correspondence between the input images. ConvNet Regressor The spatial transformer generates a displacement vector field that fixed image. Since a local deformation was used, the bicubic
interpolation was employed to transform the moving images. point leading to a continuous/smooth and natural deforma-
tion effect. According to Eq. (3), in the case of 2D, f(x)
would depend on a couple of control points ( x to update
the location of the target point ( ∅(x −i))). Network Training and Implementation Details (3)
f(x) =
∑
i=1,2,3훼i∅(x −i) f(x) =
∑
i=1,2,3훼i∅(x −i) (3) Different types of DIRNet were trained to investigate the
impact of various DIRNet parameters, such as the loss func-
tion, as well as the number of Conv layers and the max-
pooling layers. First, to evaluate the effect of the loss func-
tion, the DIRNet 2 was designed with the mean square error
(MSE) loss function. Second, to show the effect of the down-
sampling layer, the DIRNet 3 was designed without an aver-
age pooling. Third, to evaluate the effect of the number of
Conv layers, the DIRNet 4 with 8 Conv layers were designed ELU Exponential Linear Units ConvNet Regressor The spatial transformer introduced by Jaderberg et al. [34], a differentiable attention to any spatial transforma-
tion, can be trained using a backpropagation. The spatial
transformer generates a dense DVF for local deformation
parameters produced by ConvNet Regressor and allows
a neural network to learn how to perform a spatial trans-
formation on the input image to enhance the geometric
invariance of the model. In this model, a cubic B-spline
transformer was employed to its local support capability as
a spatial transformer. It takes into account the data points
in the neighborhood to modify the location of the target The baseline DIRNet model utilized a Convolutional Net
Regressor which consists of 4 layers of 3 × 3 convolutional
(Conv) layer with a 0-padding and average pooling layers
with a size of 2 × 2 to retain the underlying information dur-
ing the down-sampling. Sixteen kernels were used per Conv
layer. All Conv layers used exponential linear units (ELU)
[52] as an activation function, except for the last layer, which
had a linear output. ConvNet Regressor expected a concat-
enated pair of fixed and deformed images as input. In addi-
tion, a batch normalization [52] with a momentum of 0.9
was applied for each layer. 1 3 Journal of Digital Imaging (2023) 36:574–587 580 point leading to a continuous/smooth and natural deforma-
tion effect. According to Eq. (3), in the case of 2D, f(x)
would depend on a couple of control points ( x to update
the location of the target point ( ∅(x −i))). ReSampler
The DVF generated by the spatial transformer needs to be
applied to the moving image to transform it into the space of
the fixed image. This process requires resampling the mov-
ing image on the grid belonging to the pixels (voxels) in the
(3)
f(x) =
∑
i=1,2,3훼i∅(x −i)
fixed image. Since a local deformation was used, the bicubic
interpolation was employed to transform the moving images. Network Training and Implementation Details
Different types of DIRNet were trained to investigate the
impact of various DIRNet parameters, such as the loss func-
tion, as well as the number of Conv layers and the max-
pooling layers. First, to evaluate the effect of the loss func-
tion, the DIRNet 2 was designed with the mean square error
(MSE) loss function. 1 https://matplotlib.org/ Table 3 Jaccard coefficients
calculated over deformed pelvic
masks and the ground-truth
masks for different variants of
DIRNet models. Results are
given for all DIRNet models for
the cervix, bladder, and rectum Journal of Digital Imaging (2023) 36:574–587 Journal of Digital Imaging (2023) 36:574–587 581 Table 3 Jaccard coefficients
calculated over deformed pelvic
masks and the ground-truth
masks for different variants of
DIRNet models. Results are
given for all DIRNet models for
the cervix, bladder, and rectum
Jaccard coefficient
Cervix (mean ± SD)
Bladder (mean ± SD)
Rectum (mean ± SD)
Before registration
0.62 ± 0.15
0.85 ± 0.06
0.51 ± 0.19
SimpleElastix
0.71 ± 0.08
0.83 ± 0.04
0.67 ± 0.11
DIRNet
Base model
0.82 ± 0.06
0.91 ± 0.03
0.78 ± 0.07
2
0.76 ± 0.10
0.81 ± 0.04
0.63 ± 0.23
3
0.72 ± 0.08
0.85 ± 0.04
0.66 ± 0.10
4
0.86 ± 0.04
0.93 ± 0.01
0.88 ± 0.04 and visualization, the Scikit-Image2 (version 0.15.0) for
image processing, and the Numpy3 package (version 1.16.4)
for numerical computing. All models were trained on a 2
NVIDIA® GTX 1080 GPU and Intel Core i9 Xeon CPU
with 128 GB RAM. and implemented. Table 1 summarizes the baseline DIRNet
model and its variant properties. Furthermore, for the training of the DIRNet and its variants,
the binary masks in the loss function were incorporated for
the calculation of backpropagation flows. For this purpose, all
DIRNet models take a pair of concatenated fixed and moving
images as input. The extracted DVF was also applied to the
moving binary mask to produce a wrapped binary mask. The
loss function tries to minimize the image dissimilarity error
between the wrapped and fixed binary masks to maximize
image similarity between fixed and deformed images (Fig. 6). Table 2 Dice coefficients
calculated over deformed pelvic
masks and the ground-truth
masks for the different variants
of DIRNet model. Results are
given for all DIRNet models for
the cervix, bladder, and rectum 2 https://scikit-image.org/
3 https://numpy.org/ ReSampler The DVF generated by the spatial transformer needs to be
applied to the moving image to transform it into the space of
the fixed image. This process requires resampling the mov-
ing image on the grid belonging to the pixels (voxels) in the Table 1 Key parameters of the baseline DIRNet and all its variants
ELU Exponential Linear Units
Models
Number
of layers
Number of trainable
parameters
Kernel
size
Loss function
Pooling
layer
Activation
function
Batch
normalization
DIRNet 1 (baseline)
4
446,722
3 × 3
Normalized cross-correlation
Yes (2 × 2)
ELU
✔
DIRNet 2
4
446,722
3 × 3
Mean square error
Yes (2 × 2)
ELU
✔
DIRNet 3
4
815,874
3 × 3
Normalized cross-correlation
No
ELU
✔
DIRNet 4
8
446,722
3 × 3
Normalized cross-correlation
Yes (2 × 2)
ELU
✔ Table 1 Key parameters of the baseline DIRNet and all its variants 1 Table 2 Dice coefficients
calculated over deformed pelvic
masks and the ground-truth
masks for the different variants
of DIRNet model. Results are
given for all DIRNet models for
the cervix, bladder, and rectum
Dice coefficient
Cervix (mean ± SD)
Bladder (mean ± SD)
Rectum (mean ± SD)
Before registration
0.75 ± 0.14
0.91 ± 0.05
0.65 ± 0.16
SimpleElastix
0.80 ± 0.06
0.90 ± 0.03
0.78 ± 0.09
DIRNet
Base model
0.86 ± 0.08
0.95 ± 0.01
0.87 ± 0.20
2
0.83 ± 0.08
0.89 ± 0.02
0.74 ± 0.22
3
0.79 ± 0.06
0.91 ± 0.02
0.79 ± 0.85
4
0.89 ± 0.02
0.96 ± 0.01
0.93 ± 0.02
Table 3 Jaccard coefficients
calculated over deformed pelvic
masks and the ground-truth
masks for different variants of
DIRNet models. Results are
given for all DIRNet models for
the cervix, bladder, and rectum
Jaccard coefficient
Cervix (mean ± SD)
Bladder (mean ± SD)
Rectum (mean ± SD)
Before registration
0.62 ± 0.15
0.85 ± 0.06
0.51 ± 0.19
SimpleElastix
0.71 ± 0.08
0.83 ± 0.04
0.67 ± 0.11
DIRNet
Base model
0.82 ± 0.06
0.91 ± 0.03
0.78 ± 0.07
2
0.76 ± 0.10
0.81 ± 0.04
0.63 ± 0.23
3
0.72 ± 0.08
0.85 ± 0.04
0.66 ± 0.10
4
0.86 ± 0.04
0.93 ± 0.01
0.88 ± 0.04
581
Journal of Digital Imaging (2023) 36:574–587 Journal of Digital Imaging (2023) 36:574–587 Performance Measurement After training, the accuracy of each DIRNet model was
evaluated by three different similarity metrics. The trained
models were applied to the concatenated pair of fixed and
moving images to extract the DVF. Next, the extracted
DVF was applied to the moving binary mask to wrap it into
the fixed binary mask. As such, each organ could be evalu-
ated separately with pixel-level precision. Each similarity
measurement score was averaged over the entire patient
slices. For the entire OARs (bladder, cervix, and rectum),
three different similarity metrics, including two boundary-
based and one surface-based metric, were calculated for
each slice separately. Afterward, its average was calculated
over the entire 2D slices. The mean ± SD calculated over
the 2D slices are reported for each of the abovementioned
metrics. In the present experiments, the input image was of
256 × 512 voxel size. The 2D Convs were applied followed
by the ELU activation functions, except for the final layer
which had a linear output with a kernel size of 3 × 3. The
down sampling layer had an average pooling layer of 2 × 2
and the batch normalization was applied to every layer. A mini batch of size 4 was utilized since the image size
was large. Each model was trained using 10,000 iterations
through optimizing (employing mini-batch stochastic gradi-
ent descent) image similarity metrics (MSE for the DIRNet
2 and the normalized cross-correlation for the others) as
the loss function (comparing the model outputs and fixed
images). The learning rate was set at 1e − 4 for all models.f Different packages and libraries were employed, such
as the TensorFlow (version 1.13.2) for implementing deep
learning models, the Matplotlib1 (version 3.1.2) for plotting 2 https://scikit-image.org/
3 https://numpy.org/ 1 3 3 Journal of Digital Imaging (2023) 36:574–587 582 Table 4 Average symmetric
surface distance (ASSD)
calculated over deformed pelvic
masks and the ground-truth
masks for the different variants
of DIRNet models. Performance Measurement Results are
given for the entire DIRNet
models for the cervix, bladder,
and rectum
Average symmetric surface distance (ASSD)
Cervix (mean ± SD)
Bladder (mean ± SD)
Rectum (mean ± SD)
Before registration
4.00 ± 1.82 mm
2.68 ± 1.09 mm
7.70 ± 3.90 mm
SimpleElastix
2.94 ± 0.78
3.26 ± 0.74
3.04 ± 1.50
DIRNet
Base model
1.85 ± 0.45
1.52 ± 0.86
1.97 ± 0.78
2
2.63 ± 1.01
3.46 ± 0.90
3.70 ± 2.75
3
2.86 ± 0.65
2.87 ± 2.37
2.92 ± 0.94
4
1.61 ± 0.46
1.17 ± 0.15
1.06 ± 0.42 Table 4 Average symmetric
surface distance (ASSD)
calculated over deformed pelvic
masks and the ground-truth
masks for the different variants
of DIRNet models. Results are
given for the entire DIRNet
models for the cervix, bladder,
and rectum Average symmetric surface distance (ASSD) Jaccard Coefficient patients in the external validation dataset. For the Dice
and Jaccard, a higher value indicates a better deformation
accuracy. For average symmetric distance, lower values
indicate better agreement between the contours of the two
corresponding images. Registration performance of the basic
DIRNet model and its variants were compared to the con-
ventional iterative intensity-based image registration imple-
mented in the Elastix [54]. To compare the conventional
registration algorithm with the DIRNet, a similar grid spac-
ing setting and NCC were chosen. Furthermore, stochastic
gradient descent was used for the iterative optimization. Registration was performed in 500 iterations. Moreover,
the Gaussian smoothing image Pyramid and multiresolu-
tion approach were chosen. Average Symmetric Surface Distance (ASSD) Average symmetric surface distance (ASSD) is a surface
distance-based measure. According to Eq. (6), the ASSD
measures the average of all the distances from the bound-
ary between two surfaces of the reference and predicted
segmentations: (6)
ASSD =
1
|||Bp + ||BG||
|||
×
(
∑
x휖BP
d(x, BG) +
∑
y∈BG
d(y, Bp)
) (6) where Bp and BG represent a set of voxels belonging to
boundary contours of the predicted mask and ground-truth,
respectively. d(x, BG) and d(y, Bp) are the Euclidean distances
between distinct voxels (y and x) from the ground-truth and
predicted contours, respectively [53]. Among other models, the basic DIRNet model (DIRNet
1) achieved a higher score in terms of the Dice, Jaccard, and
ASSD for the cervix. Furthermore, the DIRNet 3 exhibited a
higher score, compared to the SimpleElastix based on ASSD
and Jaccard scores. However, based on the Dice score, DIRNet
3 and SimpleElastix had the same performance on the cervix. More detailed results are summarized in Tables 2, 3, and 4 and
illustrated in Fig. 7. Representative image slices from the input
moving and fixed CT image pairs, together with the registered
CT images, are provided in Fig. 7. Dice Coefficient Similarity Metric (DC) The Dice coefficient is very similar to the Jaccard index Eq. (5). (5)
DC = 2|A ∩B|
|A| + |B| (5) Performance on Cervix The DIRNet 4 model was able to achieve a higher Dice,
Jaccard, and lower average symmetric surface distance
among all other DIRNet variants evaluated across 15
patients. On average, the DIRNet 4 model achieved closer
contours (a lower ASSD with a mean of 1.61 ± 0.46 mm)
than all other models. The DIRNet 4 achieved mean scores
of 0.89 ± 0.02, 0.86 ± 0.04, and 1.61 ± 0.46 mm for the
Dice, Jaccard, and ASSD, respectively, which are higher
than other models (Tables 2, 3, and 4). To illustrate the
model’s performance on each organ, the Marching Square
algorithm [55] was used to generate contours from the 2D
predicted binary masks for each DIRNet model (Fig. 7,
blue contours). Jaccard Coefficient The intersection-over-union, also known as the Jaccard
index Eq. (4), was employed as follows: (4)
Jaccard = |A ∩B|
|A ∪B| (4) where A and B are the binary masks of the OARs in the
fixed and deformed images, respectively. Dice Coefficient Similarity Metric (DC) Performance on Bladder The DIRNet 4 network, trained with more Conv layers,
showed a better performance with respect to the basic DIR-
Net model in terms of the Dice, ASSD, and Jaccard indices. This indicates that adding more Conv layers would signifi-
cantly improve the performance of the model for all three
organs. Furthermore, the basic DIRNet and DIRNet 4 mod-
els exhibited improved performance in image registration
for the bladder. However, the remaining models failed to
improve bladder deformation. Based on the Dice, Jaccard, and average symmetric surface
distance metrics, the DIRNet 4 model achieved a higher
score for the rectum. Mean Dice, ASSD, and Jaccard
coefficients of 0.93 ± 0.02, 1.06 ± 0.42, and 0.88 ± 0.04,
respectively, were obtained from the DIRNet 4 model
for the rectum. More detailed results are presented in
Tables 2, 3, and 4. Additionally, a radar plot of the results
was generated to show the models’ performance based
on multiple quantitative metrics (Fig. 8). Representative Fig. 8 Radar plots of the quantitative metrics. Results are shown for
three metrics, five DIRNet models, and three organs averaged over
15 patients. The colored polygon represents the organs (blue: cervix,
red: bladder, and green: rectum). Each corner corresponds to a vari-
ant of DIRNet models. Each model has three scores (at the corners)
for three organs. For the Dice measure (left plot), the DIRNet 4 has a
greater dice score relative to all other DIRNet variants, except for the
DIRNet 3 in the bladder. Similarly, for the Jaccard coefficient (mid-
dle plot), the DIRNet 4 has a greater score for all organs, in compari-
son with all other DIRNet variants. Regarding the average symmetric
surface distance (ASSD) (right plot), the DIRNet 4 also has a lower
score (best match) for all organs, and the DIRNet 3 has a similar
ASSD score as the DIRNet 4 for the cervix DIRNet 3 in the bladder. Similarly, for the Jaccard coefficient (mid-
dle plot), the DIRNet 4 has a greater score for all organs, in compari-
son with all other DIRNet variants. Regarding the average symmetric
surface distance (ASSD) (right plot), the DIRNet 4 also has a lower
score (best match) for all organs, and the DIRNet 3 has a similar
ASSD score as the DIRNet 4 for the cervix Fig. 8 Radar plots of the quantitative metrics. Results Tables 1, 2, and 3 present the mean ± SD of the Dice, Jac-
card, and the average symmetric distance for the differ-
ent DIRNet models, respectively, calculated across the 15 3 Journal of Digital Imaging (2023) 36:574–587 583 Fig. 7 Representative slices of the registered image by the different DIRNet models, in comparison with the conventional intensity-based image
registration (SimpleElastix). Red, blue, and yellow contours correspond to the bladder, cervix, and rectum, respectively Fig. 7 Representative slices of the registered image by the different DIRNet models, in comparison with the conventional intensity-based image
registration (SimpleElastix). Red, blue, and yellow contours correspond to the bladder, cervix, and rectum, respectively Discussion In comparison with similar studies on the rigid-registration
problem, Miao et al. [37] used a CNN model to predict rigid
transformation parameters for 2D/3D X-ray attenuation maps
and 2D X-ray images of the volar plate for virtual implant
planning systems. They proposed a hierarchical regression
in which the six transformation parameters were categorized
into three groups. By transforming the aligned data, synthetic
ground-truth data was created. Their proposed methodol-
ogy beat registration algorithms (by using mean target reg-
istration error (TRE)) based on gradient correlation (TRE:
0.315 mm), mutual information (TRE: 0.285 mm), and an
optimization-based (TRE: 0.282 mm) method. In a study
conducted by Eppenhof et al. [33], a 3D CNN was used to
estimate deformable image transformation directly from two
input images. To automatically annotate the ground-truth data
for supervised training, they applied a random modification of
aligned inhale-exhale 3D lung CT picture pairings. Synthetic
deformations generated by a random transformation estima-
tor were applied to images. They compared their approach
against other state-of-the-art lung registration by measuring
the registration error across 10 subjects with 300 landmarks. A mean TRE of 4.02 ± 3.08 mm across 10 subjects was
achieved by this model. Fast registration time and automatic
annotation are the most important aspects of their study. To
enhance the diversity of the registration dataset, Sokooti et al. [41] used random DVFs to augment their dataset. They used
a multi-scale CNN on intra-subject 3D chest CT images to
estimate the DVF. They proposed a late fusion approach for
the input data to the model. For single resolution, B-spline
RegNet has a better TRE (4.39 ± 7.54 mm), in comparison
with a single resolution with a TRE of 5.48 ± 7.56 mm. How-
ever, multi-resolution B-spline exhibited an improved TRE
of 2.19 ± 6.22 mm. This study demonstrated the feasibility of deep learning-
based DIR to account for inter-fraction organ motion in the
HDR brachytherapy. This method exploits image similar-
ity features between fixed and moving images to train a
CNN model for the DIR. The CNN model was evaluated
for pelvis CT images. Since there is no specific dataset
(publicly available) for such an application, a deforma-
tion simulation was introduced considering realistic image
deformation within the bladder and rectum organs. In the
proposed method, DIRNet architecture, introduced by de
Vos et al. [50], was considered the basic model. Discussion To evalu-
ate the effect of the loss functions, Conv layer, and pooling
layers, different types of the DIRNet model were trained
and tested. All models were separately evaluated for all
three organs (i.e., bladder, cervix, and bladder) using the
binary masks obtained from the models’ output and the
ground-truth data. For this purpose, the Dice, Jaccard,
and average symmetric surface distance metrics were
employed to assess the performance of deep learning-
based image deformation within the specified organs. Fur-
thermore, the synthetic deformation based on correlated
stochastics field was applied to simulate an inter-fraction
organ deformation. g
To compare the proposed method to conventional inten-
sity-based DIR algorithms, SimpleElastix was implemented
on the dataset with tuned parameters. Results showed that
the DIRNet 4 model that benefits from more Conv layers
(eight layers, in comparison with the basic DIRNet model)
achieved better results on all three organs; nevertheless,
slightly increased errors were observed for the bladder due
to the large deformation of this organ. It is suggested that the
number of Conv layers has a significant effect on the perfor-
mance of the model, in comparison with the average pool-
ing layer. The reason is as Conv layers increase, the model
can extract more discriminative features from the input
images that help the transformation function to estimate
better deformation parameters. On the other hand, the aver-
age pooling layer may decrease the image dimension which
results in poor resolution in the deformation estimation field. However, for large image deformation within the rectum,
pooling layers had a greater effect on the performance of the
model, compared to the loss function. For medium deforma-
tion relative to the rectum, such as within the cervix, the
loss function was important, in comparison with the pool-
ing layer. The mean squared loss function, which magnifies Hu et al. [56] proposed an end-to-end CNN approach to
predict the displacement field for multimodal image regis-
tration between multiple labeled structures. Furthermore,
they addressed the challenges of the ground-truth genera-
tion for supervised learning by higher-level correspondence
information for voxel-level labeling. They used 108 pairs of
T2-weighted MRI and 3D transrectal US images for several
network architectures. The mean TRE of 3.6 mm on land-
mark centroids and the median Dice of 0.87 on the pros-
tate gland were achieved. In a study conducted by de Vos
et al. Performance on Bladder Results are shown for
three metrics, five DIRNet models, and three organs averaged over
15 patients. The colored polygon represents the organs (blue: cervix,
red: bladder, and green: rectum). Each corner corresponds to a vari-
ant of DIRNet models. Each model has three scores (at the corners)
for three organs. For the Dice measure (left plot), the DIRNet 4 has a
greater dice score relative to all other DIRNet variants, except for the 1 3 Journal of Digital Imaging (2023) 36:574–587 584 the estimated errors, would show more sensitivity to small
errors between the predicted and the ground-truth images. Therefore, the MSE loss function could not be a good choice
for small deformations. Furthermore, for low deformation,
such as bladder, most of the DIRNet models did not improve
registration accuracy. However, DIRNet 1 model (the basic
DIRNet model) improved bladder registration. slices from the input fixed and moving images, together
with the registered image, are provided in Fig. 7 for quali-
tative visual assessment of the registration results based
on the test data. Conclusion 4. Kobayashi K, et al.: Dosimetric Variations due to Interfraction
Organ Deformation in Cervical Cancer Brachytherapy. 117:555-
558, 2015 In summary, a deep learning-based DIR was introduced in
this study to take into account inter-fraction deformation in
high-dose-rate cervical cancer BT. The trained network ena-
bles a fast and fully-automatic DIR algorithm using a pair of
fixed and deformed images. The trained models were applied
to 15 cervical cancer patients with manually defined labels
for the bladder, cervix, and rectum. The deep learning-based
registration results were compared to the SimpleElastix,
which is a conventional intensity-based DIR algorithm. The
proposed method outperformed the SimpleElastix in all
three organs based on the Dice, Jaccard, and ASSD metrics. Finally, it could be concluded that DIRNet 4 model is able
to consider large and low deformation for the rectum and
bladder, respectively. 5. Jadon R, et al.: A systematic review of organ motion and image-
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bution 4.0 International License, which permits use, sharing, adapta-
tion, distribution and reproduction in any medium or format, as long
as you give appropriate credit to the original author(s) and the source,
provide a link to the Creative Commons licence, and indicate if changes
were made. The images or other third party material in this article are
included in the article's Creative Commons licence, unless indicated
otherwise in a credit line to the material. If material is not included in
the article's Creative Commons licence and your intended use is not
permitted by statutory regulation or exceeds the permitted use, you will
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copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. In the present experiment, it was found that the main advan-
tage of this study was conducting deformation simulation
based on anatomical changes by inserting applicators inside
the vaginal cavity. This simulation also improved the proposed
models through the use of binary masks which resulted in
pixel-level accuracy for model evaluation. Future studies will
aim to further improve the proposed method by adding more
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dataset of 57 cervical patients was used in this study, increas-
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suggestion would be the use of more structure contours to
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with the conventional intensity-based DIR (SimpleElastix) in
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son to SimpleElastix, they concluded that a DIRNet model
with overlapping patches and Conv layers before and after
the pooling layer produced better results. Consent to Participate Informed consent was waived by ethics groups. Consent for Publication Informed consent was waived by ethics
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https://openalex.org/W4309224255
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https://hal.science/hal-04286073/document
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English
| null |
Optic Flow Processing in Patients With Macular Degeneration
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Investigative ophthalmology & visual science
| 2,022
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cc-by
| 9,115
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Optic Flow Processing in Patients With Macular
Degeneration
Jade Guénot, Yves Trotter, Paul Fricker, Marta Cherubini, Vincent Soler,
Benoit R Cottereau
To cite this version:
Jade Guénot, Yves Trotter, Paul Fricker, Marta Cherubini, Vincent Soler, et al.. Optic Flow Processing
in Patients With Macular Degeneration. Investigative Ophthalmology & Visual Science, 2022, 63 (12),
pp.21. 10.1167/iovs.63.12.21. hal-04286073 Optic Flow Processing in Patients With Macular
Degeneration
Jade Guénot, Yves Trotter, Paul Fricker, Marta Cherubini, Vincent Soler,
Benoit R Cottereau Guénot, Yves Trotter, Paul Fricker, Marta Cherubini, Vincent Soler,
Benoit R Cottereau To cite this version: Jade Guénot, Yves Trotter, Paul Fricker, Marta Cherubini, Vincent Soler, et al.. Optic Flow Processing
in Patients With Macular Degeneration. Investigative Ophthalmology & Visual Science, 2022, 63 (12),
pp.21. 10.1167/iovs.63.12.21. hal-04286073 Optic Flow Processing in Patients With Macular
Degeneration 1Centre de Recherche Cerveau et Cognition, Université Toulouse III–Paul Sabatier, Toulouse, France
2Centre National de la Recherche Scientifique, Toulouse Cedex–CNRS: UMR5549, Toulouse, France
3Unité de rétine, consultation d’ophtalmologie, hôpital Pierre-Paul-Riquet, CHU Toulouse, Toulouse, France PURPOSE. Optic flow processing was characterized in patients with macular degeneration
(MD). PURPOSE. Optic flow processing was characterized in patients with macular degeneration
(MD). Correspondence: Jade Guénot and
Benoit R. Cottereau, CNRS CERCO
UMR 5549, Pavillon Baudot, CHU
Purpan, BP 25202, Toulouse Cedex
31052, France; METHODS. Twelve patients with dense bilateral scotomas and 12 age- and gender-matched
control participants performed psychophysical experiments. Stimuli were dynamic
random-dot kinematograms projected on a large screen. For each component of optic
flow (translational, radial, and rotational), we estimated motion coherence discrimina-
tion thresholds in our participants using an adaptive Bayesian procedure. jade.guenot@cnrs.fr,
benoit.cottereau@cnrs.fr. jade.guenot@cnrs.fr, jade.guenot@cnrs.fr,
benoit.cottereau@cnrs.fr. Received: July 19, 2022
Accepted: October 24, 2022
Published: November 15, 2022 RESULTS. Thresholds for translational, rotational, and radial patterns were comparable
between patients and their matched control participants. A negative correlation was
observed in patients between the time since MD diagnosis and coherence thresholds
for translational patterns. Citation: Guénot J, Trotter Y, Fricker
P, Cherubini M, Soler V, Cottereau
BR. Optic flow processing in
patients with macular degeneration. Invest Ophthalmol Vis
Sci. 2022;63(12):21. CONCLUSIONS. Our results suggest that in patients with MD, selectivity to optic flow
patterns is preserved. Keywords: optic flow, macular degeneration, AMD, Stargardt disease, motion processing,
aging https://doi.org/10.1167/iovs.63.12.21 tional. In line with this hypothesis, Tarita-Nistor et al.19
found that rotational and translational optic flow patterns
elicited strong perception of motion in patients with MD. The correlation between their perceptual reports and objec-
tive measures of head tilt was actually more significant
than that measured in a group of age-matched controls. Another study found that the sensation of vection elicited
by a radial pattern was stronger in patients with MD than in
controls with normal visual fields.20 Altogether, these two
studies suggest that optic flow processing could even be
enhanced in patients, possibly through functional reorgani-
zations occurring after the onset of the scotoma and improv-
ing perception in peripheral vision. However, they only char-
acterized the sensation of self-motion and did not investigate
whether patients with MD could also outperform control
participants in other visual tasks based on optic flow (e.g.,
in fine motion discrimination tasks). HAL Id: hal-04286073
https://hal.science/hal-04286073v1
Submitted on 15 Nov 2023 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Low Vision Copyright 2022 The Authors
iovs.arvojournals.org | ISSN: 1552-5783 METHODS
Participants The main clinical data
of these patients (sex, age, time since MD diagnosis, diagno-
sis, visual acuity, tested eye, scotoma area, PRL eccentricity,
and polar angle) are provided in the Table. The psychophys-
ical tasks were performed monocularly. The patients were
recruited from the Retina Center of the Purpan Hospital
in Toulouse, France, where they underwent ophthalmologic
examinations. Only patients who met all the inclusion crite-
ria were included in the study. Inclusion criteria were as follows: absolute central binoc-
ular scotoma of less than 20° in diameter, measured by
30° and 12° central visual fields analyzed with the Octo-
pus 300 perimeter (Haag-Streit, Köniz, Switzerland) and
with spectral-domain optical coherence tomography (Spec-
tralis Optical Coherence Tomography (OCT); Heidelberg
Engineering, Heidelberg, Germany; see the “Scotoma Size”
section); age between 18 and 90 years; residual vision in
both eyes (i.e., visual acuity between 1.3 and 0.5 logMAR);
and stable ocular fixation (i.e., presence of a single PRL as
detected with OCT measurements; see the “PRL Localization”
section). To date, no study has assessed how patients with
MD process the three components of optic flow (trans-
lational, rotational, and radial). Here, we used a motion
direction discrimination task combined with an adaptive
Bayesian psychophysical procedure to robustly estimate
motion coherence thresholds for each of these components
in a group of patients with MD and in a group of gender-
and age-matched controls. The experiments in the control
group were performed using simulated scotomas of the
same dimensions as those of their corresponding patients so
that the two populations receive comparable visual inputs. Measurements in the control group were also reproduced
without a simulated scotoma to evaluate the contribution of
central vision in our task. Patients with a concomitant presence of other visual
diseases (cataract, retinal detachment, glaucoma), an inabil-
ity to understand the task, or unilateral MD were excluded. TABLE. METHODS
Participants stimuli (and therefore focused more on local motion
processing), Eisenbarth et al.22 found that patients had
higher contrast thresholds than age-matched controls when
discriminating the motion direction of a moving plaid
presented at eccentricities up to 20°. Even though it is diffi-
cult to know exactly which part of the retina was stim-
ulated in this case because the authors did not measure
the preferred retinal locus (PRL) of patients (defined by
Crossland et al.23 as a region of the functioning retina,
repeatedly aligned with a visual target for a specific task,
that may also be used for attentional deployment and as
the oculomotor reference), this result nonetheless suggests
that their processing of dynamic stimuli could be impaired
beyond the border of the scotoma. Altogether, these studies
support the idea that when considering fine discrimination
tasks, performances of patients with MD are not enhanced
as in the studies described above19,20 and could even be
impaired, even though stimuli are presented in peripheral
vision. stimuli (and therefore focused more on local motion
processing), Eisenbarth et al.22 found that patients had
higher contrast thresholds than age-matched controls when
discriminating the motion direction of a moving plaid
presented at eccentricities up to 20°. Even though it is diffi-
cult to know exactly which part of the retina was stim-
ulated in this case because the authors did not measure
the preferred retinal locus (PRL) of patients (defined by
Crossland et al.23 as a region of the functioning retina,
repeatedly aligned with a visual target for a specific task,
that may also be used for attentional deployment and as
the oculomotor reference), this result nonetheless suggests
that their processing of dynamic stimuli could be impaired
beyond the border of the scotoma. Altogether, these studies
support the idea that when considering fine discrimination
tasks, performances of patients with MD are not enhanced
as in the studies described above19,20 and could even be
impaired, even though stimuli are presented in peripheral
vision. Thirteen patients were initially included in the study. One
of them (87 years old) was not able to perform the task
correctly and was excluded. We therefore collected the data
from 12 patients (six females, mean age, 64.67 ± 14.72 years)
with central vision loss. Six of them had a confirmed diag-
nosis of age-related MD (AMD), three of them with atrophic
MD and three with Stargardt disease. Optic Flow Processing in Patients With Macular
Degeneration M M
acular degeneration (MD) is the leading cause of legal
blindness in countries with an aging population. A
recent meta-analysis estimated that 67 million people are
affected in Europe, and this number is expected to increase
by 15% by 2050.1 Patients with MD experience a gradual
loss of central vision that strongly impairs their ability to
perform tasks such as reading2,3 or face recognition.4,5 The
evolution of visual functions that mostly rely on periph-
eral vision has been much less explored in patients. In
particular, very little is known about their ability to process
motion and more particularly optic flow—the projection of
the visual scene on the retinas during self-displacement.6
Optic flow can be decomposed into different visual patterns
(translational and rotational, both due to eye and/or head
rotation and radial due to observer forward/backward
displacements) that are processed by distinct neural popu-
lations in the brain.7,8 This is crucial for heading percep-
tion,9,10 path integration,11 and estimating object move-
ment during navigation (flow parsing).12 Its processing
is even more important in aged populations, who more
strongly rely on vision than on other senses during their
displacements.13,14 One previous study21 measured motion direction and
speed discrimination thresholds in patients with MD using
wide-field translations (random-dot kinematograms moving
along one direction) presented in peripheral vision. Thresh-
olds did not significantly differ between patients with MD
and their age-matched controls. Odom et al. (Odom JV, et
al. IOVS 2010;51:ARVO E-Abstract 3619) asked their partic-
ipants to determine the location of the focus of expansion
(FoE) of a radial optic flow pattern and found that head-
ing precision was impaired in patients with MD when stim-
uli were noisy. Finally, although they did not use full-field Optic flow processing is believed to mostly rely on
peripheral vision,15,16 although some studies supported the
idea that central vision might also contribute.17 Peripheral
stimulation can notably determine the sensation of vection.18
Optic flow processing could therefore be preserved in
patients with MD as their peripheral vision remains func- 1 1 Downloaded from iovs.arvojournals.org on 11/15/2022 Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 2 Optic Flow Processing in Patients With MD METHODS
Participants Summary of Characteristics of Patients and Age-Matched Controls Included in the Study
Visual Acuity
(logMAR)
Subject
Sex
Age, y
Time Since MD
Diagnosis, y
Diagnosis
OD
OS
Tested
Eye
Scotoma Area,
deg2
PRL
Eccentricity,
deg
PRL Polar
Angle, deg
MD1
F
57
20
Stargardt
1.17
0.71
OS
15.36
10.58
265.93
MD2
M
63
8
Atrophic MD
0.66
0.56
OD
6.6
2.49
322.19
MD3
M
26
10
Stargardt
1.23
1.16
OD
12.96
14.97
329.19
MD4
F
58
23
Atrophic MD
0.76
≥1.72
OD
12.18
3.10
187.43
MD5
F
62
7
Atrophic MD
0.68
0.54
OS
14.94
8.94
189.73
MD6
M
59
8
Stargardt
0.63
0.5
OS
7.8
4.75
268.43
MD7
M
80
8
AMD
0.42
≥1.72
OD
8.52
2.21
302.25
MD8
F
71
9
AMD
0.8
0.75
OD
20
15.56
315
MD9
M
71
5
AMD
≥1.72
0.47
OS
20
4.17
342.56
MD10
F
74
6
AMD
0.95
0.88
OS
20
12.40
204.29
MD11
M
75
2
AMD
0.82
1.61
OD
7.72
3.99
101.56
MD12
F
80
5
AMD
0.49
0.55
OD
14.48
4.10
255.89
C1
F
56
—
—
–0.09
–0.1
OS
—
—
—
C2
M
62
—
—
–0.01
–0.16
OD
—
—
—
C3
M
27
—
—
–0.21
–0.17
OD
—
—
—
C4
F
61
—
—
0.02
–0.15
OD
—
—
—
C5
F
62
—
—
0.01
0.02
OS
—
—
—
C6
M
57
—
—
0.12
0.11
OS
—
—
—
C7
M
80
—
—
0.08
–0.05
OD
—
—
—
C8
F
71
—
—
0.15
0.25
OD
—
—
—
C9
M
71
—
—
0.14
–0.08
OS
—
—
—
C10
F
76
—
—
–0.01
0.09
OS
—
—
—
C11
M
75
—
—
0.11
0.38
OD
—
—
—
C12
F
76
—
—
0.15
0.23
OD
—
—
—
Scotoma area and PRL polar coordinates (eccentricity and angle) correspond to the tested eye. OD, right eye; OS, left eye. TABLE. Summary of Characteristics of Patients and Age-Matched Controls Included in the Study a and PRL polar coordinates (eccentricity and angle) correspond to the tested eye. OD, right eye; OS, left eye. Scotoma Size For each patient, an ophthalmologist delineated the border
of the scotoma from the fundus of the eye captured by stan-
dard and autofluorescence imaging (see Fig. 1). The area of the scotoma (in deg2 of visual angles) was
extracted using MATLAB (MathWorks, Natick, MA, USA). This area was used to compute the simulated scotoma of
the age- and gender-matched controls (see more details in
“Experimental Design” section). Motion Stimuli Visual stimuli were created in MATLAB (R2017a) using
the Psychophysics toolbox28,29 and consisted of random-dot
kinematograms projected on a large convex screen (58.1° ×
43.7° of visual angle, refresh rate: 60 Hz, resolution: 1400
× 1050 pixels) in a dark room and at a viewing distance
of 180 cm. Dots were bright disks (0.2° in diameter moving
on a dark background, contrast: 100%). They had a density
of 0.3945 dots per degree of visual angle. We adapted the
protocol described in a previous electrophysiologic study30
to define motion patterns. Each dot had a lifetime of 200 ms
(12 frames), during which it moved along a straight line at a
constant speed. At the end of this lifetime, it was randomly
reassigned to a new location within the screen and given
a trajectory and speed corresponding to this new location. To avoid a coherent flickering of the stimulus every 200 ms,
each dot initial age was randomly picked between 0 and 166
ms (11 frames) at the beginning of each trial. Dots reaching
the border of the screen were immediately relocated at a new
position. These processes permit equalizing dot density and
mean luminance across the screen during the experiment. We used three different types of optic flow patterns: transla-
tional, radial, and rotational (see Fig. 2A). Speed in the trans-
lation condition was equal to 7°/s, a value that corresponds
to the average preferred speed of MT neurons measured in
macaques.31 The radial and rotational optic flow patterns
had identical speed distributions. In these conditions, the
speed of a dot was a function of its eccentricity (Ecc) and
was given by S × Ecc. S was chosen to equalize the average
speed in the radial and rotational conditions with the speed
in the translational condition, in order to obtain compara-
ble thresholds between the three optic flow components. Because the trajectories contained no curvature or accelera-
tion and because dot size, density, and speed were equalized
between the translational, radial, and rotational optic flow
patterns, the only difference between these three conditions
was the global motion. Optic Flow Processing in Patients With MD The control group consisted of 12 age- and gender-
matched participants (six females; mean age, 64.5 ± 14.33
years; see the Table). All the control participants had a
corrected visual acuity over 6/10 on the tested eye. They
were recruited via advertisements in local journals and on
social media. Test.27 In the subsequent psychophysical tasks, each patient
was tested monocularly in the eye with the better acuity (the
other eye was patched) except for MD2 and MD3, whose
ocular fixation (see the previous paragraph) was much more
stable with the other eye, and for MD8, who had a macular
hemorrhage on her best eye when she performed the study. Age-matched controls were tested on the same eye as their
matched patient. Test.27 In the subsequent psychophysical tasks, each patient
was tested monocularly in the eye with the better acuity (the
other eye was patched) except for MD2 and MD3, whose
ocular fixation (see the previous paragraph) was much more
stable with the other eye, and for MD8, who had a macular
hemorrhage on her best eye when she performed the study. Age-matched controls were tested on the same eye as their
matched patient. Both patients and controls gave written informed consent. The research was conducted at the Centre de Recherche et
Cognition (Toulouse, France), and the experimental proto-
col was approved by a national ethics committee before
the beginning of the study (CPP, Comité de Protection des
Personnes, protocols 13018–14/04/2014 and 2020-A02441-
38). PRL Localization For each patient with MD and for each eye, we estimated
the position of the PRL with respect to the fovea (see
Fig. 1) from high-resolution scans of the retinal fundus
acquired with spectral-domain optical coherence tomog-
raphy (Spectralis OCT; Heidelberg Engineering) using a
method previously described by Maniglia et al.24 (see
Supplementary Text 1 for a detailed explanation). Measures
of the PRL coordinates were repeated three times to
make sure that patients had a stable ocular fixation (i.e.,
less than 2° of variability across measurements, based
on the ocular fixation classification proposed by previ-
ous studies).25,26 The final PRL coordinates were obtained
by averaging these three measurements together (see
the Table) and were subsequently converted into polar
coordinates. Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 3 Determination of the Tested Eye The visual acuity of each participant was determined for
each eye using the Sloan letters of the Freiburg Visual Acuity FIGURE 1. Standard (A) and autofluorescence (B) imaging of the eye fundus of one typical patient (MD5). The macular atrophy (circled in
yellow in B) was delineated by an ophthalmologist. The PRL and fovea of this patient are respectively given by the red and green dots. Note
that the eye fundus in these two panels has been flipped relative to the horizontal meridian to be aligned with the visual field. (C) Positions
of the PRLs for the 12 patients with MD. The PRL of patient MD5 (used in A and B) is marked in red. FIGURE 1. Standard (A) and autofluorescence (B) imaging of the eye fundus of one typical patient (MD5). The macular atrophy (circled in
yellow in B) was delineated by an ophthalmologist. The PRL and fovea of this patient are respectively given by the red and green dots. Note
that the eye fundus in these two panels has been flipped relative to the horizontal meridian to be aligned with the visual field. (C) Positions
of the PRLs for the 12 patients with MD. The PRL of patient MD5 (used in A and B) is marked in red. Downloaded from iovs.arvojournals.org on 11/15/2022 Experimental Design given the short duration and relatively low speed of our stim-
uli (see above), it is unlikely that they elicited vection (as a
comparison, Tarita-Nistor et al.19 used translational stimuli
moving at 60°/s for 2 minutes in their study on vection). Our
participants therefore reported the motion direction of the
stimuli rather than their self-motion perception. During each
block, we manipulated motion coherency (i.e., the percent-
age of dots moving in the same direction while the other
dots had random directions) and estimated the thresholds
corresponding to 80% of correct detection using a Bayesian
adaptive psychometric method (QUEST, see below). The
three first blocks (one for each optic flow pattern) were
considered a training and were thus discarded from further
analyses. During the experiments, participants sat in a chair whose
height was adapted so that their eyes were at the same
level as the center of the screen. Their head was placed
on a head-support device clamped on top of a table and
equipped with both chin and forehead supports. The chair
and head-support devices were positioned so as to ensure
a fine alignment between the participants’ head and trunk
axes. Participants were instructed to keep this position as
constant as possible. Stimuli were presented in blocks of 64 trials and about 3
minutes using the Psychophysics toolbox.28 Only one optic
flow pattern (translation, rotation, or expansion/contraction)
was used during a block. Participants were involved in
a two-alternative forced-choice task. For each trial, they
had to report the motion direction of the stimuli (leftward
versus rightward for translational, clockwise versus anti-
clockwise for rotational patterns, and inward versus outward
for radial). Stimuli were presented for 200 ms and partici-
pants had up to 2 seconds to respond. Responses reported
after this time limit were considered incorrect. Importantly, During the psychophysical measurements, patients with
MD were instructed to gaze monocularly on a central fixation
cross with their PRL (see Fig. 3A). This central position was
also the FoE of optic flow and coincided with the simulated
heading for radial patterns. Control participants performed
the experiments in two viewing conditions. In the main one,
they had to gaze on a fixation cross presented at the posi-
tion of the fovea of their paired patient, and their central FIGURE 3. Schematic representation of visual inputs during the task. (A) Patients with MD gazed at a central fixation red cross with their
PRL. Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 4 Optic Flow Processing in Patients With MD FIGURE 2. Stimuli and experimental protocol. (A) Stimuli were random-dot kinematograms (RDKs) moving in different directions. We used
three components of optic flow: translational (upper), rotational (central), and radial (lower panel). (B) RDKs were projected on a large
convex screen at a viewing distance of 180 cm. Participants were instructed to fixate on a red cross and to report the motion direction of
the stimuli (leftward versus rightward for translational motion, clockwise versus counterclockwise for rotational motion, and inward versus
outward for radial motion). We manipulated motion coherence parametrically and estimated the thresholds corresponding to 80% of correct
detection. FIGURE 2. Stimuli and experimental protocol. (A) Stimuli were random-dot kinematograms (RDKs) moving in different directions. We used
three components of optic flow: translational (upper), rotational (central), and radial (lower panel). (B) RDKs were projected on a large
convex screen at a viewing distance of 180 cm. Participants were instructed to fixate on a red cross and to report the motion direction of
the stimuli (leftward versus rightward for translational motion, clockwise versus counterclockwise for rotational motion, and inward versus
outward for radial motion). We manipulated motion coherence parametrically and estimated the thresholds corresponding to 80% of correct
detection. Experimental Design Their scotoma (circled in yellow) masked one portion of the visual field. (B) In the main viewing condition, controls gazed at a red
fixation point presented at the position of the fovea of their paired patient, and their central vision was masked with a simulated scotoma. The size and the position of this simulated scotoma corresponded to the one measured in their paired patient. Illustrations in A and B are
based on the clinical data (PRL and scotoma) of MD5 (as in Fig. 1). (C) In the second viewing condition, control participants gazed centrally
and their visual field was unmasked. FIGURE 3. Schematic representation of visual inputs during the task. (A) Patients with MD gazed at a central fixation red cross with their
PRL. Their scotoma (circled in yellow) masked one portion of the visual field. (B) In the main viewing condition, controls gazed at a red
fixation point presented at the position of the fovea of their paired patient, and their central vision was masked with a simulated scotoma. The size and the position of this simulated scotoma corresponded to the one measured in their paired patient. Illustrations in A and B are
based on the clinical data (PRL and scotoma) of MD5 (as in Fig. 1). (C) In the second viewing condition, control participants gazed centrally
and their visual field was unmasked. Downloaded from iovs.arvojournals.org on 11/15/2022 Impact of Central Vision on Optic Flow
Processing for Control Participants Before analyzing data in patients, we determined the influ-
ence of central vision on optic flow processing in our control
participants. Figure 4 shows the distributions of thresh-
olds measured in this group with and without a simulated
scotoma for translational (in red), rotational (in green), and
radial (in blue) patterns. In this case, statistical analyses consisted of a two-way
ANOVA with the viewing condition (with or without a simu-
lated scotoma) and the optic flow pattern (translational, rota-
tional, or radial) as within-subject factors. This ANOVA did
not lead to a significant effect of the viewing condition, F(1,
11) = 2.25, P = 0.162, or to a significant interaction between
the viewing condition and the optic flow pattern, F(2, 22) =
1.44, P = 0.258 (see Fig. 4). It suggests that in control partic-
ipants, optic flow processing is performed by peripheral
vision. The ANOVA led to a significant effect of the optic flow
pattern, F(2, 22) = 6.87, P = 0.004, driven by higher thresh-
olds for translational (mean ± SD, 36.1 ± 19.67) than for
rotational (25.03 ± 16.72, P = 0.036, for the paired post hoc
t-test with a Bonferroni correction for multiple comparisons)
and radial (24.43 ± 12.72, P = 0.015) patterns. Coherence
thresholds did not significantly differ between rotational and
radial patterns (P = 1.0). RESULTS The aim of this study was to characterize the impact of macu-
lar degeneration on optic flow processing. We estimated
psychophysical thresholds during a motion discrimination
task performed by patients and age-matched control partic-
ipants with and without a simulated scotoma. We ran three blocks for each optic flow pattern (trans-
lation, rotation, or expansion/contraction) in both patients
with MD and controls. We included breaks (3 to 4 minutes
on average) between blocks to reduce fatigue. Blocks and
condition sequences were randomized to minimize possi-
ble learning effects on the results. The whole experiment
was completed in one session of about an hour in patients. Two sessions of about the same duration were necessary in
controls because measurements in this group included two
viewing conditions (see above). Robust Estimation of the Motion Coherence
Thresholds Using a Bayesian Adaptive
Psychometric Method Because it is difficult to perform long psychophysical
measurements in aged populations, we estimated motion
coherence thresholds using the QUEST adaptive procedure,
which permits rapid and robust estimations. QUEST is a
Bayesian method that assumes that the psychophysics func-
tion underlying the performance of the participants follows
a Weibull distribution. During a block, the estimated param-
eters of this function were updated after each trial on the
basis of the participant’s performance. Coherence values
corresponded to the current maximum likelihood estimate
of the threshold. We fixed the maximum number of trials
at 64 as it was previously shown that this value leads
to robust thresholds in most circumstances.34 We used an
initial threshold value of 58% based on pilot recordings
performed in patients and age-matched controls. The robust-
ness and reproducibility of our psychophysical protocol
were also validated from tests–retests performed in two
patients and four controls. Results showed that the esti-
mated thresholds were very stable across both blocks and
sessions. Statistical Analysis For each participant and each optic flow pattern (trans-
lational, rotational, and radial), we averaged together the
thresholds estimated in the three recording blocks. To
compare the performances of the control participants with
and without a simulated scotoma, we used a two-way
ANOVA with the optic flow pattern (translational, rotational,
or radial) and the viewing condition (with or without an
artificial scotoma) as within-subject factors. To compare
performances between the groups of patients and controls,
we used a two-way ANOVA with the optic flow patterns
(translational, rotational, or radial) as within-subject factor
and the group (patient or control) as the between-subject
factor. Sphericity was always respected, and thus, we did not
apply any corrections. Significant effects of the ANOVA were
explored with post hoc paired t-tests, corrected for multiple
comparisons (Bonferroni). The strength of the relationships
between the measured thresholds and age, visual acuity,
scotoma size, and time since MD diagnosis was assessed
with Pearson r correlations. IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 5 Because in
this case, control participants did not gaze straight ahead, we
measured their eye position with an eye-tracker to control
that our measures were not affected by fixation instability. These analyses demonstrated that eye fixation was actually
very stable in this case and similar to that measured under
straight-ahead fixation. They are presented in supplemen-
tary materials (see Supplementary Text 2 and Supplementary
Fig. S1). We did not measure eye position in patients with
MD because calibration is very time-consuming in this popu-
lation and would have significantly reduced the duration and
hence the robustness of our psychophysical measures. We
nonetheless controlled that they had a stable fixation with
their PRL (see the “PRL Localization” section). In the second
viewing condition, control participants gazed centrally and
stimuli were presented without a simulated scotoma (see
Fig. 3C). We used this control condition to determine the
contribution of central vision in our task. IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 5 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 5 vision was masked with a simulated scotoma, as in previous
studies32,33 (see Fig. 3B). The size of this simulated scotoma
corresponded to the one measured in their paired patient
(see the “Scotoma Size” section). In this case, the center
of the screen (and therefore the FoE for radial patterns)
was projected on their peripheral vision, at the PRL loca-
tion of their paired patient. This protocol permits patients
and controls to receive comparable visual inputs (it notably
equalizes the position and surface of the occluded part of
the visual field) and thereby provides a very good frame-
work to characterize the effect of macular degeneration on
visual processing under wide-field stimulation. Because in
this case, control participants did not gaze straight ahead, we
measured their eye position with an eye-tracker to control
that our measures were not affected by fixation instability. These analyses demonstrated that eye fixation was actually
very stable in this case and similar to that measured under
straight-ahead fixation. They are presented in supplemen-
tary materials (see Supplementary Text 2 and Supplementary
Fig. S1). We did not measure eye position in patients with
MD because calibration is very time-consuming in this popu-
lation and would have significantly reduced the duration and
hence the robustness of our psychophysical measures. We
nonetheless controlled that they had a stable fixation with
their PRL (see the “PRL Localization” section). In the second
viewing condition, control participants gazed centrally and
stimuli were presented without a simulated scotoma (see
Fig. 3C). We used this control condition to determine the
contribution of central vision in our task.l vision was masked with a simulated scotoma, as in previous
studies32,33 (see Fig. 3B). The size of this simulated scotoma
corresponded to the one measured in their paired patient
(see the “Scotoma Size” section). In this case, the center
of the screen (and therefore the FoE for radial patterns)
was projected on their peripheral vision, at the PRL loca-
tion of their paired patient. This protocol permits patients
and controls to receive comparable visual inputs (it notably
equalizes the position and surface of the occluded part of
the visual field) and thereby provides a very good frame-
work to characterize the effect of macular degeneration on
visual processing under wide-field stimulation. Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 5 Optic Flow Processing in Patients With MD Comparison Between Motion Coherence
Thresholds in Patients and in Age-Matched
Controls With a Simulated Scotoma We
compared
performances
in
patients
and
controls. Because we did not observe significant differences between
the thresholds measured in the control group for the two Downloaded from iovs.arvojournals.org on 11/15/2022 Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 6 Optic Flow Processing in Patients With MD FIGURE 4. Motion coherence thresholds estimated for translational (red), rotational (green), and radial (blue) patterns. The boxplots show
the different values for the first quartile, median, last quartile, and the extreme data points. Light and dark boxes respectively represent data
from age-matched controls in the conditions without scotoma (light colors) and with scotoma (dark colors). Triangles provide the individual
data points of the distributions. Note that they were slightly offset horizontally to improve their visibility. FIGURE 4. Motion coherence thresholds estimated for translational (red), rotational (green), and radial (blue) patterns. The boxplots show
the different values for the first quartile, median, last quartile, and the extreme data points. Light and dark boxes respectively represent data
from age-matched controls in the conditions without scotoma (light colors) and with scotoma (dark colors). Triangles provide the individual
data points of the distributions. Note that they were slightly offset horizontally to improve their visibility. FIGURE 5. Motion coherence thresholds estimated for translational (red), rotational (green), and radial (blue) patterns. The boxplots show
the different values for the first quartile, median, last quartile, and the extreme data points. Dark and light boxes respectively represent data
from patients with MD and from their age-matched controls. Individual datapoints are respectively given by triangles (for controls) and
circles (for patients with MD). Note that they were slightly offset horizontally to improve their visibility. Stars provide significant differences
in the post hoc paired t-tests after a Bonferroni correction for multiple comparisons (see details in the text). *P < 0.05. **P < 0.01. FIGURE 5. Motion coherence thresholds estimated for translational (red), rotational (green), and radial (blue) patterns. The boxplots show
the different values for the first quartile, median, last quartile, and the extreme data points. Dark and light boxes respectively represent data
from patients with MD and from their age-matched controls. Individual datapoints are respectively given by triangles (for controls) and
circles (for patients with MD). Note that they were slightly offset horizontally to improve their visibility. Stars provide significant differences
in the post hoc paired t-tests after a Bonferroni correction for multiple comparisons (see details in the text). *P < 0.05. **P < 0.01. Downloaded from iovs.arvojournals.org on 11/15/2022 viewing conditions (with and without a simulated scotoma;
see above), here, we used only the data collected with a
simulated scotoma. for the translational pattern (mean ± SD, 48.05 ± 27.14)
were significantly higher than those for the rotational (22.84
± 14.03, P < 0.001) and radial (29.23 ± 20.3, P = 0.009)
patterns. No differences were observed between rotational
and radial patterns (P = 0.897). The ANOVA did not lead to a
group effect, F(1, 22) = 1.19, P = 0.287, but revealed a signif-
icant interaction between groups and patterns, F(2, 44) =
3.28, P = 0.047, although this effect was statistically smaller
than the pattern effect. Post hoc pairwise t-tests corrected for
multiple comparisons (Bonferroni) indicated that there were
no significant differences between thresholds measured in
the two groups for translational (P = 0.21), rotational (P =
0.887), and radial (P = 0.964) patterns. Paired t-tests also Figure 5 shows the distributions of these thresholds for
translational (in red), rotational (in green), and radial (in
blue) patterns. Statistical analyses consisted of a two-way
ANOVA with the optic flow pattern (translational, rotational,
or radial) as the within-subject factor and the group (patient
or control) as the between-subject factor. In agreement with the results observed in the previous
section, this ANOVA led to a significant effect of the optic
flow pattern, F(2, 44) = 14.29, P < 0.001. Here as well,
post hoc t-tests indicated that motion coherence thresholds IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 7 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 7 Optic Flow Processing in Patients With MD Optic Flow Processing in Patients With MD
IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 7
FIGURE 6. (A) Correlations between motion coherence thresholds and scotoma sizes (in degrees), estimated for translational (red, leftward),
rotational (green, middle), and radial (blue, rightward) patterns. Data points and associated regression lines are provided for patients (dark
colors) and also for their age-matched controls (light colors). Pearson correlation coefficients (R) and associated P values are provided on
the upper parts of each panel. (B) Correlations between motion coherence thresholds and durations (in years) since the MD diagnosis. FIGURE 6. (A) Correlations between motion coherence thresholds and scotoma sizes (in degrees), estimated for translational (red, leftward),
rotational (green, middle), and radial (blue, rightward) patterns. Data points and associated regression lines are provided for patients (dark
colors) and also for their age-matched controls (light colors). Pearson correlation coefficients (R) and associated P values are provided on
the upper parts of each panel. (B) Correlations between motion coherence thresholds and durations (in years) since the MD diagnosis. the three optic flow patterns were related to these data, we
computed Pearson correlation coefficients. revealed that threshold differences between translational
patterns, on the one hand, and the rotational and radial
patterns, on the other hand, were significant in patients but
not in controls (patients: respectively, P = 0.001 and P =
0.014; mean ± SD: translational, 58.7 ± 30.05; rotational,
22.24 ± 15.76; radial, 29.43 ± 25.5; controls: respectively, P
= 1.0 and P = 1.0; mean ± SD: translational, 37.39 ± 20.39;
rotational, 23.44 ± 12.74; radial, 29.04 ± 14.54). The correlations between motion coherence thresholds
and the two main clinical characteristics (i.e., scotoma
size and time since the MD diagnosis) are presented in
Figure 6. Other correlations are provided in Supplementary
Figure S3. Scotoma size did not correlate with motion coher-
ence thresholds measured for the three optic flow patterns
(P > 0.05; see Fig. 6A). This result is in agreement with the
idea that optic flow is mostly processed by peripheral vision
in our experiment (see above). However, in patients, a signif-
icant negative correlation was found between time since
the MD diagnosis and coherence thresholds for translational
patterns, r(10) = –0.64, P = 0.026 (see Fig. 6B). IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 | 7 No correla-
tions were found between visual acuity and motion coher-
ence thresholds (P > 0.05; see Supplementary Fig. S3B) or
between age and motion coherence thresholds measured for
the three optic flow patterns (P > 0.05; see Supplementary
Fig. S3A) in controls or patients. However, in patients, a trend
was observed for the correlation between age and threshold
for translations, r(10) = 0.56, P = 0.058. This trend should be
taken with care as the distribution of ages was skewed (one
patient and his control were much younger than the other
participants) but could indicate an effect of age on transla-
tion perception, in agreement with a previous study.35 This
effect was not observed in the control group, r(10) = 0.27,
P = 0.369. In order to control whether the extreme data points
measured in our experiment (i.e., the thresholds measured
in two patients for rotational and radial optic flow patterns
in Fig. 5) had an impact on our results, we reproduced the
statistical analyses described above without these patients
(and their associated controls) and found the same effects. Altogether, these results suggest that in patients with MD,
the processing of rotational, radial, and translational patterns
of optic flow is preserved. Their robustness was controlled
by reproducing the analyses using the threshold measured
in control participants without a simulated scotoma. Effects
remain unchanged in this case (see Supplementary Text 3
for more details). Correlations Between Motion Coherence
Thresholds Estimated in Patients With MD and
Clinical Data Patients with MD are very different from one another, and
there was a wide variety of clinical characteristics in our
group of participants (i.e., scotoma size, time since the MD
diagnosis, age, visual acuity, sex, etc.; see the Table). To
test whether the motion coherence thresholds estimated for Finally, for each optic flow pattern, we examined whether
behavioral responses were biased toward one direction
or the other (e.g., toward leftward or rightward motions
for translational patterns). Our analyses of the correct Downloaded from iovs.arvojournals.org on 11/15/2022 Downloaded from iovs.arvojournals.org on 11/15/2022 DISCUSSION The aim of this study was to characterize the impact of MD
and notably AMD on optic flow processing. This is important
because the elderly mostly rely on visual cues during loco-
motion.36,37 We used an adaptive psychophysical approach
to estimate motion coherence thresholds for translational,
rotational, and radial patterns in patients with MD and in a
group of gender- and age-matched controls with a simulated
scotoma. Altogether, we found that despite their disease and
notably their very low visual acuity, patients with central
vision loss are still able to discriminate the motion direction
of optic flow patterns. Motion coherence thresholds for radial and rotational
patterns had never been estimated in patients with MD. We found that they did not significantly differ between our
two groups, which suggests that motion direction percep-
tion is preserved for these patterns in patients. One previ-
ous study based on preliminary data found that heading
judgments could be impaired in patients when noise is
added to radial stimuli (Odom JV, et al. IOVS 2010;51:ARVO
E-Abstract 3619). Patients might therefore be affected for
some visual functions (heading) but not for others (motion
direction discrimination), and further explorations will be
needed to get a full picture of the consequences of MD on
the processing of radial and rotational optic flow patterns. Our results also suggest that thresholds for translational
patterns are preserved in patients. In a previous study,21
patients with MD and age-matched controls performed
motion direction and speed discrimination tasks with trans-
lational patterns presented in peripheral vision. In agree-
ment with our measurements, thresholds did not signif-
icantly differ between the two groups. In another study
based on local rather than full-field stimuli, Eisenbarth et
al.22 reported that contrast thresholds were significantly
higher in patients with MD than in a group of age-matched
controls when discriminating the motion direction of a plaid
presented at 10° and 20° of eccentricity. Our results are not
in direct agreement with this study but used a different task
based on local motion, which suggests that impairment in
local motion processing does not necessarily imply a deficit
in optic flow processing. Recordings from a larger popula-
tion may clarify whether or not patients might be impaired
in this case. DISCUSSION Beyond
the
comparison
between
performances
in
patients with MD and in controls, one of the main results of
our study is that thresholds for translational patterns were
significantly higher than thresholds for rotational and radial
patterns in both groups. This effect is unlikely to be caused
by differences in our stimuli because all three patterns were
based on identical parameters (dot density, average speed,
luminance, etc.; see the Methods section). One possibility
is that it reflects an effect of age, as suggested by Billino
et al.35 or Kuba et al.,42 who showed that aging impairs
the perception of translational but not radial patterns. In
our study, we had only two young participants (one 26-
year-old patient and his age-matched control), and it is thus
difficult to conclude on this point. Future studies should
explore the validity of this hypothesis through psychophys-
ical measurements in a large population of young and old
participants. Another important result of our study is that in the control
group, motion coherence thresholds remained unchanged
for visual stimulations with and without a simulated scotoma
defined from clinical measurements in the paired patients. We used these simulated scotomas because previous studies
reported that central vision might contribute to optic flow
processing17 and because we wanted to make the signals
received by each patient and his or her control as compa-
rable as possible. It appears that under our experimen-
tal protocol, only peripheral vision was useful to perform
the task, in line with the results of previous studies15,16
and with the idea that optic flow is processed within
high-level visual areas whose neurons have large receptive
fields.43,44 In a previous study performed by Tarita-Nistor et al.,19
patients with bilateral AMD and age-matched controls were
exposed to translational and rotational optic flow patterns
and had to report their sensation of self-motion (vection). Results showed that patients experienced vection sooner
than controls, which suggests that self-induced motion might
be improved in this population. In line with this study, Luu et
al.20 reported higher vection strength and enhanced spatial
presence in patients with AMD compared to healthy subjects
when exposed to radial optic flow patterns. In our case,
participants were instructed to report the motion direction
of different optic flow patterns. Downloaded from iovs.arvojournals.org on 11/15/2022 IOVS | November 2022 | Vol. 63 | No. 12 | Article 21 Optic Flow Processing in Patients With MD | 8 ated coherence thresholds and not vection. Moreover, it is
unlikely that our visual stimuli induced self-motion percep-
tion because of their short duration (200 ms) and relatively
slow speed (7°/s on average). Our results therefore cannot
be directly compared to those of Tarita-Nistor et al.19 and
Luu et al.20 The fact that vection is enhanced in patients with
central vision loss19,20 while motion perception is not indi-
cates that the cortical networks underlying these two cogni-
tive functions might substantially differ. responses did not lead to any significant bias in both patients
and controls (see Supplementary Fig. S4). For translational
patterns, we reproduced these analyses by taking into
account the tested eye (to check for a bias toward temporal
or nasal motions) and did not observe significant effects (see
Supplementary Fig. S4D). We also did not observe differ-
ences between the motion coherence threshold measured
in men and women (see Supplementary Fig. S5). We found a significant negative correlation between
motion coherence thresholds for translational patterns and
time since the MD diagnosis in our group of patients (no
other significant correlations were found between thresh-
olds and data in the two groups). If this correlation should
be interpreted with care and does not imply causality, it
raises the interesting possibility that despite their disease
and their age, patients with central visual loss might partially
improve their ability to perceive translational motion over
time, potentially through neural plasticity, as observed in
animal models (e.g., Burnat et al.38 showed reorganizations
of area MT/V5 and improved motion perception in adult
cats a few months after a central retinal lesion). This idea
opens promising perspectives for the development of future
and innovative therapeutic approaches based on perceptual
learning24,39,40 or oculomotor training.41 DISCUSSION We measured the associ- In our study, participants were instructed to gaze on a
cross and not to move their head because it permitted to
better control their retinal projections. During natural loco-
motion, the eyes and the head can move, which greatly
complexify retinal projections. We know much less about
optic flow processing in this more realistic case. Interest-
ingly, in a recent study, Matthis et al.45 explored retinal optic
flow in participants walking in real-world environments
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Long-Term Weight Management Using Wearable Technology in Overweight and Obese Adults: Systematic Review
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JMIR mhealth and uhealth
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cc-by
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Long-Term Weight Management Using Wearable Technology in
Overweight and Obese Adults: Systematic Review Emily Fawcett1; Michelle Helena Van Velthoven1, BSc, MSc, PhD; Edward Meinert1,2, MA, MSc, MBA, MPA, PhD,
CEng FBCS, EUR ING 1Department of Paediatrics, University of Oxford, Oxford, United Kingdom
2Department of Primary Care and Public Health, Imperial College London, London, United Kingdom Department of Paediatrics, University of Oxford, Oxford, United Kingdom
2Department of Primary Care and Public Health, Imperial College London, London, United Kingdom Corresponding Author:
Edward Meinert, MA, MSc, MBA, MPA, PhD, CEng FBCS, EUR ING
Department of Paediatrics
University of Oxford
John Radcliffe Hospital
Children's Hospital
Oxford, OX3 9DU
United Kingdom
Phone: 44 7824446808
Email: e.meinert14@imperial.ac.uk Abstract Background: Although there are many wearable devices available to help people lose weight and decrease the rising prevalence
of obesity, the effectiveness of these devices in long-term weight management has not been established. Objective: This study aimed to systematically review the literature on using wearable technology for long-term weight loss in
overweight and obese adults. Methods: We searched the following databases: Medical Literature Analysis and Retrieval System Online, EMBASE, Compendex,
ScienceDirect, Cochrane Central, and Scopus. The inclusion criteria were studies that took measurements for a period of ≥1 year
(long-term) and had adult participants with a BMI >24. A total of 2 reviewers screened titles and abstracts and assessed the
selected full-text papers for eligibility. The risk of bias assessment was performed using the following tools appropriate for
different study types: the Cochrane risk of bias tool, Risk Of Bias In Nonrandomized Studies-of Interventions, A MeaSurement
Tool to Assess systematic Reviews, and 6 questions to trigger critical thinking. The results of the studies have been provided in
a narrative summary. Results: We included five intervention studies: four randomized controlled trials and one nonrandomized study. In addition,
we used insights from six systematic reviews, four commentary papers, and a dissertation. The interventions delivered by wearable
devices did not show a benefit over comparator interventions, but overweight and obese participants still lost weight over time. The included intervention studies were likely to suffer from bias. Significant variances in objectives, methods, and results of
included studies prevented meta-analysis. Conclusions: This review showed some evidence that wearable devices can improve long-term physical activity and weight
loss outcomes, but there was not enough evidence to show a benefit over the comparator methods. A major issue is the challenge
of separating the effect of decreasing use of wearable devices over time from the effect of the wearable devices on the outcomes. Consistency in study methods is needed in future long-term studies on the use of wearable devices for weight loss. (JMIR Mhealth Uhealth 2020;8(3):e13461) doi: 10.2196/13461 (JMIR Mhealth Uhealth 2020;8(3):e13461) doi: 10.2196/13461 Review
Long-Term Weight Management Using Wearable Technology in
Overweight and Obese Adults: Systematic Review
Emily Fawcett1; Michelle Helena Van Velthoven1, BSc, MSc, PhD; Edward Meinert1,2, MA, MSc, MBA, MPA, PhD,
CEng FBCS, EUR ING
1Department of Paediatrics, University of Oxford, Oxford, United Kingdom
2Department of Primary Care and Public Health, Imperial College London, London, United Kingdom
Fawcett et al
JMIR MHEALTH AND UHEALTH JMIR MHEALTH AND UHEALTH Fawcett et al JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 1
(page number not for citation purposes) Eligibility Criteria Textbox 1 summarizes the inclusion and exclusion criteria for
the participant, intervention, comparators, outcomes, and study
types of this systematic review. Textbox 1. Inclusion and exclusion criteria for study selection. •
Population: We included studies with obese or overweight adult participants. Overweight was defined as having a BMI ranging between 25 kg/m2
and 29.99 kg/m2 or as defined by the study. Obese was defined as having a BMI of 30 kg/m2 or more. Participants in hospital settings were
excluded as these studies were unlikely to focus on long-term effects and as they do not represent the real-world use of wearable devices. •
Intervention: Interventions included digital wearable technologies used for monitoring or managing weight. Studies that only included a mobile
phone app were excluded. •
Intervention: Interventions included digital wearable technologies used for monitoring or managing weight. Studies that only included a mobile
phone app were excluded. •
Comparators: Comparators included traditional behavioral weight loss approaches, usual care, or another intervention. Studies that did not have
a comparator were also included if they met the other inclusion criteria. •
Outcomes: The primary outcome was change in physical activity and weight after using digital wearable technology for at least a year. Secondary
outcomes were the duration of wearable technology use, the accuracy of wearable technology vs self-reporting, and the use of wearable technology
by people with specific medical conditions. •
Study types: All types of studies were included. Owing to the rapid advances in technology, studies from only the past 10 years were used—from
2008 onward. reflective of the rapid change in the use of mobile phones and
wearables. Keywords related to participant, intervention,
comparators, and outcome items were used to search for relevant
papers. A librarian was consulted for advice on the searches. The search was adjusted and modified for each database. KEYWORDS telemedicine; mHealth; eHealth; mobile health; obesity; wearable electronic devices; wearable technology; wearable device;
digital technology; weight loss; overweight; fitness trackers JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 1
(page number not for citation purposes) https://mhealth.jmir.org/2020/3/e13461 XSL•FO
RenderX JMIR MHEALTH AND UHEALTH Fawcett et al these devices [7]. Digital wearables could be a novelty that
wears off over time, rather than being part of a sustained lifestyle
change [9]. Protocol A protocol was registered with the International Prospective
Register for Systematic Reviews (CRD42018096932), with the
review structure following the Preferred Reporting Items for
Systematic Reviews and Meta-Analyses (PRISMA) guidelines
(Multimedia Appendix 1). We narrowed down the review
question of the protocol, focusing on long-term weight
management. In combination with an effective weight management
intervention based on a behavior change model, wearable
technologies can help people lose weight through various means,
eg, by promoting physical exercise, by monitoring food
consumption, or by encouraging interuser communication and
support [6]. Research on the effectiveness of interventions
delivered by wearable devices suggests that these interventions
can help lose weight [7]. However, long-term weight loss (>1
year) is often unsuccessful [8]. Wearable devices have only
demonstrated a statistically significant weight loss lasting for
a few weeks, which greatly reduces the potential usefulness of Introduction Obesity is a rising concern worldwide [1]. By 2030, obesity
prevalence in the United States is predicted to be 50% to 51%
in men and 45% to 52% in women, and it is estimated that in
the United Kingdom, 41% to 48% of men and 35% to 43% of
women will be obese [2]. Obesity is well known to be a risk
factor for different medical conditions, leading to increased
morbidity and mortality [2,3]. Various interacting factors
influence the prevalence of obesity, including people’s
upbringing, lifestyle, environment, and genetics [4]. Over the
past decades, numerous strategies for losing weight have been
developed that mainly focus on reducing calorie intake and
increasing energy expenditure [1]. It is important to tackle
obesity early on, as the ability of a person to increase his or her
activity levels decreases as his or her weight increases
(particularly BMI >40) [4]. Previous research on weight loss interventions without wearable
technology has shown that over a 5-year period, only 20% of
individuals maintained a weight loss of more than 5 kg (after
an initial loss of around 10 kg) [10,11]. Therefore, this review
focused on studies that can aid long-term weight loss. Evidence
on the long-term effects of wearables to manage or prevent
obesity could be relevant for people seeking to reach a healthy
weight and for their medical practitioners [12]. This study systematically reviewed the use of wearable devices
for long-term weight loss in overweight and obese adults. This
review had four objectives: (1) to investigate the effects of using
wearable devices on physical activity and weight outcomes, (2)
to examine the duration of wearable technology use, (3) to assess
the accuracy of wearable technology vs self-reporting, and (4)
to explore the use of wearable technology by people with
specific medical conditions. The rapid development of technology has led to a growing
market of wearable devices claiming to help people lose weight. Over 100 million wearable devices were sold in 2016, and sales
were expected to continue to rise over the next years [5]. Wearable technology refers to any electronic device that is worn
on the body, commonly being fitness trackers containing some
form of an activity monitor. https://mhealth.jmir.org/2020/3/e13461 JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 2
(page number not for citation purposes) •
Population: We included studies with obese or overweight adult participants. Overweight was defined as having a BMI ranging between 25 kg/m2
and 29.99 kg/m2 or as defined by the study. Obese was defined as having a BMI of 30 kg/m2 or more. Participants in hospital settings were
excluded as these studies were unlikely to focus on long-term effects and as they do not represent the real-world use of wearable devices. JMIR MHEALTH AND UHEALTH JMIR MHEALTH AND UHEALTH Fawcett et al Reviews was used for systematic reviews, and 6 questions to
trigger critical thinking were used for qualitative papers [13-16]. Results A standardized data extraction sheet was used to extract data. The extracted data included the title, the research question, the
data sources, how the data were analyzed, the main findings,
and the conclusions. Study Selection and Characteristics We found 1116 references, and after removing duplicates and
adding six references identified through searching reference
lists of included studies, 684 titles and abstracts were screened
(Figure 1). Furthermore, 44 full texts were assessed for
inclusion, of which 28 were excluded (Multimedia Appendix
3). We included five intervention studies: four RCTs and one
nonrandomized study of an intervention as shown in Table 1. In addition, we used insights from six systematic reviews, four
commentary papers, and a dissertation for additional insights
(Table 2). Study Selection The references found were imported into EndNote X9 (Clarivate,
Pennsylvania), and duplicates were removed. Overall, 2
reviewers conducted title and abstract screening. Any differences
in the chosen studies were discussed until a consensus was
reached. The full texts of potentially eligible studies were
retrieved and analyzed for eligibility by 2 reviewers. Synthesis of Results We have provided a narrative overview and tabular summary
of the findings. A meta-analysis of the studies could not be
conducted because of the heterogeneity in their interventions,
participants, and outcomes. Information Sources and Search We searched the following databases: Medical Literature
Analysis
and
Retrieval
System
Online,
Compendex,
ScienceDirect, Cochrane Central, Scopus, and EMBASE through
Ovid. Multimedia Appendix 2 outlines the search terms. Data
published before 2008 were not included as these data are not JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 2
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RenderX JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 3
(page number not for citation purposes) Quality Appraisal of Individual Studies All included studies underwent a methodological quality
appraisal. Relevant appraisal tools were used for different study
designs. The Cochrane risk of bias tool was used for randomized
controlled trials (RCTs), Risk Of Bias In Nonrandomized
Studies-of Interventions was used for nonrandomized studies
of interventions, A MeaSurement Tool to Assess systematic Figure 1. Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram showing the selection of included studies. JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 3
(page number not for citation purposes) https://mhealth.jmir.org/2020/3/e13461 https://mhealth.jmir.org/2020/3/e13461 JMIR MHEALTH AND UHEALTH Fawcett et al Table 1. Included intervention studies. Type of paper
Title
Author (year)
Study
Randomized con-
trolled trial
Change in physical activity during a weight management intervention for breast cancer
survivors: Association with weight outcomes
Fazzino et al (2017) [17]
1
Randomized con-
trolled trial
Potential impact of wearable technology as part of a multidisciplinary treatment strategy
for weight regain following RYGBa
Chiang et al (2017) [18]
2
Randomized con-
trolled trial
Effect of wearable technology combined with a lifestyle intervention on long-term weight
loss: The IDEA randomized clinical trial
Jakicic et al (2016) [19]
3
Randomized con-
trolled trial
Effect of a stepped-care intervention approach on weight loss in adults: A randomized
clinical trial
Jakicic et al (2012) [20]
4
Nonrandomized study
of an intervention
Long-term outcomes of a Web-based diabetes prevention program: 2-year results of a
single-arm longitudinal study
Sepah et al (2015) [21]
5
aRYGB: Roux-en-Y gastric bypass. Table 1. Included intervention studies. Table 2. Secondary research and other papers. Quality Appraisal of Individual Studies Type of paper
Title
Author (year)
Study
Systematic review
Critical review and meta-analysis of multicomponent behavioural e-health interventions
for weight loss
Podina and Fodor (2018)
[16]
6
Systematic review
A systematic review and meta-analysis of mobile devices and weight loss with an inter-
vention content analysis
Lyzwinski (2014) [22]
7
Systematic review
Technology-assisted weight management interventions: Systematic review of clinical
trials
Allen et al (2014) [23]
8
Systematic review
Persuasive system design does matter: A systematic review of adherence to Web-based
interventions
Kelders et al (2012) [24]
9
Systematic review
The impact of interventions that integrate accelerometers on physical activity and weight
loss: A systematic review
Goode et al (2017) [25]
10
Systematic review
Technology interventions to curb obesity: A systematic review of the current literature
Coons et al (2012) [26]
11
Comment
Wearable technology and long-term weight loss
Kulick (2017) [27]
12
Comment
Wearable technology and long-term weight loss-Reply
Jakicic and Belle (2017)
[28]
13
Comment
Advancing models and theories for digital behavior change interventions [6]
Hekler et al (2016)
14
Comment
Wearable fitness device does not help maintain weight loss, study finds: Fitness device
doesn’t maintain weight loss
Dyer (2016) [29]
15
Dissertation
Evidence-based psychotherapeutic interventions and mHealth for weight management
in overweight: A biopsychosocial framework
Assar (2018) [30]
16 JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 4
(page number not for citation purposes) Risk of Bias Within Studies Table 3 outlines the studies that contributed findings to the
fulfillment of the objectives of this review: physical activity
and weight outcomes, duration of wearable technology use,
accuracy of wearable technology over self-reporting, and use
by people with specific medical conditions. There was a large variation in bias in all the included papers
(Multimedia Appendix 4). In most of the RCTs, there was a
high risk of bias because of the lack of blinding of participants,
as a blinded version of a wearable device intervention is not
possible. All the included RCTs used random sequence
generation to generate groups, although information about
allocation concealment was missing in half of them. https://mhealth.jmir.org/2020/3/e13461 JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 4
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RenderX JMIR MHEALTH AND UHEALTH JMIR MHEALTH AND UHEALTH Table 3. Included intervention studies and findings. Population with a spe-
cific medical condi-
tion
Accuracy com-
pared with self-
reporting
Long-term use
Physical activ-
ity and weight
outcomes
Description
Author (year)
Study
Breast cancer preven-
tion
Yes
Yes
Yes
An RCTa assessing the effects of mobile
health weight management on physical
activity, weight loss, and weight mainte-
nance
Fazzino et al (2017)
[17]
1
After repair of failed
Roux-en-Y gastric by-
pass
No
No
Yes
An RCT on the weight loss after repaired
RYGBb surgery, with and without wear-
able devices
Chiang et al (2017)
[18]
2
No
Yes
Yes
Yes
An RCT comparing outcomes of technol-
ogy-enhanced interventions with standard
behavioral interventions
Jakicic et al (2016)
[19]
3
No
No
Yes
No
An RCT comparing a standard and
stepped-care intervention in weight loss
Jakicic et al (2012)
[20]
4
Prediabetes
No
Yes
No
A diabetes prevention study measuring
the outcomes of weight and hemoglobin
A1c
Sepah et al (2015)
[21]
5
aRCT: randomized controlled trial Table 3. Included intervention studies and findings. bRYGB: Roux-en-Y gastric bypass. group, but it is not noted whether the comparator group were
given similar recommendations. A significant benefit was only
found at 2 years (P=.03). Association Between Weight Outcomes and Change
in Physical Activity The three studies reporting on weight loss and physical activity
outcomes concluded that using wearable devices had a benefit
on these outcomes, but not compared with the comparator
groups. Study
1
showed
a
significant
rise
in
moderate-to-vigorous physical activity over 18 months and
divided participants into high or low original weight loss and
high or low weight regain groups. At 6 months, the high weight
loss
groups
had
significantly
higher
level
of
moderate-to-vigorous physical activity than the low weight loss
group. However, at 12 and 18 months, the high loss and high
regain groups’ level of moderate-to-vigorous physical activity
fell, leaving the high loss and low regain group with a
significantly higher level of moderate-to-vigorous physical
activity than all other groups. In both the standard and wearable device groups of study 3,
there was an increase in the duration of moderate-to-vigorous
physical activity sessions ≥10 min over a 12-month period, but
there was no statistically significant difference between the two
groups. The percentage of weight lost did differ, with
significantly greater weight loss in the comparator group
compared with the wearable devices group from 12 months
onward. Study 3 did not find an association between physical
activity and weight loss within its groups. aRCT: randomized controlled trial. Principal Findings Accuracy was reported by two studies. Study 1 found that
self-reported moderate-to-vigorous physical activity was
significantly higher than that recorded by the wearable device. The groups with poorer outcomes (low loss or high regain) had
larger discrepancies between the two methods. The self-reported
and accelerometer-derived moderate-to-vigorous physical
activities were most similar to the high loss and low regain
group. the moderate-to-vigorous physical activity data from
self-reporting and the accelerometer were, however, collected
on different weeks. However, the high loss and low regain group
still overestimated moderate-to-vigorous physical activity, and
the overestimation did not reduce over time. Study 1 suggested
“social desirability to report physical activity adherence,” with
participants inflating self-reported moderate-to-vigorous
physical activity. This review showed some evidence that wearable devices can
improve long-term physical activity and weight loss outcomes,
but there was not enough evidence to show a benefit over the
comparator methods. The comparator interventions differed
among studies, which adds to the difficultly in determining the
impact on outcomes. Although the term standard was used,
there was no standardization in the comparators’ intervention,
with different levels of support and procedures. Overall physical activity levels increased from baseline, but
there was no difference between wearable and comparator
interventions. Study 1 found that those who sustained higher
physical activity levels were more likely to maintain weight
loss. Retention was fairly high in the included intervention
studies. The mechanism through which wearable devices have
an effect compared with other methods was not known as diet
and physical activity were not different. The accuracy of
wearable devices varied, which could be explained by the
different features and technology of wearables. A total of three
included studies focused on populations with a specific medical
condition. The difference in populations added a challenge to
comparing the studies as the results of a study on the weight
management of patients with one medical condition may not
apply to patients with another medical condition or the general
population. Use of Wearable Technology by People With Specific
Medical Conditions Overall, three out of the five studies focused on populations
with a specific medical condition (Table 4). This included a
history of breast cancer (study 1), repair of failed Roux-en-Y
gastric bypass (study 2), or prediabetes (study 5). Study 1
analyzed those who attended the visits but had invalid or missing
data and found no significant difference in cancer
treatment–related variables. Study 5 measured blood glucose
(hemoglobin A1c) levels and showed a significant beneficial
reduction over 24 months. Maintenance of Wearable Technology Use Retention was fairly high in four studies, but study 2 did not
provide data (Table 4). Study 4 was the only study mentioning
to offer a monetary incentive for assessments (US $10-$25). Study 4 compared a standard intervention with a stepped-care
intervention, where the intensity of support (such as telephone
intervention and additional individual sessions) increased if
certain goals were not met. Study 2 compared 27 individuals using wearable devices with
260 individuals who were not using a wearable device. A total
of 8000 steps per day was recommended for the intervention JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 5
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RenderX JMIR MHEALTH AND UHEALTH JMIR MHEALTH AND UHEALTH Table 4. Retention rate across included intervention studies. Notes
Retention at 24
months, %
Retention at 18
months, %
Retention at 6
months, %
Description
Author (year)
Study
80% maintained intervention
use at 18 months but without
valid accelerometer data. N/A
68
N/Ab
An RCTa assessing the effects of
mobile health weight manage-
ment on physical activity, weight
loss, and weight maintenance
Fazzino et al (2017)
[17]
1
N/A
N/A
N/A
N/A
An RCT on the weight loss after
repaired RYGBc surgery, with
and without wearable devices
Chiang et al (2017)
[18]
2
N/A
75
N/A
N/A
An RCT comparing outcomes of
technology-enhanced interven-
tions with standard behavioral
interventions
Jakicic et al (2016
[19]
3
N/A
N/A
72
N/A
An RCT comparing a standard
and stepped-care intervention in
weight loss
Jakicic et al (2012)
[20]
4
N/A
70.1
N/A
79.1
A diabetes prevention study
measuring the outcomes of
weight and hemoglobin A1c
Sepah et al (2015)
[21]
5 able 4. Retention rate across included intervention studies. aRCT: randomized controlled trial. bN/A: not applicable. cRYGB: Roux-en-Y gastric bypass. JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 6
(page number not for citation purposes) bN/A: not applicable. aRCT: randomized controlled trial. Authors' Contributions EM conceived the study objectives and oversaw the original study protocol. EF reviewed the initial study protocol, made
amendments as per this manuscript’s methods, executed the review independently (with peer review on study inclusion), and
drafted the final manuscript on her own. EM gave feedback to EF, and EF incorporated all feedback. DB also provided feedback
on iterations. MV rewrote the paper and made major revisions based on peer-review feedback. All authors approved the final
manuscript. EM is the guarantor. Acknowledgments The authors would like to thank Karine Barker at the Radcliffe Science Library. Research issues identified and prioritized by the
members of the public in a workshop at the European Scientific Institute in July 2017 were used to guide the focus of this study. The authors declare that the manuscript is an honest, accurate, and transparent account of the study being reported, that no
important aspects of the study have been omitted, and that any discrepancies from the study as planned (and, if relevant, registered)
have been explained. This study was a systematic review of publicly available literature. This work was supported by the Sir
David Cooksey Fellowship in Healthcare Translation and the Final Honour School of Medical Sciences, Cell and Systems Biology
and Neuroscience at the University of Oxford. Limitations There were only five studies with a relatively small sample size
assessing the long-term use of wearable devices. It was not
possible to undertake a meta-analysis because of the
heterogeneity among participants, wearables, methods, and https://mhealth.jmir.org/2020/3/e13461 XSL•FO
RenderX JMIR MHEALTH AND UHEALTH Fawcett et al medical conditions or risk factors could suffer from higher
dropout because of the higher risk of a medical event. However,
having a specific condition or medical event could be a stronger
motivation than having a vaguer risk factor such as being
overweight or obese [37]. outcomes. The included studies were likely to suffer from bias. Wearable device interventions cannot be blinded to the user. Only outcome assessors could have been blinded, which most
studies did not attempt to do. The use of wearables in these
studies may not be applicable to real-world scenarios as the
companies selling these wearable devices do not offer the
support that was offered by researchers in the studies. A
limitation of this review is that we only conducted a basic search
limited to a few keywords and phrases. In addition, databases
such as Institute of Electrical and Electronics Engineers Xplore
and Cumulative Index of Nursing and Allied Health Literature
for clinical and behavioral science research were not searched. Recommendations for Future Work Different aspects of weight loss maintenance and wearable
devices have been studied, but large areas are still unknown. These include the mechanisms through which using wearable
devices can lead to weight loss and studies into the usefulness
of wearable devices for long-term weight management. Those who managed to sustain raised physical activity levels
had a weight maintenance benefit. Not all groups managed to
sustain increased activity levels, and it would be valuable to
understand why. Individuals who sustained exercise could have
been more likely to commit to other lifestyle changes around
weight management. Comparison With Prior Work It is important to retain participants in studies to separate the
effect of the study design and intervention [31]. Study 5
compared a standard intervention with a stepped-care
intervention where the intensity of support (such as telephone
intervention and additional individual sessions) increased if
certain goals were not met. Interventions of this kind have been
shown to reduce attrition [32]. Other strategies for improving
long-term data collection are offering incentives, reducing
barriers by offering alternative data collection modes, and
reminder calls [32]. Improving adoption and retention through
methods such as monetary incentives could be counterproductive
as this is not possible in real-life settings. Investigating the reasons for dropout could help to understand
to what extent this is caused by study design and/or flaws in
wearable devices. Discovering how wearable devices are being
used, and whether their use is improved through outside support,
would give valuable information for designing more effective
wearable devices. It could also help health care practitioners to
advice and support people who are trying to lose weight and
are interested in using wearable devices. Consciously or subconsciously, self-reported physical activity
levels are often overestimated [33]. Wearable devices are more
accurate at estimating physical activity levels than self-reporting,
though a truly objective method is currently not available for
everyday purposes. Accelerometers, which were used in the
wearable devices in the included studies, can lead to different
estimates, even when using the same device [34]. The accuracy
of heart rate monitors has been reported to be higher but still
insufficient [35]. Conclusions We found a small number of long-term studies showing some
evidence that wearable devices can improve long-term physical
activity and weight loss outcomes, but there was not enough
evidence to show a benefit over the comparator methods. A
major issue is the challenge to separate the effect of the
decreasing use of wearable devices over time from the effect
of wearable devices on the outcomes. Consistency in study
methods is needed in future long-term studies on the use of
wearable devices for weight loss. Wearable devices have shown benefit in managing medical
conditions, eg, diabetes [36]. Studies with populations having JMIR Mhealth Uhealth 2020 | vol. 8 | iss. 3 | e13461 | p. 7
(page number not for citation purposes) Multimedia Appendix 4 Quality appraisal of randomized controlled trials. [DOCX File , 41 KB-Multimedia Appendix 4] Multimedia Appendix 2 Results found in each database and the search strings use
[DOCX File , 13 KB-Multimedia Appendix 2] Results found in each database and the search strings used. Multimedia Appendix 3 Excluded studies. [DOCX File , 18 KB-Multimedia Appendix 3] Multimedia Appendix 1 Identify the report as a systematic review, meta-analysis, or both. [DOCX File 19 KB Multimedia Appendix 1] Identify the report as a systematic review, meta-analysis, or both. Identify the report as a systematic review, meta-
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25. Goode AP, Hall KS, Batch BC, Huffman KM, Hastings SN, Allen KD, et al. The impact of interventions that integrate
accelerometers on physical activity and weight loss: a systematic review. Ann Behav Med 2017 Feb;51(1):79-93 [FREE
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systematic review of the current literature. References Aveyard H, Sharp P, Woolliams M. A Beginner's Guide to Critical Thinking and Writing in Health and Social Care. Maidenhead, Berkshire: Open University Press; 2015. 15. Aveyard H, Sharp P, Woolliams M. A Beginner's Guide to Critical Thinking and Writing in Health and Social Care. Maidenhead, Berkshire: Open University Press; 2015. 16. Podina IR, Fodor LA. Critical review and meta-analysis of multicomponent behavioral e-health interventions for weight
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(page number not for citation purposes) https://mhealth.jmir.org/2020/3/e13461 XSL•FO
RenderX JMIR MHEALTH AND UHEALTH Abbreviations PRISMA: Preferred Reporting Items for Systematic Reviews and Meta-Analyses
RCT: randomized controlled trial Edited by G Eysenbach; submitted 22.01.19; peer-reviewed by D Baines, K Ng, D Gratzer, M Bardus, T Fazzino, M Stuc
to author 22.02.19; revised version received 06.11.19; accepted 16.12.19; published 10.03.20 Please cite as:
Fawcett E, Van Velthoven MH, Meinert E
Long-Term Weight Management Using Wearable Technology in Overweight and Obese Adults: Systematic Review
JMIR Mhealth Uhealth 2020;8(3):e13461
URL: https://mhealth.jmir.org/2020/3/e13461
doi: 10.2196/13461
PMID: 32154788 ©Emily Fawcett, Michelle Helena Van Velthoven, Edward Meinert. Originally published in JMIR mHealth and uHealth
(http://mhealth.jmir.org), 10.03.2020. 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 the original work, first published in JMIR mHealth and uHealth, is properly cited. The complete bibliographic
information, a link to the original publication on http://mhealth.jmir.org/, as well as this copyright and license information must
be included. https://mhealth.jmir.org/2020/3/e13461 https://mhealth.jmir.org/2020/3/e13461 XSL•FO
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https://jesr.ub.ro/1/article/download/297/278
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English
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INFLUENCE OF THE CRANK MECHANISM POSITION IN THE MOTION OF AN OSCILLATING SIEVE
|
Journal of Engineering Studies and Research
| 2,021
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cc-by
| 4,846
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* Corresponding author, email: claudia.tomozei@ub.ro
© 2021 Alma Mater Publishing House 1“Vasile Alecsandri” University of Bacau, Calea Marasesti 157, Bacau, 600115, Romania Abstract: This article presents a study that aims to visualize the influence exerted by the
position of the crank mechanism on the motion performed by the sieve supports
respectively, on the displacement of an oscillating sieve. The study was oriented for a
specific constructive case and involves the connecting rod position changing, the drive
mechanism in relation to the horizontal, respectively at the angles 0 - 75 and -45 - 0. Also, were identifying the variation of the angle described by the motion of the sieve
support. From the obtained results analysis, it was found that in the case of 12.71 of the
connecting rod angle, in relation to the horizontal, the lowest value of the angle described
by the motion of the tie rod between the extreme points was obtained. Also, for the value of
the connecting rod angle of approximately 6.5 equal angles described by the extreme
positions of the sieve support in relation to the vertical were obtained. It is found that the
variation of the connecting rod angle directly influences the variation of the angles
described by the connecting rod in relation to the horizontal, the measured value being
corresponding to the extreme points P1 and P2. Keywords: oscillating motion, crank mechanism, connecting rod angle variation Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 36 36 1. INTRODUCTION In this article, a theoretical study was performed to visualize the influence exerted by the position of a crank
mechanism used for the movement mechanism of a sieve. 2. MODELING THE DRIVE MECHANISM For the analysis of the influence exerted by the position of the driving mechanism of the sieve on its movement,
a sieve was choose performs an oscillating movement (Fig. 1). This system is a classic drive of a sieve block and
is composed of [21, 22]: sieve; tie rods; Sieve drive mechanism; connecting crank mechanism; fastening element
of the sieve connecting rod-crank mechanism. Fig. 1. Sieves block drive system. The location of the connecting crank mechanism [23], the one that drives, in relation to the gripping joint, varies
in a range of 60. The study was performed for a variation of the work position from 15to 15(Fig. 2). Fig. 1. Sieves block drive system. Fig. 1. Sieves block drive system. The location of the connecting crank mechanism [23], the one that drives, in relation to the gripping joint, varies
in a range of 60. The study was performed for a variation of the work position from 15 to 15 (Fig. 2). Figure 3 shows the variation of the angle generated by the drive device in relation to the gripping joint. The
study was performed for values: -45, -30, -15, 0, 13, 30, 45, 60, 75. Fig. 2. Variation of the position of the drive system. Fig. 3. Variation of the connecting rod position. For positions -60 and -75, the study could not be performed because from a physical point of view the
movement cannot be performed, respecting the positioning of the crank. It is known that the entire drive
mechanism of the seat block is composed of the two components: tie rods and the drive mechanism (connecting
rod-crank mechanism). Thus, it was concluded that this assembly can be done in a simplified way. Figure 4
shows the model used in this paper [24, 25]. To determine in value terms the influence exerted by the position of the drive device a model was generated Fig. 3. Variation of the connecting rod position. Fig. 2. Variation of the position of the drive system. Fig. 3. Variation of the connecting rod position. Fig. 2. Variation of the position of the drive system. For positions -60 and -75, the study could not be performed because from a physical point of view the
movement cannot be performed, respecting the positioning of the crank. 1. INTRODUCTION A mixture of solid particles, in order to be used in different industrial processes, is subjected to different
separation processes, through which the most used is the separation on sieve. Different types of separators are
used in the process of solid particle’s heterogeneous mixture sieve separation [1-14]. In order, to increase the
efficiency of this process, the sieve motions can be ensured by using different devices [15-20]: y
p
,
y
g
[
]
-
Elliptical motion - used for the purpose of retaining by sieving some coarse particles from a mixtur -
Elliptical motion - used for the purpose of retaining by sieving some coarse particles from a mixture. -
Linear motion - the eccentric is induced on the work surface and a vertical movement, to increase the
action of sieving and preventing compaction. -
Linear motion - the eccentric is induced on the work surface and a vertical movement, to increas
action of sieving and preventing compaction. g
p
g
p
-
Circular motion - used for sorting particles in several fractions, depending on thickness and granulation,
respectively, or for sifting ground products, with separation according to particle size. C
if
l
i
h
d i
h
f
i l
h
h
f
fl
b i
d f Centrifugal motion - the most used in the case of particles that have a free flow being used f
calibration operations. -
Gyroscopic movement - high efficiency equipment used for long filtration processes of light partic From all these methods of sieves entrainment, the most used system is the one with oscillating motion, being
found in a series of equipment that performs the process of separating mixtures of solid particles according to
their length and width. It is also used in other industrial processes such as packing, grinding or transporting solid
particles. From all these methods of sieves entrainment, the most used system is the one with oscillating motion, being
found in a series of equipment that performs the process of separating mixtures of solid particles according to
their length and width. It is also used in other industrial processes such as packing, grinding or transporting solid
particles. Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 37 In this article, a theoretical study was performed to visualize the influence exerted by the position of a crank
mechanism used for the movement mechanism of a sieve. To determine in value terms, the influence exerted by the position of the drive device, a model was generated
whose dimensions are (Fig. 5): tie rods (2): 0.587 m; crank: 0.065 m; connecting rod: 0.27 m. 2. MODELING THE DRIVE MECHANISM It is known that the entire drive
mechanism of the seat block is composed of the two components: tie rods and the drive mechanism (connecting
rod-crank mechanism). Thus, it was concluded that this assembly can be done in a simplified way. Figure 4
shows the model used in this paper [24, 25]. To determine in value terms, the influence exerted by the position of the drive device, a model was generated
whose dimensions are (Fig. 5): tie rods (2): 0.587 m; crank: 0.065 m; connecting rod: 0.27 m. To determine in value terms, the influence exerted by the position of the drive device, a model was generated
whose dimensions are (Fig. 5): tie rods (2): 0.587 m; crank: 0.065 m; connecting rod: 0.27 m. Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 38 38 The following programs were used to conduct this study: The following programs were used to conduct this study: -
The simulation program of mechanisms, Linkage, was used to identify the influence exerted by the
position of the connecting rod-crank mechanism on the movements exerted by the free end of the tie
rod; -
The simulation program of mechanisms, Linkage, was used to identify the influence exerted by the
position of the connecting rod-crank mechanism on the movements exerted by the free end of the tie
rod; od;
-
The Mathcad program used to process the values obtained. od;
The Mathcad program used to process the values obtained. Fig. 4. Simplified model of the
analyzed mechanism. Fig. 5. Dimensional representation of the
drive system studied. Fig. 6. The movements of
the tie rod. Fig. 4. Simplified model of the
analyzed mechanism. Fig. 5. Dimensional representation of the
drive system studied. Fig. 6. The movements of
the tie rod. f the
Fig. 5. Dimensional representation of the
drive system studied. Fig. 6. The movements of
the tie rod. As a result of the processing of the obtained data, the following parameters were identified: As a result of the processing of the obtained data, the following parameters were identified:
-
The angle achieved by the movement of the free end of the tie rod, angle obtained by summing the
angles α and β (Figure 6). -
The angle achieved by the movement of the free end of the tie rod, angle obtained by summing the
angles α and β (Figure 6). 2. MODELING THE DRIVE MECHANISM -
The angles made by the connecting rod corresponding to the two extremes of the movement made by
the free end of the tie rod. For each position of the drive device, the angle made by the tie rod was determined. For this purpose, the
extreme positions of the tie rod were identified and the values of the angles α and β were determined (Figure 6). For each position of the drive device, the angle made by the tie rod was determined. For this purpose, the
extreme positions of the tie rod were identified and the values of the angles α and β were determined (Figure 6). gure 7 shows the working mode for processing the data obtained in order to determine the parameters stud Fig. 7. Working methodology. Fig. 7. Working methodology. Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 39 3. RESULTS AND DISCUSSION Following the simulations with the help of the Linkage program, a series of variations of the angles given by the
support system of the sieve, respectively of the tie rod were obtained (Figure 8). The graphical representation of
these variations was made taking into account the position that the tie rod, the support system of the site, have in
the starting position. Compared to these working positions, the movement made by the tie rod was performed for
a complete stroke of the crank. The physical value of the extreme points of the free end displacement of the tie
rod (P1 and P2) were used for the graphical representations in Figure 8. a) 75
b) 60
c) 45
d) 30
e) 13
f) 0 a) 75 b) 60
d) 30
f) 0 b) 60
d) 30 a) 75 a) 75
c) 45
e) 13 c) 45
e) 13 d) 30 d) 30 d) 30
f) 0 e) 13 f) 0 Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 40 40 g) -15;
h) -30;
i) -45;
Fig. 8. Variation of the angle described by the tie rod according to the position of the drive device:
a) 75; b) 60; c) 45; d) 30; e) 13s; f) 0; g) -15; h) -30; i) -45. h) -30; g) 15; g) -15;
h)
i) 45 i) 45 ;
Fig. 8. Variation of the angle described by the tie rod according to the position of the drive device:
a) 75; b) 60; c) 45; d) 30; e) 13s; f) 0; g) -15; h) -30; i) -45. )
;
Fig. 8. Variation of the angle described by the tie rod according to the position of the drive device:
a) 75; b) 60; c) 45; d) 30; e) 13s; f) 0; g) -15; h) -30; i) -45. From the analysis of the variation of the angle described by the tie rods, depending on the position of the drive
device, the following aspects can be evidenced: From the analysis of the variation of the angle described by the tie rods, depending on the position of the drive
device, the following aspects can be evidenced: g
p
-
The angle described by the two extreme positions of the free end of the tie rod was analyzed according
to the starting position of the study, respectively the position of the tie rod, being 90. 3. RESULTS AND DISCUSSION 9) it is found that: Analyzing the angular values presented (Fig. 9) it is found that: y
g
g
p
(
g
)
The smallest angular opening, of 12.71, corresponds to the connecting rod angle of 13; -
The smallest angular opening, of 12.71, corresponds to the connecting rod angle of 13;
-
For the variation of the connecting rod angle between 30 and 75, an exponential increase of the value
of the studied angle was obtained, reaching the maximum value of 17.78; -
For the variation of the connecting rod angle between 30 and 75, an exponential increase of the value
of the studied angle was obtained, reaching the maximum value of 17.78; -
For the variation of the connecting rod angle between 0 and -30, the same exponential increase of the
value of the studied angle was found, obtaining for the last value an angle of 17.49; -
A specific analysis can be performed for the connecting rod angle of -45 where it is found that the
calculated angle has a value of 30.5. This value is due to the positioning of the crank in relation to the
driven assembly. -
A specific analysis can be performed for the connecting rod angle of -45 where it is found that the
calculated angle has a value of 30.5. This value is due to the positioning of the crank in relation to the
driven assembly. Fig. 9. Variation of the angle described by the free
end of the tie rod. Fig. 10. Variation of angles α and β. Fig. 10. Variation of angles α and β. Fig. 9. Variation of the angle described by the free
end of the tie rod. Fig. 9. Variation of the angle described by the free
end of the tie rod. Fig. 10. Variation of angles α and β. From the study of the results presented in figure 10 it can be concluded: -
The two angles analyzed, α and β, have equal values, of approximately 6.4, for a connecting rod angle
in relation to the horizontal of approximately 6.5. This value of the angle is closely related to the
dimensional values of the components that make up the analyzed mechanism; -
The two angles analyzed, α and β, have equal values, of approximately 6.4, for a connecting rod angle
in relation to the horizontal of approximately 6.5. 3. RESULTS AND DISCUSSION g
-
The angle described by the two extreme positions of the free end of the tie rod was analyzed according
to the starting position of the study, respectively the position of the tie rod, being 90. -
In relation to this position, it is found that the angle described by the tie rod varies in value. This is
highlighted by the variations of the angles on the right and left side of the tie rod, respectively the angle
α and the angle β (Figure 8). g
β (
g
-
In relation to the position of the drive device it is observed that the position of the angle varies, as
follows: o
For the value of 13 the values of the angles α and β are approximately equal, this value being
corresponding for a symmetrical displacement of the free end of the tie rod in relation to the
starting position of the displacement. o
When changing the position of the drive device from the value of the angle of 30 to the value
of the angle of 75 it is observed that the spring described by the free end of the tie rod moves
to the right. g
o
For values of the connecting rod angle c between 0 and -45 it is found that the free end of the
tie rod generates an angle that moves to the left. Analyzing the positions of the extreme points, obtained from the displacement of the free end of the tie rod, P1
and P2, and of the fixed end of the tie rod, it was possible to determine the angular value between the three
points. The variation of this angle is shown in Figure 9. Analyzing the positions of the extreme points, obtained from the displacement of the free end of the tie rod, P1
and P2, and of the fixed end of the tie rod, it was possible to determine the angular value between the three
points. The variation of this angle is shown in Figure 9. The analysis of the individual values of the two angles, α and β, is given in graphical representation from Figure
10. The analysis of the individual values of the two angles, α and β, is given in graphical representation from Figure
10 Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 41 Analyzing the angular values presented (Fig. 4. CONCLUSIONS Following the study performed on the influence exerted by the position of the drive device of an oscillating
sieve, the following conclusions could be drawn: Following the study performed on the influence exerted by the position of the drive device of an oscillating
sieve, the following conclusions could be drawn: -
A number of methods can be used to carry out the process of mechanical separation of a heterogeneous
mixture of solid particles; -
One of the most used methods of mechanical separation is the separation on sieves, respectively the
dimensional separation of the mixture of solid particles; In order to streamline the separation process on sieves, they must perform a series of movements th
can be simple or complex; -
The simplest method of driving a sieves block is the oscillating movement, a movement performed by a
crank connecting rod mechanism; g
-
The solid particles movement on the surface of the oscillating sieve is influenced by the angle of
inclination of the sieve but also by the movement made by the support system of the sieve block; -
Study of the movement performed by the oscillating sieve, a series of simulations were performed
through the Linkage program; -
In order to carry out this study, the initial angle of the connecting rod was modified and in relation to it
the following parameters were studied: o
The angle achieved by the movement of the free end of the tie rod, angle obtained by summing
the angles α and β; o
The angles made by the connecting rod corresponding to the two extreme points of th
movement made by the free end of the tie rod. Following the study, it was found that: o
The initial angle variation of the connecting rod in relation to the horizontal directly influences
both the value of the angle made by the free end of the tie rod and the angles made by the
connecting rod in relation to the horizontal, for the two extreme points P1 and P2; o
For an angle value made by the connecting rod with a horizontal of 12.71, the smallest
angular opening made by the tie rod was obtained in the case under study. 3. RESULTS AND DISCUSSION This value of the angle is closely related to the
dimensional values of the components that make up the analyzed mechanism; -
The increase of the connecting rod angle in relation to the horizontal, it is found that the values of the
angle α decrease, and the values of the angle β increase; -
The increase of the connecting rod angle in relation to the horizontal, it is found that the values of the
angle α decrease, and the values of the angle β increase; -
In case of reduction of the connecting rod angle in relation to the horizontal (for negative values of the
angle) the value variation of the analyzed angles is reversed. -
In case of reduction of the connecting rod angle in relation to the horizontal (for negative values of the
angle) the value variation of the analyzed angles is reversed. It was also determined the value of the angle made by the connecting rod in relation to the horizontal, for the two
extreme points, P1 and P2. The variation of these angles is shown in Figure 11. Fig. 11. Angle variation of the connecting rod in relation to the horizontal for the extreme points. Fig. 11. Angle variation of the connecting rod in relation to the horizontal for the extreme points. Journal of Engineering Studies and Research – Volume 27 (2021) No. 4 42 ollowing conclusions can be drawn from the analysis of the variation of the two studied angles: -
The value of the angle corresponding to point P1 is greater than the value of the angle P2 regardless of
the position of the connecting rod; -
The minimum value of the two angles, of 0, corresponds to an initial angle, of inclination of the
connecting rod, of 13; -
As the value of the inclination angle of the connecting rod increases, it is found that the values o
two angles also increase, this increase being a linear increase. 4. CONCLUSIONS Starting from this
point, the value of the angle described by the free end of the tie rod increases in direct
proportion to the value of the connecting rod angle; o
The two angles analyzed, α and β, have equal values, of approximately 6.4, for a connecting
rod angle in relation to the horizontal of approximately 6.5; o
A minimum value of the two angles described by the connecting rod in relation to the
horizontal corresponding to the extreme points P1 and P2, respectively 0, corresponds to an
initial angle of inclination of the connecting rod in relation to the horizontal of 13; o
The variation of the angles described by the connecting rod in relation to the horizontal,
corresponding to the extreme points P1 and P2, is directly proportional to the variation of the
angle of the connecting rod in relation to the horizontal. This study can be continued by identifying the value of the entrainment speed of a solid particle positioned on
the oscillating surface, respectively determining the inertial force generated by the working surface on the solid
particle, and then identifying the working regime of the oscillating surface. This study can be continued by identifying the value of the entrainment speed of a solid particle positioned on
the oscillating surface, respectively determining the inertial force generated by the working surface on the solid
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https://openalex.org/W2795569320
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https://darchive.mblwhoilibrary.org/bitstream/1912/10249/1/genes-09-00197.pdf
|
English
| null |
Transgenic Xenopus laevis Line for In Vivo Labeling of Nephrons within the Kidney
|
Genes
| 2,018
|
cc-by
| 7,185
|
genes
G C A T
T A C G
G C A T genes
G C A T
T A C G
G C A T genes Transgenic Xenopus laevis Line for In Vivo Labeling
of Nephrons within the Kidney Mark E. Corkins 1,† ID , Hannah L. Hanania 1,2,† ID , Vanja Krneta-Stankic 1,3, Bridget D. DeLay 1,
Esther J. Pearl 4,‡, Moonsup Lee 3,5,§, Hong Ji 5, Alan J. Davidson 6, Marko E. Horb 4
and Rachel K. Miller 1,5,7,8,* 1
Department of Pediatrics, Pediatric Research Center, UTHealth McGovern Medical School,
Houston, TX 77030, USA; Mark.E.Corkins@uth.tmc.edu (M.E.C.); hlh2@rice.edu (H.L.H.);
Vanja.Stankic@uth.tmc.edu (V.K.-S.); Bridget.D.Delay@uth.tmc.edu (B.D.D.) j
g
y
2
Program in Biochemistry and Cell Biology, Rice University, Houston, TX 77005, USA 3
Program in Genes and Development, MD Anderson Cancer Center UTHealth Graduate School of
Biomedical Sciences, Houston, TX 77030, USA; moonsup.lee@nih.gov 4
National Xenopus Resource and Eugene Bell Center for Regenerative Biology and Tissue Engineering,
Marine Biological Laboratory, Woods Hole, MA 02543, USA; esther.pearl@kcl.ac.uk (E.J.P.);
mhorb@mbl.edu (M.E.H.) partment of Genetics, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
ngji@mdanderson.org 6
Department of Molecular Medicine and Pathology, University of Auckland, Auckland 1010, New Zealand;
a.davidson@auckland.ac.nz 7
Program in Genetics and Epigenetics, MD Anderson Cancer Center UTHealth Graduate School of
Biomedical Sciences, Houston, TX 77030, USA Program in Biochemistry and Cell Biology, MD Anderson Cancer Center UTHealth Graduate School of
Biomedical Sciences, Houston, TX 77030, USA Correspondence: Rachel.K.Miller@uth.tmc.edu; Tel.: +1-713-500-6537 *
Correspondence: Rachel.K.Miller@uth.tmc.edu; Tel.: +1-713-500-6537 These authors contributed equally to this work. †
These authors contributed equally to this work. ‡
Current address: Centre for Craniofacial and Regenerative Biology, Dental Institute, King’s College London,
London WC2R 2LS, UK. Current address: Cancer and Developmental Biology Laboratory, Center for Cancer Research, National §
Current address: Cancer and Developmental Biology Laboratory, Center for Cancer Research, National
Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA. §
Current address: Cancer and Developmental Biology Laboratory, Center for Cancer Research, National
Cancer Institute, National Institutes of Health, Frederick, MD 21702, USA.
ceived: 28 February 2018; Accepted: 4 April 2018; Published: 6 April 2018 1. Introduction Xenopus laevis is an established vertebrate model for studying developmental processes. X. laevis
produce free-living, relatively transparent embryos, enabling direct visualization of development
during chemical and genetic screens. This, combined with the numerous embryos produced in a single
clutch, allows for hundreds of embryos to be manipulated and observed in a single experiment [1–3]. Additionally, the large size of the embryos and established fate maps allow for targeted microinjection
into a selected blastomere to manipulate gene expression in a tissue of interest [4–9]. This method of
targeted injections directs knockdown or overexpression of genes to a selected subset of tissues in F0
generation embryos. Targeted injections allow for a delivery of constructs to organs of interest, while
avoiding tissues that affect early development and prevent assessment of subsequent phenotypes. This technique generates tissue-targeted knockdown or knockout mutant embryos similar to the
Cre–LoxP systems commonly used in mouse and zebrafish studies. Mammalian kidneys go through three developmental stages: the pronephros, mesonephros
and metanephros [10]. Although the mammalian pronephros is non-functional, it is essential for
the subsequent development of the mesonephric and metanephric kidney forms [11]. Each X. laevis
pronephric kidney consists of one functional nephron which runs down the side of the tadpole. Like nephrons in the mammalian metanephros, the X. laevis pronephros consists of a glomus
(functionally similar to the mammalian glomerulus), as well as proximal, intermediate, distal and
connecting tubules, which together filter waste products and resorb nutrients from the blood [10,12–14]. Additionally, many of the markers that label each region of the kidney are conserved between the
Xenopus pronephros and the mammalian metanephros [15,16]. X. laevis is a useful model for studying processes involved in vertebrate kidney development
and disease [17]. The X. laevis pronephros undergoes rapid development and becomes functional
within 2–3 days after fertilization [18,19]. A number of assays to assess kidney function, such as
development of edema and visualization of the passage of fluorescent molecules through the kidney,
have been developed for use in X. laevis [13,20]. Modulating the function or expression of putative
disease-causing genes through the injection of morpholinos, messenger RNA (mRNA) or clustered
regularly interspaced short palindromic repeats (CRISPR)–Cas9 gene editing constructs results in
kidney developmental phenotypes in X. laevis [21,22]. This allows for further study of the role that
these genes play in human kidney pathologies. X. Received: 28 February 2018; Accepted: 4 April 2018; Published: 6 April 2018 Abstract: Xenopus laevis embryos are an established model for studying kidney development. The nephron structure and genetic pathways that regulate nephrogenesis are conserved between
Xenopus and humans, allowing for the study of human disease-causing genes. Xenopus embryos are
also amenable to large-scale screening, but studies of kidney disease-related genes have been impeded
because assessment of kidney development has largely been limited to examining fixed embryos. To overcome this problem, we have generated a transgenic line that labels the kidney. We characterize
this cdh17:eGFP line, showing green fluorescent protein (GFP) expression in the pronephric and
mesonephric kidneys and colocalization with known kidney markers. We also demonstrate the
feasibility of live imaging of embryonic kidney development and the use of cdh17:eGFP as a kidney
marker for secretion assays. Additionally, we develop a new methodology to isolate and identify
kidney cells for primary culture. We also use morpholino knockdown of essential kidney development
genes to establish that GFP expression enables observation of phenotypes, previously only described
in fixed embryos. Taken together, this transgenic line will enable primary kidney cell culture and live
imaging of pronephric and mesonephric kidney development. It will also provide a simple means for
high-throughput screening of putative human kidney disease-causing genes. Keywords: cdh17; pronephros; mesonephros; kidney; nephron; live imaging; primary culture;
Xenopus; transgenic Genes 2018, 9, 197; doi:10.3390/genes9040197 www.mdpi.com/journal/genes 2 of 14 Genes 2018, 9, 197 1. Introduction laevis is also a useful model for use in stem cell and primary cell culture research. In early
embryos, cells are weakly held together and can be easily dissociated in calcium- and magnesium-free
saline. An established example of this is the animal cap [23]. Additionally, the cells of X. laevis embryos
contain yolk, allowing them to survive in simple saline solutions for days. X. laevis cells can also
survive at temperatures from 15 to 25 ◦C under normal atmosphere, allowing for easy growth without
the need for a special incubator. Given that there are no clear live markers for kidney cells, one
limitation of primary tissue culture of kidney cells in X. laevis is the inability in live cells to identify
cells of interest. Although the external development of X. laevis embryos allows for live imaging of many
tissues, [24] live imaging of the kidney is difficult because there are currently no live markers. To facilitate the study of the dynamic cellular movements that occur during nephrogenesis,
we generated a X. laevis transgenic line that labels the kidney cells. Here, we characterized this
cdh17:eGFP line and demonstrate its usefulness in examining kidney development in vivo over a wide
range of developmental stages. We also show that GFP expression within the labeled kidney is
useful for monitoring the effects of targeted microinjection of morpholinos. Additionally, we develop
a method for primary culture of X. laevis kidney cells. This transgenic line allows for live embryonic 3 of 14 Genes 2018, 9, 197 kidney labeling without the need to fix and stain embryos, enabling live observation of X. laevis kidneys
and kidney function during development. kidney labeling without the need to fix and stain embryos, enabling live observation of X. laevis kidneys
and kidney function during development. 2.1. Transgenic Animal Generation and Embryo Culture The cdh17:eGFP [Xla.Tg(Dre.cdh17:eGFP)NXR; RRID:NXR_0.0102] transgenic frog line was
generated by I-SceI mediated integration [25,26]. Approximately a 4.3-kb genomic fragment upstream
of the Danio rerio cdh17 gene was amplified from pTol2(cdh17::eGFP) [27,28] and cloned into the
I-SceIpBSIISK+ vector. GFP-positive transgenic embryos were generated and maintained until sexual
maturity at the National Xenopus Resource (Woods Hole, MA, USA). Transgenic F0 males were crossed
to wild type X. laevis females to generate backcrossed F1 generation animals (Figure 1). Figure 1. Schematic of cdh17:eGFP transgenic line creation. (A) cdh17:eGFP construct flanked by I-SceI
sites was co-injected with I-SceI meganuclease into one-cell embryos. (B) Eight female and 11 male
Xenopus laevis adults were grown from these F0 embryos. (C) Upon mating of an F0 transgenic male to
a wild type female, 14 F1 females were generated. Figure 1. Schematic of cdh17:eGFP transgenic line creation. (A) cdh17:eGFP construct flanked by I-SceI
sites was co-injected with I-SceI meganuclease into one-cell embryos. (B) Eight female and 11 male
Xenopus laevis adults were grown from these F0 embryos. (C) Upon mating of an F0 transgenic male to
a wild type female, 14 F1 females were generated. Wild type X. laevis adult males were purchased from Nasco (LM00713M, Fort Atkinson, WI,
USA). Embryos were obtained from cdh17:eGFP adult females and reared as previously described [29]. All embryos were grown in 1/3× Marc’s Modified Ringer’s (MMR) (33 mM NaCl, 0.66 mM KCl,
0.33 mM MgSO4, 0.66 mM CaCl2, 1.66 mM HEPES pH 7.4) [29]. This protocol was approved by the
UTHealth’s Center for Laboratory Animal Medicine Animal Welfare Committee, which serves as the
Institutional Animal Care and Use Committee (protocol #: AWC-16-0111). 2. Materials and Methods 2.1. Transgenic Animal Generation and Embryo Culture 2.3. Imaging Embryos were scored and imaged using an Olympus SZX16 fluorescent stereomicroscope
(Olympus, Tokyo, Japan) equipped with an Olympus DP71 camera. Confocal kidney images were taken
using a Zeiss LSM800 confocal microscope (Zeiss, Oberkochen, Germany). Fixed embryos were cleared
in a solution of BABB/Murray’s clearing solution (1:2 volume of benzyl alcohol to benzyl benzoate). For live imaging, animals were anesthetized with 10 µg/mL Benzocaine in 1/3× MMR [32,33]. For time-lapse movies, embryos were immobilized using coverslips anchored down using vacuum
grease [34]. An image was taken every 30 min over a period of 15 h. Images were processed with Zen
blue (Zeiss), Adobe Photoshop, and Microsoft PowerPoint. 2.2. Immunostaining Embryos were staged [19], fixed [9], and immunostained using established protocols [30]. Proximal tubule lumens were labeled with antibody 3G8 (1:30, European Xenopus Resource Centre,
Portsmouth, United Kingdom), while cell membranes of the intermediate, distal and connecting
tubules were labeled with antibody 4A6 (1:5, European Xenopus Resource Centre) [31]. Proximal
tubule lumens were also detected using Fluorescein isothiocyanate (FITC)-conjugated lectin from
Erythrina cristagalli (1:1000, FL-1141 Vector labs, Burlingame, CA, USA). Rabbit anti green fluorescent 4 of 14 Genes 2018, 9, 197 protein (anti-GFP) (1:500, iclLab, Portland, OR, USA) antibody was used to detect GFP expression. Goat anti-mouse or anti-rabbit conjugated to Alexa Fluor 488, Alexa Fluor 555, or Alexa Fluor 647
(1:2000, Invitrogen, Carlsbad, CA, USA) secondary antibodies were used to visualize antibody staining. protein (anti-GFP) (1:500, iclLab, Portland, OR, USA) antibody was used to detect GFP expression. Goat anti-mouse or anti-rabbit conjugated to Alexa Fluor 488, Alexa Fluor 555, or Alexa Fluor 647
(1:2000, Invitrogen, Carlsbad, CA, USA) secondary antibodies were used to visualize antibody staining. protein (anti-GFP) (1:500, iclLab, Portland, OR, USA) antibody was used to detect GFP expression. Goat anti-mouse or anti-rabbit conjugated to Alexa Fluor 488, Alexa Fluor 555, or Alexa Fluor 647
(1:2000, Invitrogen, Carlsbad, CA, USA) secondary antibodies were used to visualize antibody staining. 2.6. Microinjection Microinjections were performed as previously described [9]. 10 nL of injection mix (described
below) was injected into the indicated blastomere. 20 ng of Daam1 morpholino 5′-GCCGCAGGTCTG
TCAGTTGCTTCTA-3′ or Standard morpholino 5′-CCTCTTACCTCAGTTACAATTTATA-3′ were
injected along with 25 ng rhodamine-dextran as a tracer, to mark targeted cells, into the V2 blastomere
at the 8-cell stage to target the kidney [6,35]. Error is given as Standard Error of the Mean (SEM) across
at least three trials. Microinjections were performed as previously described [9]. 10 nL of injection mix (des
below) was injected into the indicated blastomere. 20 ng of Daam1 morpholino 5′-GCCGCAGG 2.4. Secretion Assay Two–4 pulses of 5 nL of 1 mg/mL rhodamine-dextran 10,000 MW (10–20 nL total) was injected
into the coelomic cavity above the heart of benzocaine-anesthetized stage 40–43 embryos [13]. Embryos
were either directly visualized with a dissection microscope, or placed on a confocal microscope for
high resolution imaging. 2.5. Kidney Cell Primary Culture Animals expressing GFP within the kidney were identified by fluorescent microscopy. The pronephric primordium was identified by anatomical position and explanted using sharp forceps
from stage 30–32 embryos under white light. All explants were carried out on 2% agar-coated plates. Approximately 10–20 kidney explants were disassociated in Calcium Magnesium Free Media (CMFM)
[1/3× MMR without MgSO4 and CaCl] for 1 h. Once dissociated cells were washed in Danilchik’s for
Amy (DFA) [53 mM NaCl, 5 mM Na2CO3, 4.5 mM potassium gluconate, 32 mM sodium gluconate,
1 mM CaCl2, 1 mM MgSO4, 0.1% (w/v) BSA, buffered to pH 8.3 with 1 M bicine] and allowed to
attach. Dissociation and attachment procedures were carried out in Attofluor™Cell Chamber (Thermo
Fisher A7816, Waltham, MA, USA) with fibronectin-coated coverslips (Roche 10838039001, Basel,
Switzerland). Alternatively, to increase the yields of individualized cells, explants were treated with
Trypsin-EDTA (Ethylenediaminetetraacetic acid) (Sigma T4049, St. Louis, MO, USA) for 5 min instead
of CMFM, followed by inactivation of Trypsin-EDTA with 10% fetal calf serum in DFA. 3.1. Generation of Xenopus laevis cdh17:eGFP Line In zebrafish (Danio rerio), Cadherin-17 (cdh17) is a gene that functions in maintaining pronephric
integrity [36]. Previously, the cdh17 promoter was used to generate a zebrafish transgenic line to
label the pronephric and the mesonephric kidney [27,28]. Given that this promoter was previously
characterized in zebrafish, we confirmed pTol2(cdh17::eGFP) expression in the X. laevis pronephros
in F0 embryos using the Tol2 system [37]. To improve the transgene integration rate into the X. laevis
genome, we cloned the zebrafish cdh17::eGFP fragment into the I-SceIpBSIISK+ vector to generate 5 of 14 Genes 2018, 9, 197 Genes 2018, 9, 197 a X. laevis transgenic line [27]. This vector allows for I-SceI-mediated rather than Tol2-mediated
integration. Eight F0 GFP-positive female animals and 11 F0 males were grown until adulthood. A GFP-positive male was mated to a wild type female to generate 14 F1 generation female animals
(Figure 1). Of the eight F0 females, six animals produced cdh17:eGFP-positive offspring, although
three of the F0 females produced offspring with weak GFP expression. The remaining two F0 animals
produced embryos with undetectable levels of GFP in the kidney. Thirteen of the F1 animals produced
uniformly strong kidney GFP expression, while one F1 female was sterile and did not produce any
eggs. The consistency of GFP expression observed in the embryos of the fertile F1 females was
anticipated given that these females were produced from the same transgenic father and wild type
mother. In contrast, the F0 females produced progeny with a range of GFP intensity, likely due to the
different integration events in each animal. 3.2. cdh17:eGFP Colocalizes with Kidney Markers To assess the spatial expression of GFP in F2 embryos, we grew tadpoles to stage 40, fixed,
and then stained them with markers of the pronephros. The 3G8 antibody labels the lumen of the
proximal tubules, while the 4A6 antibody labels the cell membranes of the intermediate, distal and
collecting tubules (Figures 2–4) [31]. Additionally, we used Lectin as a marker to further verify
proximal tubules (Video S1) [35]. GFP is expressed in the same cells as these markers, indicating that
the kidney cells are expressing GFP. Additionally, a few tissues other than the kidney weakly expressed
GFP, including the myotome and a population of cells dispersed within the cloaca (Figure 2). However,
in tadpole stages, this expression is weak in comparison with the kidney expression. As predicted,
GFP expression appears to be cytoplasmic and nuclear, since a signal peptide was not included in the
construct (Figure 3). We find that the cdh17:eGFP transgene is not deleterious to the embryos. The 3G8/4A6 staining in
the transgenic embryos looks similar to their non-transgenic siblings as well as wild type embryos
grown in parallel, suggesting that the transgene does not alter kidney morphology. Additionally,
the transgenic animals do not develop edema, indicating that they have functional kidneys. We also
see that 52% ± 7% (n = 488 embryos) of the embryos had GFP expression in their kidneys. This is
about the predicted rate, given that the transgenic mothers were heterozygous for the transgene,
and the testes used to fertilize the eggs were from wild type X. laevis males. We also find that the
transgenic embryos grow at the same rate as their wild type siblings. Together, our data suggest that
the cdh17:eGFP transgene is not being selected against and is likely not affecting embryo survival or
kidney morphology. 6 of 14 Genes 2018, 9, 197 Figure 2. cdh17:eGFP expression co-localizes with the kidney markers 3G8 and 4A6. Stage 42
cdh17:eGFP transgenic X. laevis embryos were co-immunostained with antibodies for green fluorescent
protein (GFP) and the kidney markers 3G8 and 4A6. (A) GFP immunostained cdh17:eGFP embryo. (B) 3G8/4A6 immunostained embryo. (C) Merged differential interference contrast (DIC) and
fluorescent image of cdh17:eGFP embryo. Embryo is surrounded in a bubble of 1:2 volume benzyl
alcohol to benzyl benzoate (BABB). Figure 2. cdh17:eGFP expression co-localizes with the kidney markers 3G8 and 4A6. Stage 42
cdh17:eGFP transgenic X. 3.2. cdh17:eGFP Colocalizes with Kidney Markers laevis embryos were co-immunostained with antibodies for green fluorescent
protein (GFP) and the kidney markers 3G8 and 4A6. (A) GFP immunostained cdh17:eGFP embryo. (B) 3G8/4A6 immunostained embryo. (C) Merged differential interference contrast (DIC) and
fluorescent image of cdh17:eGFP embryo. Embryo is surrounded in a bubble of 1:2 volume benzyl
alcohol to benzyl benzoate (BABB). Figure 3. Subcellular GFP expression in the cdh17:eGFP line is largely cytoplasmic and nuclear. Fixed
stage 42 cdh17:eGFP embryos were stained with (A,E) anti-GFP, (B,F) 3G8/4A6, and (C,G) DAPI
(4′,6-diamidino-2-phenylindole). (E–H) Magnified image of proximal tubules. Figure 3. Subcellular GFP expression in the cdh17:eGFP line is largely cytoplasmic and nuclear. Fixed
stage 42 cdh17:eGFP embryos were stained with (A,E) anti-GFP, (B,F) 3G8/4A6, and (C,G) DAPI
(4′,6-diamidino-2-phenylindole). (E–H) Magnified image of proximal tubules. 7 of 14 Genes 2018, 9, 197 Figure 4. cdh17:eGFP labels the kidney throughout pronephric development. Stage 32 through
stage 44, cdh17:eGFP transgenic X. laevis embryos were immunostained with antibodies for GFP and the
kidney markers 3G8 and 4A6. GFP expression is present throughout pronephric kidney development. (Left) GFP expression, (right) GFP (Green) and 3G8/4A6 (red) kidney marker expression. Figure 4. cdh17:eGFP labels the kidney throughout pronephric development. Stage 32 through
stage 44, cdh17:eGFP transgenic X. laevis embryos were immunostained with antibodies for GFP and the
kidney markers 3G8 and 4A6. GFP expression is present throughout pronephric kidney development. (Left) GFP expression, (right) GFP (Green) and 3G8/4A6 (red) kidney marker expression. 3.4. Assessment of Kidney Function in cdh17:eGFP Embryos Various dyes, such as 10,000 MW dextrans, are secreted into the urine by the embryonic Xenopus
kidney, allowing for a simple visual readout of kidney function. This is performed by injecting labeled
substances into the coelomic cavity. Uptake of the dye into the kidney can be directly visualized,
followed by excretion of the dye in the urine. It takes approximately five minutes for the dyes to be
secreted and visualized in real time in live embryos, allowing for easy phenotypic determination of
kidney functionality (Video S3). However, coelomic dye injection can result in a strong signal from
the coelomic cavity, making the tubules of the kidney difficult to visualize. The contrast between the
GFP-labeled kidney tubules and the red rhodamine-dextran dye in the cdh17:eGFP line, facilitates the
visualization of the tubules and the localization of the dextran passing through them (Figure 6). Figure 6. cdh17:eGFP transgenic line labels the kidney for tracking of rhodamine secretion. Rhodamine-dextran was injected into the coelomic cavity of stage 42 X. laevis embryos and tracked
using GFP as a marker for the kidney. Figure 6. cdh17:eGFP transgenic line labels the kidney for tracking of rhodamine secretion. Rhodamine-dextran was injected into the coelomic cavity of stage 42 X. laevis embryos and tracked
using GFP as a marker for the kidney. 3.3. In Vivo Characterization of cdh17:eGFP Transgenic Line As there is still much to be learned about how the kidney tubules normally develop, we wished
to observe nephrogenesis in real time. To test the feasibility of live imaging of the cdh17:eGFP line,
we anesthetized embryos with benzocaine, immobilized them using coverslips, and then directly
imaged them (Figure 5). cdh17:eGFP is expressed in the developing pronephros between tadpole
stages 30 through 44. We also imaged embryos starting at stage 35 over a period of 15 h (Video S2). We were able to revive animals by washing them following benzocaine treatment and imaging,
indicating that embryos were not severely harmed in the process. 8 of 14 Genes 2018, 9, 197 Figure 5. Live imaging of kidney development using cdh17:eGFP reporter line. Kidney development
within a transgenic embryo was visualized by GFP expression from stages 30 to 44. Figure 5. Live imaging of kidney development using cdh17:eGFP reporter line. Kidney development
within a transgenic embryo was visualized by GFP expression from stages 30 to 44. 3.4. Assessment of Kidney Function in cdh17:eGFP Embryos 3.5. Primary Culture of Xenopus laevis Kidney Cells X. laevis embryos are amenable to dissection and primary cell culture. However, primary
culture of X. laevis kidney cells has not been previously performed. Given that the cdh17:eGFP
expression in the kidney allows for easy tracking of the dissociated cells, we developed a protocol
for culturing kidney cells on coverslips. Similar to animal caps, the cells of the kidney disassociate
in calcium- and magnesium-free media. After disassociation, cells were plated on fibronectin coated
coverslips. The cells attached to the coverslips in a few hours, and were viable for at least 24 h. Kidney
cells were easily detectable by their GFP expression (Figure 7). This 24 h point was chosen as it would
be long enough to assess if our treatment of the cells was acutely toxic, or if the GFP expression reduced 9 of 14 Genes 2018, 9, 197 following explant of the cells without having to use media containing growth factors. GFP expression
did not appear to reduce in strength over the 24 h culture period. The vast majority of explanted cells
appeared healthy by GFP expression. As single cell suspensions were difficult to obtain with this
method, we also utilized Trypsin-EDTA to completely disassociate the cells. We found that the cells
were still viable after treatment, though many cells were lost during the washing steps. Figure 7. X. laevis cdh17:eGFP transgenic line is useful for primary culture of kidney tubules. (A) Diagram showing region of embryo that was explanted. (B) Schematic of methodology used
to culture cells. Media used for each step is as indicated DFA (Danilchik’s for Amy) and CMFM
(Calcium Magnesium Free Media). (C) Image of GFP-positive cells cultured for 24 h in DFA. Cells are
outlined using dashed lines. Figure 7. X. laevis cdh17:eGFP transgenic line is useful for primary culture of kidney tubules. (A) Diagram showing region of embryo that was explanted. (B) Schematic of methodology used
to culture cells. Media used for each step is as indicated DFA (Danilchik’s for Amy) and CMFM
(Calcium Magnesium Free Media). (C) Image of GFP-positive cells cultured for 24 h in DFA. Cells are
outlined using dashed lines. 3.7. Utility of cdh17:eGFP for Identifying Genes Involved in Kidney Diseases and Development We next tested the utility of the cdh17:eGFP line to determine genes that result in kidney
malformations. In X. laevis, antisense morpholinos are commonly used to alter gene activity [38]. As many genes that play a role in kidney development also play a role in the development of other
tissues, we microinjected the V2 blastomere to target the kidney progenitors while avoiding most other
tissues [9]. To test the potential of utilizing the cdh17:eGFP transgenic line to identify genes involved in
kidney development, we chose to assess the expression of the cdh17:eGFP reporter upon disruption
of Daam1. Daam1 is a component of the planar cell polarity pathway, and loss of Daam1 is known to disrupt
tubule morphology [35]. We injected Daam1 or a standard control morpholino into the V2 cell of 8-cell
stage cdh17:eGFP transgenic embryos to target the kidney (Figure 9). The embryos were then fixed
and immunostained with αGFP and 3G8/4A6 antibodies, allowing us to compare the effectiveness
of monitoring GFP expression versus validated kidney markers to assess kidney development [29]. By monitoring the phenotype using GFP expression as a marker for kidney tubules, we were able to
clearly visualize the effects of the morpholino injections on kidney development on the injected side of
the embryos as compared with the uninjected side. Of the 62 transgenic embryos injected with Daam1
morpholino, 62% showed disrupted kidney tubule development, while only 1.4% of the 94 embryos
injected with standard morpholino showed disrupted kidney development. In order to verify that
our Daam1 morpholino was affecting kidney function as well as morphology, we assayed embryos
for the development of edema after knocking down Daam1 in both kidneys: we found that they do
develop edema. The major advantage of the cdh17:eGFP animals is that kidney development can be directly
visualized in living embryos. This reduces the time, effort, and cost needed to screen for disease-causing
genes. In order to directly compare the efficacy of using living embryos, we injected Daam1 or standard
morpholino and then assayed for abnormal GFP expression (Figure 9). Although the signal intensity
is weaker as compared to the immunostained embryos, we find that immunostained kidneys show
a similar number of abnormal kidneys when compared to living embryos. 3.6. Expression of Green Fluorescent Protein in Adult Animals In zebrafish, the cdh17::eGFP reporter line labels the pronephric as well as the mesonephric
kidneys [28]. To test weather this holds true in X. laevis, we euthanized two F0 and one F1 generation
adult female animals. All of these frogs tested positive for GFP expression within the kidney as
tadpoles, though the two F0 generation animals did not produce GFP-positive offspring, and the F1
generation animal was sterile. We imaged the mesonephric kidneys and found that the cdh17:eGFP
reporter is expressed in tubules within the mesonephric kidney (Figure 8). To ensure that the signal we
observed was not due to background signal, an adult wild type animal kidney was imaged and no
detectable green fluorescent signal was observed. 10 of 14 Genes 2018, 9, 197 Figure 8. X. laevis adult mesonephric tubules express cdh17:eGFP. Adult kidneys were dissected,
then imaged from an F1 generation cdh17:eGFP animal. (A) Brightfield image of X. laevis cdh17:eGFP
kidney. (B,C) GFP fluorescence imaging of cdh17:eGFP kidney. Dashed boxes indicate regions taken for
fluorescence imaging. Figure 8. X. laevis adult mesonephric tubules express cdh17:eGFP. Adult kidneys were dissected,
then imaged from an F1 generation cdh17:eGFP animal. (A) Brightfield image of X. laevis cdh17:eGFP
kidney. (B,C) GFP fluorescence imaging of cdh17:eGFP kidney. Dashed boxes indicate regions taken for
fluorescence imaging. 3.7. Utility of cdh17:eGFP for Identifying Genes Involved in Kidney Diseases and Development 3.7. Utility of cdh17:eGFP for Identifying Genes Involved in Kidney Diseases and Development The added benefit of not
needing to stain the embryos prior to imaging saves approximately three days of processing time,
allowing for faster screening of embryos for phenotypes, and making this transgenic line suitable for
high throughput screening of human kidney development genes. 11 of 14 Genes 2018, 9, 197 Figure 9. Disruption of kidney development using Daam1 morpholino (MO) can be tracked by
cdh17:eGFP. cdh17:eGFP transgenic embryos were injected with Standard or Daam1 morpholino, then
stage 42 embryos were assayed for kidney abnormalities. (A) Representative images of kidneys under
indicated conditions. (B) Percentage of abnormal kidneys under indicated conditions. (C) Daam1
morpholino was injected into both V2 blastomeres, resulting in the development of edema, which
indicates kidney functional defects. Arrow indicates site of edema. Figure 9. Disruption of kidney development using Daam1 morpholino (MO) can be tracked by
cdh17:eGFP. cdh17:eGFP transgenic embryos were injected with Standard or Daam1 morpholino, then
stage 42 embryos were assayed for kidney abnormalities. (A) Representative images of kidneys under
indicated conditions. (B) Percentage of abnormal kidneys under indicated conditions. (C) Daam1
morpholino was injected into both V2 blastomeres, resulting in the development of edema, which
indicates kidney functional defects. Arrow indicates site of edema. 4. Discussion X. laevis is an attractive model for identifying genes responsible for human diseases [39]. Approximately 79% of genes implicated in human diseases have X. laevis orthologues, including
genes that are involved in human kidney disorders [40]. Many of these disease-causing genes
display phenotypes in the X. laevis pronephric kidney [21], although the mechanisms by which
these disease-causing genes affect kidneys remain unknown. The cdh17:eGFP line allows us to follow
the developmental processes underlying kidney formation as they are occurring, in order to further
understand how kidney defects arise during embryonic development. The rapid development and
large numbers of embryos allows for in vivo and real-time phenotypic assessment of large numbers of
genes in a considerably shorter time than would be possible using mammalian systems. There is still much to be learned about normal kidney development. This line will allow us
to follow morphogenetic movements within the pronephric and mesonephric kidney throughout
development. The cdh17 promoter drives GFP expression beginning around embryonic stage 30 (early
tadpole stage). This is before the 3G8 and 4A6 antibodies label the pronephros and during a time when
the proximal tubules undergo large developmental changes. Additionally, the cdh17:eGFP reporter
line labels the pronephric as well as the mesonephric kidneys of X. laevis. Little is known about
the pronephric to mesonephric transition, and with this line, we have the potential to monitor these
developmental changes as they occur. Examining cells in culture provides some advantages when performing certain experiments. The primary advantage is that it is easier to visualize the staining of subcellular components in cells in
culture. In the whole embryo, visualization of through other tissues may decrease image quality by
blocking and refracting light. Additionally, getting antibodies to penetrate deeply into the embryo
requires chemicals such as methanol or Proteinase K, which may be incompatible with some antibodies
or stains. Additionally, primary cell culture has the advantage that cells can be isolated from external
sources of growth factors. This allows for easier studying of factors that function in specializing cells
into tissues of interest. Genes 2018, 9, 197 12 of 14 Previously, an immortal kidney cell line (A6) was generated from spontaneous kidney tumor in
X. laevis [41]. Although stable transgenic cell lines have been generated using A6 cells, this process is
frequently difficult, because A6 cells grow slowly and transfection rates are low [42–44]. 4. Discussion Additionally,
these cells are a cancerous line that requires growth factors to survive [43]. Here we describe a novel
method of isolating, culturing and identifying primary cell lines using X. laevis. Primary culture of
these kidney cells has advantages over traditional cell culture. Primarily, these non-cancerous cells
allow for better modeling of normal kidney functions. As these cells contain their own yolk, they can
be grown in a saline solution without animal serum. This eliminates many factors that may induce
these cells to take on abnormal characteristics. Additionally, as injections are routine, transfection of
these cells are not necessary. Instead, embryos can be injected with morpholinos, RNAs or CRISPR
constructs, and then the affected kidney cells can be cultured and assayed. GFP expression allows
for confirmation that the cells are kidney cells, and also allows for Fluorescence activated cell sorting
(FACS) analysis of GFP-positive cells, a technique that would not have been feasible before this line
was developed. We show that GFP is expressed under faithful control of the cdh17 promoter in the kidneys during
organogenesis, and that this expression co-localizes with known kidney markers. We have used
morpholino knockdown of Daam1 to confirm that the GFP expression in the kidney recapitulates
phenotypes described previously in fixed embryos. We also demonstrate that live imaging of kidney
development is feasible with this line, and that GFP expression functions as a reliable marker of kidney
cells in secretion assays. Additionally, we have also developed a novel method for culturing primary
cell lines from X. laevis kidneys. Taken together, this transgenic X. laevis line will be a useful tool,
enabling high throughput screening of putative human kidney disease-causing genes. Supplementary Materials: The following are available online at http://www.mdpi.com/2073-4425/9/4/197/s1,
Video S1: 3D structure of stage 40 cdh17:eGFP X. laevis. Transgene expression labeled using anti-GFP antibody
(green), and Erythrina cristagalli lectin labeling the proximal tubules (red), Video S2: Live imaging of kidney
development starting at stage 38 over a period of 15 h, Video S3: Movie of secretion assay in stage 42 X. laevis embryo. Acknowledgments: We are grateful to P.D. McCrea for facilitating the initiation of this project. We appreciate
the helpful suggestions and advice throughout this project from the members of the laboratories of R.K.M. and
P.D. McCrea, as well as M. Kloc. We thank the animal care technicians and veterinarians, including J.C. Whitney
and T.H. 4. Discussion Gomez who took care of the animals even during hurricane Harvey. These studies were supported
by a postdoctoral fellowship from the National Kidney Foundation (FLB1628 to R.K.M), a National Institutes
of Health (NIH) KO1 grant (K01DK092320 to R.K.M.), and startup funding from UTHealth McGovern Medical
School’s Department of Pediatrics (to R.K.M.). Author Contributions: M.E.C. designed the experiments upon creation of the transgenic line, performed injections,
immunostained embryos, conducted secretion assays and wrote the manuscript; H.L.H. performed injections,
immunostained and scored all embryos and wrote the manuscript; V.K.S. isolated cells for primary culture;
B.D.D. performed injections; E.J.P. cloned the cdh17 promoter from Tol2 vector to I-SceIpBSIISK+ and generated
transgenic animals; M.L. performed preliminary injections with the Tol2 vector and tested for cdh17 promoter
expression prior to generation of lines; H.J. cloned alternative cdh17:eGFP variants related to Tol2; A.J.D. provided
zebrafish Tol2 construct; M.E.H. oversaw creation of cdh17:eGFP animals; R.K.M. conceived of the project, helped
to design the strategy to generate cdh17:eGFP animals, and oversaw the experiments and article preparation. All authors edited and approved the final manuscript. Conflicts of Interest: The authors declare no conflict of interest. The funding sponsors had no role in the design
of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, and in the
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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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Development of High-Sensitivity Piezoresistive Pressure Sensors for -0.5…+0.5 kPa
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II. MODELING II. MODELING Abstract. The investigation of the pressure sensor chip’s design
developed for operation in ultralow differential pressure ranges
has been conducted. The optimum geometry of a membrane has
been defined using available technological resources. The pres-
sure sensor chip with an area of 6.15х6.15 mm has an average
sensitivity S of 34.5 mV/кPa/V at nonlinearity 2KNL = 0.81 %FS
and thermal hysteresis up to 0.6 %FS was created. Owing to the
chip connection with stop elements, the burst pressure reaches
450 кPa. A mathematical model of a pressure sensor chip operating
in a range of 0.5 to 0.5 кPa is based on analytical and comput-
er-aided calculation for trade-off relationship between sensi-
tivity (required: S > 30.0 mV/kPa/V) and a nonlinearity error
(required: 2KNL < 1.5 %FS). The mechanical part of the sens-
ing element includes a membrane with three separate and two
bonded with the chip frame concentrators of mechanical
stresses (MS), or rigid islands (RIs), where the thickness of
RIs is equal to the initial thickness of a wafer. The selected
structure of a membrane with RIs allows concentrating high
MS at small values of deflection, which reduces a nonlinearity
error [4, 14]. The geometrical shape of the membrane depends
on the method of anisotropic wet etching that requires the ex-
pansion of the chip area due to silicon etching at an angle of
54.7°. For these types of ultrahigh sensitivity pressure sensor
chips reactive ion etching (RIE) is frequently used, which sig-
nificantly saves the area of a chip [15-20]. Figure 1 shows the
geometrical parameters of the selected structure of a chip: L –
length of a chip side, W – thickness of the membrane thinned
part, H – chip thickness, A – area of the membrane thinned
part, D – width of a gap between RIs, Z – length of a RI edge,
Y – width of the chip frame, G – width of the membrane etch
taper projection, Q1 – distance between meddle piezoresistors
(PRs), Q2 – distance between end PRs. PRs of p-type, covering
an area of 20х400 µm, are made on a silicon substrate of n-
type (NC = 9∙1014 cm-3) with a crystallographic plane (100)
along the crystallographic direction [110] and have the follow-
ing parameters: surface concentration NSp- = 5.5∙1018 cm-3,
surface resistance RSp- = 200 Ohm/cm-2, depth of a p-n junc-
tion xjp- = 2.5 µm. This work was supported by the Dukhov All-Russia Research Institute of
Automatics (VNIIA). (Corresponding author: Mikhail Basov.)
M. Basov and D. Prigodskiy are with VNIIA, Moscow 127055, Russian
Federation (e-mail: engineerbasovm@gmail.com). M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA II. MODELING The main piezoresistive coefficient is π44 =
1.26∙10-9∙Pa-1 at room temperature [21, 22]. The calculation of
a change in PR rating and, consequently, output sensitivity and
nonlinearity is performed using the theory of piezoresistive
effect from the following formulas: Index Terms—piezoresistive pressure sensor, high sensitivity,
temperature error, high mechanical strength, technology upgrad-
ing. Investigation of High Sensitivity Piezoresistive
Pressure Sensors for -0.5…+0.5 kPa Mikhail Basov, R&D Engineer
Denis Prigodskiy, R&D Engineer 11. Wafer dicing. Technological processes of formation chip’s top side guar-
anteed a spread in surface resistance RS and, consequently,
resistor rating (Rbridge = 4.5 кOhm) within 7% error and the
presence of leakage current Ileak on p-n junctions of no more
than 0.5 µА at room temperature at a reverse bias Usample = 70
V. At anisotropic wet etching without self-hardening a spread
in the membrane thickness was ∆W = ± 3 µm over 5 plates
100 mm in diameter. Besides large deviations of the mem-
brane thickness from the required rated value W = 8 µm, we
also observe asymmetry in the layout of RI edges due to a
possible error of alignment at photolithography relative to a
primary flat of the wafer and the use of silicon wafers with
significantly misorientation crystallographic plane and prima-
ry flat (Figure 6a) [27, 28]. This deficiency substantially in-
creases a nonlinearity error as the resistor body (p--type)
asymmetrically protrudes beyond the length of a RI edge. The
further analysis of the obtained assemblies of pressure sensor
chips, presented in the section below, showed that there was a
difference in the rated values of sensitivity and nonlinearity,
when applying pressure from the chip topside and backside,
that was quite noticeable at W < 7 µm. Residual MS (com-
pressive stresses) in chip structures are caused by the presence
on the thinned part of the membrane of a step structure of SiO2
(WSiO2 = 0.2…0.6 µm) resulted from diffusion and oxidation
processes for different types of doped regions. The elimination
of the deficiencies detected for these types of ultrahigh sensi-
tivity chips [29-38] will allow in the future both to increase the
percent yield and improve output characteristics within the
stated requirements. For the purpose of testing, ultrahigh sen-
sitivity chips of pressure sensors were first combined in a sili-
con assembly, comprising top and bottom stops and a base
with low-temperature bonding glass between them (Figure 4). Connection with the selected geometry makes it possible not
only to increase burst pressure of the sensor but also to reduce
thermo-mechanical effect of the package [39-41]. The silicon
assembly is connected to the package using silicon glue, the
chip is wire to the package pins with the help of an aluminum
wire (Figure 6b). I. INTRODUCTION n
s
О ne of the most important directions of MEMS pressure
sensors development is realization of silicon sensing el-
ements able to work in ultralow pressure ranges of 0.1 to 1.0
kPa. Such pressure sensors may find application in many
large-scale production fields (medicine, automotive industry,
HVAC) and highly specialized scientific developments (seis-
mology, biophysics, robotics) [1]. The opposite side of the
task of achieving high piezosensitivity has been and remains
an intent to reduce dimensions of a chip and, as a conse-
quence, the package size of MEMS pressure sensors [2,3]. We
can minimize the area of a chip by reducing sensitivity, while
maintaining the principle of its mechanical design [4]. There
are alternative methods for enhancing piezosensitivity or re-
ducing chip dimensions that are associated with the applica-
tion of a novel electric circuit PDA [5-8] using BJT. The de-
velopment of such pressure sensors is still at the beginning of
the road, but they have already demonstrated an obvious ad-
vantage over those with a classical Wheatstone bridge. О Simulated and experimental data on the proposed type of an
ultrahigh sensitivity chip of a pressure sensor with a piezore-
sistive bridge circuit will be presented in the course of the
work. In comparison with known analogs, the used chip struc-
ture has both strengths and weaknesses [9-13], but the critical-
ity of its parametric values of output characteristics is heavily
dependent on the application area of the sensing element. g
𝑅𝑖(∆𝑃) = (1 + 1
2 ∙𝜋44 ∙𝜎(∆𝑃)) ∙𝑅𝑖0, (1) (1) ∆𝑉𝑜𝑢𝑡(∆𝑃) = (𝑅1(∆𝑃)) ∙(𝑅3(∆𝑃)) −(𝑅2(∆𝑃)) ∙(𝑅4(∆𝑃))
(𝑅1(∆𝑃) + 𝑅2(∆𝑃)) ∙(𝑅3(∆𝑃) + 𝑅4(∆𝑃)) 𝑉𝑖𝑛, (2)
𝑆= ∆𝑉𝑜𝑢𝑡(∆𝑃)
𝑉𝑖𝑛· ∆𝑃, (3)
2𝐾𝑁𝐿𝑗(∆𝑃) =
∆𝑉𝑜𝑢𝑡(∆𝑃) −∆𝑉𝑜𝑢𝑡(0,5 𝑘𝑃𝑎) −𝑉0
0,5 𝑘𝑃𝑎
· ∆𝑃
∆𝑉𝑜𝑢𝑡(0,5 𝑘𝑃𝑎)
∙100%. (4) (3) where ∆P –applied pressure rating, Ri (∆P) and Ri0 – PR rating
(i = 1, 2, 3, 4) when ∆P is applied/ not applied, respectively;
π44 – main piezoresistive coefficient for PR; σ(∆P) – MS rat- 2 IEEE SENSORS JOURNAL 8. Photolithography of contact windows; 8. Photolithography of contact windows; 8. Photolithography of contact windows; ing at ∆P; ∆Vout(∆P) – output signal of a bridge circuit at ∆P;
Vin – bridge circuit supply voltage (5 V); S – sensitivity; 2KNL
–output signal nonlinearity error; V0 – output signal at ∆P =
0.0 кPa; ∆Vout(0.5 kPa) – output signal at ∆P = 0.5 кPa. 11. Wafer dicing. The analysis of possible deformation/deflection of the
membrane resulted in determination of the required distances
for free movement of the sensing element mechanical struc-
ture up to the stops (elements of a silicon assembly), needed to
raise, in the operating pressure range, the threshold of burst
pressure from both sides of the chip (required: Pburst > 300
кPa) [23, 24]. The deflection of the membrane at the rated
voltage is ∆h0,5 = 2.7 µm. The bottom stop is made as an in-
termediate element between the chip and the base; it is bonded
across the area of the chip frame and has via holes to apply
pressure from the base. The top stop has a shape of a regular
parallelepiped and is bonded from both sides of the chip,
where there are no metallic pads; it also has unbonded regions
to apply pressure from the topside of the chip (Figure 4). The
gap htouch model = 5...23 µm between the chip membrane and the
bottom and top stops is ensured by the thickness of a low-
temperature bonding glass. The gap may vary to let the mem-
brane move freely in the range of the rated pressure and have a
margin up to the point close to destruction [25, 26]. That
means that touching should occur at Ptouch model = 1.0…4.5 кPa. If the applied pressure exceeds the rated values, the chip
membrane (before the moment it breaks) touches the stop and
the area with a surface-to-surface contact is reallocated, which
stops MS growth. III. TECHNOLOGY The main process steps of fabrication of pressure sensor ul-
trahigh sensitivity chips (Figure 5 and Table II) include: 1. Wafer thermal oxidation; 1. Wafer thermal oxidation; 1. Wafer thermal oxidation; 2. Sequence of micro cycles consisting of photolithography
and follow-up doping of impurity of; a. Boron for high-alloy conducting areas of resistors (p+-
type); I. INTRODUCTION Table
I provides geometrical parameters of the structure defined in
the process of their variation. Figure 2 shows maps of mechan-
ical stresses and the membrane deflection at ∆P = 0.5 кPa. Figure 3 shows the dependence of sensitivity and nonlinearity
on the applied pressure for three thicknesses of the membrane
(membrane geometry parameter with the highest depend-
ence). Theoretical values of the output characteristics for the
optimum thickness of the membrane (W = 8 µm) are Smodel =
34.0 mV/кPa/V and 2KNLmodel= 0.68 %FS. 9. Sputtering of Al-Si (1.5 %) WAl-Si = 0,8 µm; 10. Photolithography on metal surface; IV. OUTPUT CHARACTERISTICS Prior to testing, all samples of pressure sensors are subject-
ed to thermo- and barocycling in order to remove residual MS
from chip bonding. The studies were carried out at the circuit
supply voltage Vin of 5.0 V for differential pressure in a range
of -0.5 to + 0.5 кPa, with the element topside upwards. The
primary parameters for ultrahigh sensitivity chips are sensitivi-
ty and nonlinearity that are to be measured at voltage supply
from either side because of a certain asymmetry of the charac-
teristics. The samples were divided in 3 groups with regard to
the membrane thickness W: No.1 – 5…8 µm, No.2 – 8…9
µm, No.3 – 9…11 µm. Besides differences in the membrane
thickness, there are spreads in the width of a gap between RIs b. Boron for low-alloy areas of resistors (p--type); c. Phosphorus for a substrate contact (n+-type). 3. Si3N4 (PECVD) deposition as protection at membrane wet
etching; 4. Membrane photolithography on the backside of a wafer
(RIE); 5. Anisotropic wet etching of a membrane in 30% solution of
potassium hydroxide at a temperature of 85 °C; 6. Anisotropic wet etching in HF:HNO3:CH3COOH solution
(2:9:4); 7. Si3N4 removal; 7. Si3N4 removal; 3 M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA topside or the backside. Average values of sensitivity and
nonlinearity are S = 34.5 mV/кPa/V and 2KNL = 0.81 %FS; ∆D = ±3 µm and the length of a RI edge ∆Z = ±60 µm in each
group of the samples. topside or the backside. Average values of sensitivity and
nonlinearity are S = 34.5 mV/кPa/V and 2KNL = 0.81 %FS; g
p
p
The study of group No.3 is not relevant because of a low
sensitivity S < 30 mV/кPa/V. Group No.1 with the required
values of sensitivity showed that the application of these sam-
ples also lost its relevance due to a high nonlinearity error
2KNL > 1.5 %FS. Group No.1 was divided into two subgroups
based on the sensitivity rated values (No.1.1 – S ≈ 40…60
mV/кPa/V and No.1.2 – S ≈ 60…90 mV/кPa/V) in order to
determine in further studies how greatly, relative to group
No.2, an increase of sensitivity affects: 1) nonlinearity for this
range, 2) zero signal ∆V0(σr) due to residual MS from a SiO2
layer. IV. OUTPUT CHARACTERISTICS Figure 7 shows the output signal dependence on the
applied pressure ∆Vout(∆P) for 10 average statistical samples
in three types of groups. Table III contains the main output
parameters; ∆V0(σr) is calculated as follows: • Obtained errors TCZ < 0.1 %FS and TCS < 0.3 %FS,
compensated by an external signal processing circuit
(ASIC), are sufficiently acceptable; • THZ and THS increase at positive temperatures as com-
pared with negative temperatures. General values of tem-
perature hysteresis are relatively low for this ultralow pres-
sure range and do not exceed 0.6 %FS [46-48]; • Short-term time stability and signal variation due to the
effect of mechanical overload are up to 0.3 %FS; • A zero signal at turning the sensing element changes rather
considerably, therefore the sensor can be used as accel-
erometer. On the other hand, this effect has a negative im-
pact on its direct application as the crystal location and in-
fluence of the environmental vibration should be taken into
consideration. ∆𝑉0(𝜎𝑟) = (∆𝑉𝑜𝑢𝑡(−0,1 𝑘𝑃𝑎) −∆𝑉𝑜𝑢𝑡(+0,1 𝑘𝑃𝑎)
2
) −𝑉0, (5) The selected structure of an assembly was analyzed with
regard to free travel of the membrane of a chip of group No.2
up to the stops. As seen from Figure 8, the membrane travel
remains free until the moment of touching Ptouch samples =
2…5 кPa, when pressure is applied from either side of the
chip. These chip samples of group No.2 were tested for struc-
ture destruction in the absence of stops in the assembly. The
membrane is irretrievably deformed at P burst without stops ≈ 9 кPa
independently of the direction in which pressure is applied. When stops are used, the area of surface-to-surface contact
between the membrane and stops is gradually reallocated at
additional overload pressure and sensor is destroyed at a pres-
sure above Pburst = 450 кPa. where ∆Vout(-0.1 kPa) – output signal at ∆P = 0.1 кPa applied
from the topside, ∆Vout(+0.1 kPa) – output signal at ∆P = 0.1
кPa applied from the backside. Based on the analysis of
∆V0(σr), it may be concluded that residual MSs from SiO2
bend the thinned part of the membrane towards the topside of
the chip, or upwards (Figure 4), which is more evident on sub-
group No.1.2. IV. OUTPUT CHARACTERISTICS In order to exclude the effect of MSs, arising
from bonding the chip with the top stop by low-temperature
glass, similar samples of subgroup No.1.2 were combined in
an assembly without a top stop and demonstrated the identical
bias effect of an output signal ∆V0(σr). The observed effect
that also manifests itself at a higher level of sensitivity, when
pressure is applied from the topside, is kind of a “flap” of a
thin stressed wafer. For elimination of the deficiency the pro-
cess should be further modified to achieve the final trade-off
relationship between MSs of different signs from SiO2 and
Si3N4 films [42-45]. Additional application of wet stop-etching
and an increase in the length of a RI edge would make it pos-
sible not only to considerably reduce a spread in sensitivity,
but to minimize the existing nonlinearity errors as well. where ∆Vout(-0.1 kPa) – output signal at ∆P = 0.1 кPa applied
from the topside, ∆Vout(+0.1 kPa) – output signal at ∆P = 0.1
кPa applied from the backside. Based on the analysis of
∆V0(σr), it may be concluded that residual MSs from SiO2
bend the thinned part of the membrane towards the topside of
the chip, or upwards (Figure 4), which is more evident on sub-
group No.1.2. In order to exclude the effect of MSs, arising
from bonding the chip with the top stop by low-temperature
glass, similar samples of subgroup No.1.2 were combined in
an assembly without a top stop and demonstrated the identical
bias effect of an output signal ∆V0(σr). The observed effect
that also manifests itself at a higher level of sensitivity, when
pressure is applied from the topside, is kind of a “flap” of a
thin stressed wafer. For elimination of the deficiency the pro-
cess should be further modified to achieve the final trade-off
relationship between MSs of different signs from SiO2 and
Si3N4 films [42-45]. Additional application of wet stop-etching
and an increase in the length of a RI edge would make it pos-
sible not only to considerably reduce a spread in sensitivity,
but to minimize the existing nonlinearity errors as well. V. CONCLUSION Based on the developed mathematical model, the optimum
geometry of a membrane structure has been defined and an
ultrahigh sensitivity chip of a pressure sensor, operating in a
ultralow differential pressure range of -0.5 to +0.5 кPa with S
= 34.5 ± 4.1 mV/кPa/V and 2KNL = 0.81 ± 0.50 %FS, has been
realized. The difference in output characteristics measured
when pressure is applied from the topside and the backside is
relatively small (the difference in sensitivity is 2%) for the
selected design of a chip. The samples show a certain spread
in the rated values of sensitivity and sensor errors that can be
minimized during further technological upgrading. The errors
of temperature characteristics, time stability and overload abil-
ity of chips are also sufficiently small for the ultralow pressure
range (Table 4). The RI inertial mass allows considering this
chip as an ultrahigh sensitivity accelerometer. Additionally, an
advantage has been achieved as the threshold of burst pressure
Pburst was raised above 450 кPa owing to the use of stop ele-
ments in the assembly. Table IV contains characteristics of group No.2 samples (62
samples) with an optimum membrane thickness W of 8 to 9
µm. The calculation of parameters as relative values associat-
ed with temperature characteristics, time stability and impact
of overload pressure is carried out when pressure is applied
from the membrane. Temperature parameters are measured in
two separate temperature subranges: negative subrange from -
30 °С to +20 °С, positive subrange from +20 °С to +60° С. Testing of mechanical strength is performed at an overload
pressure Pproof of 30 кPa (pressure is applied from both sides of
the chip). Time stability of an output signal was monitored
within the first 9 hours after supplying power to the chip elec-
tric circuits. The effect of RI inertial mass at turning the chip
by 180° was considered, which indirectly describes sensitivity
of sensing elements, e.g., an accelerometer. With the analysis
of output characteristics performed, it may be noted: The presented structure of a pressure sensor may be valid
for researches, involved in investigations in this field, from the
viewpoint of further upgrade and fabrication of pressure sen-
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arity and Protection to Overpressure, Sensors and Actuators A 21 (1990)
65-69. [3] L. Li, N. Belov, M. Klitzke, J-S. Park, High Performance Piezoresistive
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MCGraw-Hill, New York, 1970. [27] V. Lindroos, M. Tilli, A. Lehto, T. Motooka, Handbook of Silicon Based
MEMS Materials and Technologies, William Andrew Applied Science
Publishers, Oxford, 2010. [5] M.V. Basov, D.M. Prigodskiy, Investigation of a Sensitive Element for
the Pressure Sensor Based on a Bipolar Piezotransistor, Nano- and Mi-
crosystem Technology 19 (2017) 685-693. [28] J.C. Doll, B.L. Pruitt, Alternative Materials and Transduction Methods,
in: Piezoresistor Design and Applications. Microsystems and Nanosys-
tems, vol 1., Springer, New York, 2013. [6] M.V. Basov, D.M. Prigodskiy, D.A. Holodkov, Modeling of Sensitive
Element for Pressure Sensor Based on Bipolar Piezotransistor, Sensors
and Systems 6 (2017) 17-24. p
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[29] P.K. Guo, J. King, M. Lester, R. Craddock, A Hollow Stiffening Struc-
ture for Low-Pressure Sensors, Sensors and Actuators A: Physical 160
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chip Differential Transistor Amplifier, Journal of Micromechanics and
Microengineering, 30 (2020) 065001. (
)
[30] Li, C., Cordovilla, F., Jagdheesh, R., Ocana, J.L., 2018. Design Optimi-
zation and Fabrication of a Novel Structural SOI Piezoresistive Pressure
Sensor with High Accuracy. Sensors. 18, 439. g
g
(
)
[8] M. Basov, High-sensitivity MEMS pressure sensor utilizing bipolar
junction transistor with temperature compensation, Sensors and Actua-
tors A: Physical, 303 (2020) 111705. [31] P. Mackowiak, M. Schiffer, X. Xu, E. Obermeier, H. Ngo, Design and
Simulation of Ultra High Sensitive Piezoresistive MEMS Sensor With
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Packaging Technology Conference, (2010) 757-761. y
(
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[9] X. Huang, D. Zhang, A High Sensitivity and High Linearity Pressure
Sensor Based on a Peninsulastructured Diaphragm for Low-Pressure
Ranges, Sensors and Actuators A: Physical 216 (2014) 176-189. [32] H. Sandmaier, K. V. CONCLUSION • Sensitivity and nonlinearity are differed rather insignifi-
cantly in measurements when pressure is applied from the • Sensitivity and nonlinearity are differed rather insignifi-
cantly in measurements when pressure is applied from the 4 IEEE SENSORS JOURNAL [23] X. Huang, D. Zhang, Structured diaphragm with a centre boss and four
peninsulas for high sensitivity and high linearity pressure sensors, Micro
and Nano Letters 9 (2014) 460-463. ACKNOWLEDGMENT The studies were financially supported by Dukhov
All-Russia Research Institute of Automatics. [24] Zhao, L., Xu, T., Hebibul, R., Jiang, Z., Ding, J., Peng, N., Guo, X., Xu,
Y., Wang, H., Zhao, Y., 2016. A Bossed Diaphragm Piezoresistive Pres-
sure Sensor with a Peninsula-Island Structure for the Ultra-Low-
Pressure Range with High Sensitivity. IOP Measurement Science and
Technology. 27, 124012. REFERENCES Map of MS distribution (а) and membrane deflection (b) for the select-
ed membrane geometry at pressure 0.5 кPa (b) (a) films PECVD deposition: a review, Journal of Optoelectronics and Ad-
vanced Materials 4 (2011) 387-394. [45] Nie, M., Bao, H., 2016. A theoretical model and analusis of composite
membrane of a piezoresistive pressure sensor. AIP Advances. 6, 105302. [46] Liu, Y., Wang, H., Zhao, W., Qin, H., Fang, X., 2016. Thermal-
performance instability in piezoresistive sensors: Inducement and im-
provement. Sensors. 16, 1984. [47] J.A. Chiou, S. Chen, Thermal hysteresis analysis of MEMS pressure
sensors, Journal of Microelectromechanical Systems 14 (2005) 782-787. [48] H.N. Chiang, T.L. Chou, C.T. Lin, K.N. Chiang, Investigation of the
hysteresis phenomenon of a silicon-based piezoresistive pressure sensor,
IEEE Conference International Microsystems, Packaging, Assembly and
Circuits Technology (2007), 165-168. (b) (a) Fig. 2. Map of MS distribution (а) and membrane deflection (b) for the select-
ed membrane geometry at pressure 0.5 кPa sensing elements. Mikhail Basov was born in Domodedovo,
Russian Federation, in 1989. He received
the B.S. degrees in Nano- and Microelec-
tronics engineering from the National
Nuclear Research University “Moscow
Physics Engineering Institute”, in 2012. Mikhail Basov was born in Domodedovo,
Russian Federation, in 1989. He received
the B.S. degrees in Nano- and Microelec-
tronics engineering from the National
Nuclear Research University “Moscow
Physics Engineering Institute”, in 2012. Mikhail Basov was born in Domodedovo,
Russian Federation, in 1989. He received
the B.S. degrees in Nano- and Microelec-
tronics engineering from the National
Nuclear Research University “Moscow
Physics Engineering Institute”, in 2012. Fig. 3. Sensitivity (solid line) and nonlinearity (dot line) dependence on the
pressure at variation of the membrane thickness W Starting from 2010 he works as R&D
engineer on advanced MEMS pressure
His Ph.D. thesis is titled “High-Sensitivity
Pressure Sensing Chip Utilizing Bipolar-
Junction Transistors”. sensing elements. Denis M. Prigodskiy graduated from the
National Research Technological Univer-
sity “MISIS”, Moscow, Russia in 2008, in
specialty microelectronics, engineer. He
was a researcher at RPE “Kvant”, Mos-
cow from 2008 to 2012 and was engaged
in heterostructural photoelectric solar cells
for space applications. Since 2012, he has been working as a
leading research engineer at the “All-Russian Research Insti-
tute of Automatics named after N.L. Dukhov”, Moscow, and
has been working on semiconductor devices and silicon-based
pressure sensors. REFERENCES Sensors. 17, 1965. [38] K. Petersen, P. Barth, J. Poydock, J. Brown, J. J. Mallon, J. Bryzek,
Silicon fusion bonding for pressure sensors, Tech. Digest 1988 IEEE
Solid-State Sensor and Actuator Workshop (1988) 144–147. [17] N. Arjunan, S. Thangavelu, Modeling and Analysis of a Multi Bossed
Beam Membrane Sensor for Environmental Applications, Transactions
on Electrical and Electronic Materials 18 (2017) 25–29. [39] S. Guo, H. Eriksen, K. Childress, A. Fink, M. Hoffman, High tempera-
ture smart-cut SOI pressure sensor, Sensors and Actuators A: Physical
154 (2009) 255–260. [18] R.H. Johnson, S. Karbassi, U. Sridhar, B. Speldrich, A High-Sensitivity
Ribbed and Bossed Pressure Transducer, Sensors and Actuators A:
Physical 35 (1992) 93-99. [40] D.M. Prigodskiy, M.V. Basov, Research of Pressure Sensitive Elements
with Increased Strength, Nano- and Microsystem Technology, Nano-
and Microsystem Technology 6 (2019) 368-376. [19] A. Wu, J. Chen, X. Wang, A very sensitive pressure sensor on a SOI on
cavity substrate, Proceedings of IEEE International SOI Conference
(2007) 151–152 [41] X.P. Wu, A New Pressure Sensor with Innercompensation for Nonline-
arity and Protection to Overpressure, Sensors and Actuators A 21 (1990)
65-69. [20] C.T. Seo, Y.M. Kim, J.K. Shin, J.H. Lee, A Novel Comb-Type Differen-
tial Pressure Sensor with Silicon Beams Embedded in a Silicone Rubber
Membrane, Jpn. J. Appl. Phys. 43 (2004) 2046–2049. [42] A.V. Tran, X. Zhang, B. Zhu, Effects of temperature and residual stress-
es on the output characteristics of a piezoresistive pressure sensor, IEEE
Access 7 (2019) 27668-27676. [21] Y. Kanda, A Graphical Representation of the Piezoresistance Coeffi-
cients in Silicon, IEEE Transactions on electron devices 29 (1982) 64-
70. [43] T. Guan, F. Yang, W. Wang, X. Huang, B. Jiang, D. Zhang, The Design
and Analysis of Piezoresistive Shuriken-Structured Diaphragm Micro-
Pressure Sensors, Journal of Microelectromechanical Systems PP(99)
(2016) pp. 1-9. [22] A.A. Barlian, W.T. Park, J.R. Mallon, A.J. Rastegar, B.L. Pruitt, Re-
view: Semiconductor piezoresistance for microsystems, Proceedings of
the IEEE, 97 (2009) 513–552. [44] C. Iliescu, M. Avram, B. Chen, A. Popescu, V. Dumitrescu, D.P. Poe-
nar, A. Sterian, D. Vrtacnik, S. Amon, P. Sterian, Residual stress in thin 5 M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA (a) (b)
Fig. 2. REFERENCES He is author and co-author of 10 publications
and 4 patents in the field of semiconductor devices and
MEMS technologies. Fig. 3. Sensitivity (solid line) and nonlinearity (dot line) dependence on the
pressure at variation of the membrane thickness W Fig. 4. Schematic representation of an assembly comprising a chip, stops and
a base (a) (b)
Fig. 1. Schematic representation of an ultrahigh sensitivity pressure sensor
chip: a) topside, b) backside (a) (b) Fig. 4. Schematic representation of an assembly comprising a chip, stops and
a base (b) (a) Fig. 1. Schematic representation of an ultrahigh sensitivity pressure sensor
chip: a) topside, b) backside 6 IEEE SENSORS JOURNAL Fig. 5. Main process steps for an ultrahigh sensitivity pressure sensor chip
(section А-А from Fig. 1) (b)
(c)
Fig. 7. Variation of an output signal versus the applied pressure ∆Vout(∆P) for
groups: а) No.2, b) No.1.1, c) No.1.2 (b)
(c) (b) (b) (b)
(c) Fig. 5. Main process steps for an ultrahigh sensitivity pressure sensor chip
(section А-А from Fig. 1) (c) (a) (b)
Fig. 6. Examples of images of the obtained samples: a) rigid center geometry
relative to PR regions, b) assembly in the package (a) (b) Fig. 7. Variation of an output signal versus the applied pressure ∆Vout(∆P) for
groups: а) No.2, b) No.1.1, c) No.1.2 Fig. 8. Variation of an output signal versus the pressure for several typical
samples of ultrahigh sensitivity pressure sensors (b) (a) Fig. 6. Examples of images of the obtained samples: a) rigid center geometry
relative to PR regions, b) assembly in the package (a) (a) Fig. 8. Variation of an output signal versus the pressure for several typical
samples of ultrahigh sensitivity pressure sensors TABLE I TABLE I
MAIN GEOMETRICAL PARAMETERS OF THE SENSING ELEMENT
Geometrical Parameter
Size, μm
L
6150
Q1/Q2
1122/3366
W
8
H
420
A
4200
D
18
Z
400
Y
690
G
285 (a) 7 M. BASOV, D. PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA
7
TABLE II
DIFFUSION PARAMETERS OF ULTRA-HIGH-SENSITIVITY PRESSURE SENSOR
Process step
Parameters
Oxidation
1100 ºC, 15 min.-20 min.-15 min (dry-wet-dry)
Forming high-doped
P+ areas
Diffusion from unlimited source: 1050 ºC, 55 min. Drive-in and oxidation:
1150 ºC, 5 min – 15 min. – 5 min (dry-wet-dry)
Forming P- resistors
Ion implantation: D = 8.0·1014 cm-2, E = 50 keV
Impurity activation and oxidation:
1100 ºC for 45 min in inert atmosphere followed by
oxidation 1000 ºC, 5 min – 35 min. – 5 min. (dry-
wet-dry)
Forming N+ areas
Diffusion from unlimited source: 1000 ºC, 5+30+10
min. (Ar/O2+Ar/O2/POCl3+Ar/O2)
Drive-in and oxidation:
1000 ºC, 5 min – 30 min. – 10 min (dry-wet-dry)
TABLE III
INFLUENCE OF TECHNOLOGICAL ERRORS
Parameters
Type of chip
№2
№1.1
№1.2
Sensitivity S,
mV/V/kPa
Backside
34,2 ± 3,9
49,2 ± 8,6
73,2 ± 12,9
Topside
34,8 ± 4,2
50,5 ± 8,9
75,2 ± 14,0
Nonlinearity
2KNL, %FS
Backside
0,77 ± 0,48
3,5 ± 2,1
9,5 ± 2,9
Topside
0,85 ± 0,52
4,5 ± 2,3
10,0 ± 3,2
∆V0(σr), mV
0,26 ± 0,26
1,61 ± 0,59
8,72 ± 6,22
TABLE IV
PERFORMANCE OF ULTRA-HIGH-SENSITIVITY PRESSURE SENSOR
Parameters
Value
Sensitivity S, mV/V/kPa
Backside
34,2 ± 3,9
Topside
34,8 ± 4,2
Nonlinearity 2KNL, %FS
Backside
0,75 ± 0,48
Topside
0,87 ± 0,52
Zero pressure output signal (Offset) V0, mV/V
< 5
TCZ (–30…+20 °С), %FS/°С
0,055 ± 0,051
TCZ (+20…+60 °С), %FS/°С
0,048 ± 0,044
TCS (–30…+20 °С), %FS/°С
0,280 ± 0,021
TCS (+20…+60 °С), %FS/°С
0,234 ± 0,026
Zero thermal hysteresis
(THZ)
(–30…+20°С), %FS
0,21 ± 0,13
(+20…+60°С), %FS
0,34 ± 0,25
Span thermal hysteresis
(THS)
(–30…+20°С), %FS
0,12 ± 0,11
(+20…+60°С), %FS
0,21 ± 0,18
Long-term instability
of zero offset, %FS
0,18 ± 0,11
of pressure sensitivity, %FS
0,10 ± 0,09
Burst pressure Pburst, kPa
> 450
Changing after proof
pressure Pproof
zero, %FS
0,19 ± 0,11
span, %FS
0,11 ± 0,08
Zero offset after turning on 180°, µV/V
52 ± 10
Number of samples in statistics
62 V, D. TABLE I PRIGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA IGODSKIY: INVESTIGATION OF HIGH SENSITIVITY PIEZORESISTIVE PRESSURE SENSORS FOR -0.5…+0.5 KPA TABLE IV
ANCE OF ULTRA-HIGH-SENSITIVITY PRESSURE SENSOR TABLE IV ERFORMANCE OF ULTRA-HIGH-SENSITIVITY PRESSURE SENSOR TABLE III
INFLUENCE OF TECHNOLOGICAL ERRORS
Parameters
Type of chip
№2
№1.1
№1.2
Sensitivity S,
mV/V/kPa
Backside
34,2 ± 3,9
49,2 ± 8,6
73,2 ± 12,9
Topside
34,8 ± 4,2
50,5 ± 8,9
75,2 ± 14,0
Nonlinearity
2KNL, %FS
Backside
0,77 ± 0,48
3,5 ± 2,1
9,5 ± 2,9
Topside
0,85 ± 0,52
4,5 ± 2,3
10,0 ± 3,2
∆V0(σr), mV
0,26 ± 0,26
1,61 ± 0,59
8,72 ± 6,22
|
https://openalex.org/W2810411552
|
https://journal.lppmunindra.ac.id/index.php/SAP/article/download/1723/1337
|
Indonesian
| null |
Pengembangan Aplikasi Multimedia Pembelajaran Interaktif untuk Mata Pelajaran Bahasa Indonesia
|
SAP (Susunan Artikel Pendidikan)
| 2,017
|
cc-by
| 4,889
|
p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 ABSTRAK Perkembangan teknologi yang sangat pesat khususnya komputer, membawa dampak dalam
dunia pendidikan dalam memanfaatkan komputer. Komputer dapat digunakan sebagai salah
satu media pembelajaran yang interaktif. Untuk memudahkan dalam penyampaian materi
pembelajaran kepada siswa maka materi ini dikemas secara menarik dalam bentuk
multimedia yang bersifat mendidik dan menghibur bagi mereka. Tujuan penelitian ini adalah
membuat aplikasi pembelajaran Bahasa Indonesia Interaktif berbasis multimedia sebagai
alternatif media pembelajaran yang mudah dipelajari dan dipahami oleh siswa dengan
konsep edutainmentpada Bimbel D-LLA COURSE. Aplikasi ini dibuat dengan
menggunakan software Macromedia Flash.Pembuatan aplikasi ini menggunakan metode
observasi dan studi pustaka.Berdasarkan hasil penelitian yang sudah dilakukan diperoleh
kesimpulan bahwa aplikasi pembelajaran bahasa Indonesia Interaktif ini sudah berhasil
dibuat yang terdiri dari enam menu yaitu : 4 jenis latihan (mengenal huruf di keyboard,
belajar pemenggalan kata, tebak gambar dan menyusun huruf) dan 2 jenis permainan yaitu (
menangkap kata dalam telur, mencocokkan gambar dan kata) serta dilakukan pengujian
kelayakan aplikasi mengunakan SQL. Kata kunci:, Media pembelajaran , Bahasa Indonesia , Multimedia , Edutainment , SQL ABSTRACT The increasingly rapid development of technology, especially computer, creates an impact
on the use of computer in education. Computers can be used as one of interactive learning
media. To facilitate the delivery of learning materials to students, there must be an
interesting packaging of materials in the form of multimedia that is educative and
entertaining for them. The objective of this research is to make an application of interactive
multimedia-based Indonesian language learning as an alternative learning medium that is
easy to learn and understand by students with an edutainment concept at Bimbel D-LLA
COURSE. The application is made by using software Macromedia Flash. It is made using
observation and literature review methods. From the result of the research, it can be
concluded that the application of interactive Indonesian language learning has been
successfully made with six menus, namely: 4 types of exercises (knowing letters on keyboard,
learning syllabification, guessing images and arranging letters) and 2 types of games
(catching words on eggs, matching pictures and words). Besides, the fitness of this
application has also been tested using SQL. ords:Learning Media , Indonesian Language , Multimedia , Edutainment , SQL Keywords:Learning Media , Indonesian Language , Multimedia , Edutainment , SQL PENGEMBANGAN APLIKASI MULTIMEDIA PEMBELAJARAN
INTERAKTIF UNTUK MATA PELAJARAN BAHASA INDONESIA Syamsiah
Program Studi Informatika, Universitas Indraprasta PGRI
Email: ncham.unindra08@gmail.com Pendahuluan Perkembangan teknologi yang pesat mempengaruhi peran sebuah komputer itu sendiri. Pada
awalnya penggunaan komputer hanya difokuskan pada proses pengolahan data. Akan
dijadikan sebagai media informasi dalam berbagai bidang salah satunya adalah bidang
pendidikan.Pemanfaatan komputer sebagai media pembelajaran dalam dunia pendidikan
sudah mulai digunakan di lembaga bimbingan belajar (bimbel). Sebagaimana seorang
pengajar di suatu bimbel, komputer dapat digunakan sebagai media dalam proses belajar
mengajar yang mempunyai fungsi sebagai media tutorial sehingga akan sangat membantu
dalam proses penyampaian dan pemahaman terhadap materi yang disampaikan. 53 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Pemberian materi bahasa Indonesia pada bimbel sejauh ini hanyalah dengan sarana papan
tulis dengan kapur atau pun spidol untuk memberikan contoh atau gambaran kepada siswa. Dengan penyampaian materi pelajaran seperti disebutkan diatas, kualitas ilmu yang
tersampaikan kepada siswacenderung monoton dan kurang maksimal.Siswa cenderung sulit
memahami ataupun menerima pelajaran terasa membosankan,kaku dan kurang interaktif. Komputer yang memiliki kamampuan multimedia mampu menyajikan informasi secara
audio visual yang menarik dan interaktif.Belajar dengan media komputer dapat
diperkenalkan sejak dini kepada anak, yakni dengan programprogram aplikasi yang bersifat
memadukan unsur pendidikan (education) dengan unsur hiburan (entertainment) atau sering
dikenal dengan sebutan edutainment. Perpaduan tersebut akan melahirkan suasana belajar
yang mengasyikkan bagi anak dengan tidak mengurangi nilai pembelajaran materi Bahasa
Indonesia. Media pembelajaran bahasa Indonesia yang interaktif di sajikan dalam beberapa
pemecahan masalah dari soal serta latihan-latihan dari materi yang ada. Dengan menerapkan metode pembelajaran interaktif melalui aplikasi yang berfokus pada
proses pembelajaran bahasa Indonesia yang dilakukan secara praktek langsung, maka
diharapkan akan meningkatkan kualitas proses pembelajaran. Dalam dunia pendidikanpun
manfaat multimedia sudah dirasakan oleh semua pihak khususnya siswa. Siswa dapat
menggunakan fasilitas ini untuk melakukan pembelajaran secaran interaktif sehingga
membuat pelajaran bahasa Indonesia menjadi lebih menarik dan mudah dipahami. Tujuan penelitian ini adalah membuat suatu aplikasi pembelajaran bahasa Indonesia yang
interaktif berbasis multimedia untuk lembaga bimbingan belajar (Bimbel) sebagai alternatif
sistem pembelajaran yang menarik dan mudah dipahami oleh siswadengan konsep
edutainment. Penelitian ini diharapkan dapat memberikan manfaat baik secara teoretis maupun secara
praktis. Penelitian ini diharapkan dapat memberikan manfaat baik secara teoretis maupun secara
praktis. a. Seara teoretis, penelitian ini dapat digunakan sebagai referensi alternatif dalam
mengembangkan media pembelajaran interaktif yangdapat digunakan sebagai sarana
belajar bahasa Indonesia. b. Secara praktis: b. Secara praktis: 1. Pendahuluan Manfaat bagi pengajar dan bimbel, hasil penelitian ini berupa produk CD
pembelajaran interaktif yang diharapkan dapat memberikan sumbangan pemikiran
bagi para pengajar dan bimbel, sehingga produk ini dapat dijadikan bahan ajar bagi
siswauntukbelajar bahasa indonesia dengan cara yang menyenangkan dan intraktif. j
g
y
g
y
g
2. Manfaat bagi siswa, hasil penelitian ini diharapkan dapat meningkatkan pemahaman,
rasa cinta dan bangga terhadap bahasa Indonesia. 3. Bagi peneliti, penelitian ini diharapkan dapat memperluas pengetahuan tentang
pengembangan media pembelajaran interaktif yang dapat dijadikan sebagai sarana
belajar siswa yang interaktif dan menyenangkan Tinjauan Pusataka Pembelajaran Bahasa Indonesia 3. Teknik Pembelajaran 3. Teknik Pembelajaran
Teknik adalah jalan, alat, atau media yang digunakan oleh guru untuk mengarahkan
kegiatan siswa kearah tujuan yang ingin dicapai. Dalam kamus Besar Bahasa
Indonesia, teknik diartikan sebagai metode atau sistem mengerjakan sesuatu, cara
membuat atau melakukan sesuatu yang berhubungan dengan seni (2005:
1158).Istilah teknik dalam pembelajaran bahasa mengacu pada pengertian
implementasi perencanaan pengajaran di depan kelas, yaitu penyajian pelajaran
dalam kelas tertentu dalam jam dan materi tertentu pula. Teknik mengajar berupa
berbagai macam cara, kegiatan, dan kiat (trik) untuk menyajikan pelajaran dalam
rangka mencapai tujuanpembelajaran. Teknik pembelajaran bersifat implementasi,
individual dan situasional. 1. Pendekatan Pembelajaran 1. Pendekatan Pembelajaran
Istilah pendekatan dalam pembelajaran bahasa Indonesia mengacu pada teori-teori
tentang hakekat bahasa dan pembelajaran bahasa Indonesia yang berfungsi sebagai
sumber landasan/prinsip pengajaran bahasa Indonesia. Teori tentang hakikat bahasa
Indonesia mengemukakan asumsi-asumsi tentang hakikat bahasa, karakteristik
bahasa, unsur-unsur bahasa, serta fungsi dan pemakaiannya sebagai media
komunikasi dalam suatu masyarakat bahasa. Menurut Anthony (Slamet, 2007: 50)
pendekatan mengacu kepada seperangkat asumsi yang saling berkaitan dan
berhubungan dengan pengajaran.Pendekatan merupakan dasar teoritis untuk suatu
metode. Pembelajaran Bahasa Indonesia Untuk mendapatkan pemahaman yang komprehensif tentang strategi pembelajaran Bahasa
Indonesia dan efektivitasnya terhadap pencapaian tujuan belajar, kajian Pembelajaran
Bahasa Indonesia ini akan difokuskan pada (1) pembelajaran bahasa, dan (2) strategi
pembelajaran Bahasa Indonesia, meliputi metode dan teknik pembelajaran Bahasa Indonesia, a. Pembelajaran Bahasa
Pembelajaran merupakan upaya membelajarkan siswa atau kegiatan pengupayaan ini
akan mengakibatkan siswa dapat mempelajari sesuatu dengan cara efektif dan efisien. Upaya yang dilakukan dapat berupa analisis tujuan dan karakteristik studi dan siswa, j
Pembelajaran merupakan upaya membelajarkan siswa atau kegiatan pengupayaan ini
akan mengakibatkan siswa dapat mempelajari sesuatu dengan cara efektif dan efisien. j
p
p y
j
g
p
g p y
akan mengakibatkan siswa dapat mempelajari sesuatu dengan cara efektif dan efisien. Upaya yang dilakukan dapat berupa analisis tujuan dan karakteristik studi dan siswa, g
p
p
j
g
Upaya yang dilakukan dapat berupa analisis tujuan dan karakteristik studi dan sisw 54 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 2. Metode Pembelajaran 2. Metode Pembelajaran
Istilah metode berarti perencanaan secara menyeluruh untuk menyajikan materi
pelajaran bahasa secara teratur. Istilah ini bersifat prosedural, dalam arti penerapan
suatu metode dalam pembelajaran bahasa dikerjakan dengan melalui langkah yang
teratur dan secara bertahap, dimulai dari penyusunan perencanaan pengajaran,
penyajian pengajaran, proses belajar mengajar dan penilaian hasil belajar. Metode
pembelajaran berarti carayang dipakai oleh guru agar tujuan pembelajaran dapat
dicapai secara efektif dan efesien. Menurut (Sutikno, 2009: 88).Metode
pembelajaran adalah cara menyajikan materi pelajaran yang dilakukan oleh pendidik
agar terjadi proses pembelajaran pada diri siswa dalam upaya untuk mencapai
tujuan. Jurnal SAP Vol. 2 No. 1 Agustus 2017 Jurnal SAP Vol. 2 No. 1 Agustus 2017 analisis sumber belajar, menetapkan strategi pengorganisasian, isi pembelajaran,
menetapkan strategi penyampaian pembelajaran, menetapkan strategi pengelolaan
pembelajaran, dan menetapkan prosedur pengukuran hasil pembelajaran. analisis sumber belajar, menetapkan strategi pengorganisasian, isi pembelajaran,
menetapkan strategi penyampaian pembelajaran, menetapkan strategi pengelolaan
pembelajaran, dan menetapkan prosedur pengukuran hasil pembelajaran. b. Strategi Pembelajaran Bahasa Indonesia
Pembicaraan mengenai strategi pembelajaran bahasa tidak terlepas dari pembicaraan
mengenai pendekatan, metode, dan teknik mengajar.Secara umum strategi adalah suatu
garis besar haluan dalam bertindak untuk mencapai tujuan yang sudah ditentukan
(Pupuh &Sobry, 2007: 3). Menurut Kemp (Senjaya, 2008) mengemukakan bahwa
strategi pembelajaran adalah suatu kegiatan pembelajaran yang harus dikerjakan guru
dan siswa supaya tujuan pembelajaran dapat dicapai secara efektif dan efisien, menurut
(Sumarno, 2011) Strategi pembelajaran dapat diartikan sebagai kegiatan yang dipilih
oleh pembelajar atau instruktur dalam proses pembelajaran yang dapat memberikan
kemudahan fasilitas kepada pembelajar menuju kepada tercapainya tujuan pembelajaran
tertentu yang sudah ditetapkan. p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 tengah. Dalam bahasa Indonesia kata medium diartikan sebagai “antara’ atau “sedang”
untuk menjelaskan media pembelajaran adalah segala sesuatu yang dapat digunakan untuk
menyalurkan pesan dari pengirim ke penerima pesan. Berdasarkan pernyataan tersebut
dapat disimpulkan bahwa media pembelajaran adalah alat bantu yang digunakan oleh guru
sebagai alat bantu mengajar. Berdasarkan beberapa pendapat di atas, dapat disimpulkan
pengertian media pembelajaran sebagai alat bantu mengajar untuk menyampaikan materi
agar pesan lebih mudah diterima dan menjadikan siswa lebih termotivasi dan aktif. tengah. Dalam bahasa Indonesia kata medium diartikan sebagai “antara’ atau “sedang”
untuk menjelaskan media pembelajaran adalah segala sesuatu yang dapat digunakan untuk
menyalurkan pesan dari pengirim ke penerima pesan. Berdasarkan pernyataan tersebut
dapat disimpulkan bahwa media pembelajaran adalah alat bantu yang digunakan oleh guru
sebagai alat bantu mengajar. Berdasarkan beberapa pendapat di atas, dapat disimpulkan
pengertian media pembelajaran sebagai alat bantu mengajar untuk menyampaikan materi
agar pesan lebih mudah diterima dan menjadikan siswa lebih termotivasi dan aktif. Pengertian Multimedia Multimedia berasal dari teater, yaitu pertunjukan yang memanfaatkan lebih dari satu
medium di panggung yang mencakup monitor video, synthesized band, dan karya seni
manusia sebagaibagian dari pertunjukan. Pengertian kedua mensyaratkan adanya
sinkronisasi berbagai media tadi dengan bantuan komputer, Membedakkan dengan
pengertian multimedia yang pertama yang memanfaatkan berbagai media yang terpisah
dan berdiri sendiri (Hamalik, 2005:34). Unsur-Unsur Multimedia Multimedia memiliki unsur sebagai berikut (Haryadi, 2006:10) Teks Bentuk data
multimedia yang paling mudah disimpan dan dikendalikan adalah teks. Kebutuhan teks
bergantung pada kegunaan aplikasi multimedia. a. Gambar
Gambar dapat meringkas dan menyajikan data kompleks dengan cara yang baru
dan lebih berguna. Gambar sering kali muncul sebagai backdrop (latar belakang) yang
mempermanis teks. b. Audio
Multimedia tanpa bunyi hanya disebut unimedia, bukan multimedia. Masing-masing
kemampuan membutuhkan teknologi,perangkatkeras, dan perangkat lunak untuk
menjalankannya. Ada tigabelas jenis objek bunyi yang bisa digunakan dalam
produksi multimedia, yakni format waveform audio, aiff dat, ibf, mod, rni, sbi, snd, voc,
au, MIDI soundtrack, compact disk audio, dan MP3 file. b. Audio c. Video
Video menyediakan sumber daya yang kaya dan hidup bagi aplikasi multimedia. Ada empat macam video yang dapat digunakan sebagai objek link dalam aplikasi
multimedia :live video feeds, videotape, videodisc, dan digital video. d. Animasi
Dalam multimedia, animasi merupakan penggunaan komputer untuk menciptakan
gerak pada layar. Ada Sembilan macam yaitu animasi sel, animasi frame, animasi
sprite,animasilintasan, animasi splin, animasi vector, animasi karakter, animasi
computational, dan morphing. Pengertian Media Pembelajaran g
j
Media adalah bentukjamak dari medium yang berasal dari bahasa latin medius yang berarti 55 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Metode Pengumpulan Data a. Diskusi Interaktif
Diskusi interaktif merupakan metode pengumpulan data dengan cara mengajukan
pertanyaan secara lisan kepada pihakyang bersangkutan.Dalam hal ini pihak Bimbel D-
lla Cause sebagai objek penelitian. b. Studi Kepustakaan
Studi pustaka adalah penelitian untukmencari teori/konsep/generalisasi yang dapat
digunakan sebagai landasan teori dalam penelitian.Untukmencari metodologi yang
sesuai dilakukan dengan teknik membandingkan antara teori yang ada dengan fakta
dilapangan. Literatur yang didapat oleh penulis adalah modul referensi yang digunakan
guru, jurnal ilmiah dan data yang diperoleh dari internet dengan sumber terpercaya. c. Kuisioner
Kuisioner merupakan teknik pengumpulan data yang dilakukan dengan cara memberi
seperangkat pertanyaan atau pernyataan tertulis kepada responden untuk dijawabnya. Responden yang dimaksud disini yaitu pengajar dan pemilik bimbel. c. Kuisioner
Kuisioner merupakan teknik pengumpulan data yang dilakukan dengan cara memberi
seperangkat pertanyaan atau pernyataan tertulis kepada responden untuk dijawabnya. Responden yang dimaksud disini yaitu pengajar dan pemilik bimbel. Software Quality Assurance (SQA) Untuk memastikan bahwa perangkat lunak yang dibuat memiliki standar minimal kualitas,
maka salah satu metode untuk pengukuran kualitas perangkat lunak secara kuantitatif adalah
metode SQA (Software Quality Assurance). Tabel.1 Metric of Software Quality Assurance (SQA)
No
Metrik
Deskripsi
Bobot
1
Auditability
Memenuhi standard atau tidak
0.1
2
Accuracy
Keakuratan komputasi
0.15
3
Completeness
Kelengkapan
0.1
4
Error Tolerance
Toleransi terhadap kesalahan
0.1
5
Execution Efficiency
Kinerja Eksekusi
0.1
6
Operability
Kemudahan untuk dioperasikan
0.15
7
Simplicity
Kemudahan untuk difahami
0.15
8
Training
Kemudahan pembelajaran fasilitas Help
0.15
Ada 8 buah kriteria yang dapat digunakan untuk mengukur kualitas sebuah perangkat lunak
secara kuantitatif.Seperti terlihat pada table.1 Tabel.1 Metric of Software Quality Assurance (SQA) Metodologi Penelitian Metode Pengumpulan Data Jurnal SAP Vol. 2 No. 1 Agustus 2017 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Macromedia Flash sering digunakan untuk membuat animasi dan untuk keperluan lain
seperti membuat game dan tutorial. Karena Macromedia dapat menampilkan teks, gambar,
animasi, dan audio secara bersama maka sangat mungkin apabila Macromedia Flash
digunakan sebagai sarana pengembangan media pembelajaran. Dapat disimpulkan bahwa
Macromedia Flash merupakan software yang dapat dikembangkan menjadi media
pembelajaran yang interaktif. Software Quality Assurance (SQA) Macromedia Flash Macromedia Flash merupakan aplikasi yang digunakan untuk melakukan desain dan
membangun perangkat presentasi, publikasi, atau aplikasi lainnya yang membutuhkan
ketersediaan sarana interaksi dengan penggunanya. Proyek yang dibangun dengan Flash
bias terdiri atas teks,gambar,animasi sederhana, video, atau efek-efek khusus lainnya. Dikse (2010:1) berpendapat bahwa Macromedia Flash dibuat oleh perusahaan software
macromedia untuk keperluan membuat suatu aplikasi webyang interaktif dan menarik. 56 Jurnal SAP Vol. 2 No. 1 Agustus 2017 menggunakan. Angket ini digunakan untuk mendapatkan data tentang kelayakan
penggunaan aplikasi pembelajaran bahasa Indonesia
yang
interaktif
berbasis
multimedia sebagai media dalam proses belajar mengajar. a. Latihan,terdiri dari 4 jenis latihan yaitu : a. Latihan,terdiri dari 4 jenis latihan yaitu : 1. Mengenal Huruf di Keyboard 2. Belajar Pemenggalan Kata 3. Tebak Gambar 4. Menyusun Huruf b. Permainan, terdiri dari 2 jenis permainan yaitu : 1. Kata dalam Telur 1. Kata dalam Telur 2. Mencocokkan Gambar dan Kata Aplikasi " aplikasi media pembelajaran bahasaIndonesia yang interaktif berbasis multimedia"
memiliki antarmuka sebagai berikut : Hasil dan Pembahasan Produk penelitian yang dihasilkan adalah Perancangan Media Pembelajaran Interakif untuk
mata pelajaran bahasa Indonesia. Pelajaran yang diberikan melalui 2 cara yaitu : Tampilan Pembuka p
Tampilan pembuka muncul pada saat pengguna membuka program pertama kali. Gambar 1. Tamplan Menu Utama Gambar 1. Tamplan Menu Utama Sumber Data a. Sumber literature
Pengumpulan materi mata pelajaran diambil dari modul yang sudah dipakai dalam
yanglain. Pengambilan script serta pedoman pembuatan modul interaktif diambil dari
beberapa buku-buku panduan belajar macromedia flash. b. Sumber data primer
Cara pengambilan sumber data primer di sini adalah mengambil data dengan b. Sumber data primer
Cara pengambilan sumber data primer di sini adalah mengambil data dengan 57 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 a. Tombol Latihan
Apabila tombol latihan ditekan, maka halaman akan berganti ke menu latihan. Menu
latihan memiliki 4 (empat) jenis latihan yang dapat dimainkan. Sebaiknya pengguna
memulai latihan secara urut dimulai dari latihan 1.Pada halaman menu latihan dan
halaman masing- masing latihan terdapat tombol kembali. e. Tombol Keluar e. Tombol Keluar
Apabila tombol keluar ditekan, pengguna akan keluar dari aplikasi. e. Tombol Keluar
Apabila tombol keluar ditekan, pengguna akan keluar dari aplikasi. c. Tombol Daftar Nilai c. Tombol Daftar Nilai
Apabila tombol daftar nilai ditekan, maka halaman akan berganti ke halaman daftar
nilai. Halaman daftar nilai adalah daftar nilai 10 (sepuluh) terbaik yang diperoleh oleh
pengguna dalam setiap menu. Pada halaman ini terdapat tombol kembali. d. Tombol Bantuan
Apabila tombol bantuan ditekan, maka halaman akan berganti ke menu bantuan. Menu
bantuan berisikan informasi singkat pemakaian aplikasi online "educational game
belajar membaca dan menulis untuk pemula". Menu Utama Menu Utama
Menu utama merupakan bagian utama dari aplikasi dimana terdapat 5(lima) tombol
navigasi dari submenu lainnya. Tombol navigasi tersebut adalah: Menu Utama
Menu utama merupakan bagian utama dari aplikasi dimana terdapat 5(lima) tombol
navigasi dari submenu lainnya. Tombol navigasi tersebut adalah: a. Tombol Latihan
Apabila tombol latihan ditekan, maka halaman akan berganti ke menu latihan. Menu
latihan memiliki 4 (empat) jenis latihan yang dapat dimainkan. Sebaiknya pengguna
memulai latihan secara urut dimulai dari latihan 1.Pada halaman menu latihan dan
halaman masing- masing latihan terdapat tombol kembali. a. Tombol Latihan
Apabila tombol latihan ditekan, maka halaman akan berganti ke menu latihan. Menu
latihan memiliki 4 (empat) jenis latihan yang dapat dimainkan. Sebaiknya pengguna
memulai latihan secara urut dimulai dari latihan 1.Pada halaman menu latihan dan
halaman masing- masing latihan terdapat tombol kembali. 58 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 a. Mengenal Huruf di Keyboard
Latihan ini bermaksud untuk mengajarkan pengguna dalam mengenal huruf dalam
abjad, dan penggabungan huruf.Gambar keyboard sebagai petunjuk huruf yang muncul,
suara akan dibunyikan sesuai dengan huruf yang muncul. Pemberian soal dibuat secara
terurut kemudian soal diacak. Pada latihan ini, terdapat total waktu dan nilai yang
sudah ditempuh selama latihan yang akan tercatat dalam daftar nilai bila memperoleh
total terbaik. Setiap memulai latihan dan pindah soal berikutnya, pengguna diminta
menekan spasi. Jurnal SAP Vol. 2 No. 1 Agustus 2017 b. Tombol Permainan
Apabila tombol permainan ditekan, maka halaman akan berganti ke menu permainan. Menu permainan memiliki 2 (dua) jenis permainan yang dapat dimainkan.Pada
halaman menu permainan dan halaman masing- masing permainan terdapat tombol
kembali. b. Tombol Permainan
Apabila tombol permainan ditekan, maka halaman akan berganti ke menu permainan. Menu permainan memiliki 2 (dua) jenis permainan yang dapat dimainkan.Pada
halaman menu permainan dan halaman masing- masing permainan terdapat tombol
kembali. b. Belajar Pemenggalan Kata j
gg
Latihan ini bermaksud mengajarkan pengguna cara memenggal kata untuk
mempermudah proses membaca secara utuh. Latihan ini dibagi menjadi 2 (dua) level
yaitu : Latihan ini bermaksud mengajarkan pengguna cara memenggal kata untuk
mempermudah proses membaca secara utuh. Latihan ini dibagi menjadi 2 (dua) level
yaitu : 1. Level 1
Dalam penyampaiannya digunakan gambar, teks dan suara. Gambar yang muncul
disertai dengan tulisan dari nama gambar tersebut. Pengguna diminta menirukan
tulisan di tempat/ kotak yang sudah disediakan yang secara otomatis sudah
dipenggal.Pemberian soal dibuat secara terurut dengan peningkatan kosakata
berdasarkan kesulitan pembacaan. 2. Level 2
Dalam penyampaiannya digunakan gambar dan suara. Gambar yang muncul tidak
disertai dengan tulisan dari nama gambar tersebut. Pengguna diminta menuliskan
nama dari gambar tersebut pada tempat/ kotak yang sudah disediakan yang secara
otomatis sudah dipenggal. Pada level ini, merupakan pengulangan materi level 1
dan
penambahan
kosakata
baru
untuk
memperbanyak
pembendaharaan
kata.Pemberian soal dibuat secara acak. Pada latihan ini, setiap 1 (satu) huruf yang
dituliskan benar, suara akan dibunyikan. Tetapi bila tulisan salah, suara tidak
dibunyikan sampai pengguna menuliskan huruf dengan benar. Terdapat total waktu
dan nilai yang sudah ditempuh selama latihan yang akan tercatat dalam daftar nilai
bila memperoleh total terbaik.Setiap memulai latihan dan pindah soal berikutnya,
pengguna diminta menekan spasi. c. Tebak Gambar
Latihan ini bermaksud menghapalkan bentuk serta memahami gambar dan kata yang
sudah diberikan pada latihan 1 (satu) dan 2 (dua).Dalam penyampaiannya digunakan
gambar dan teks dimana pengguna diberikan soal pilihan ganda yang dapat dipilih salah
satu jawaban yang dianggap benar dan pemberian soal dibuat secara acak. Pada latihan
ini, terdapat total waktu dan nilai yang sudah ditempuh selama latihan yang akan
tercatat dalam daftar nilai bila memperoleh total terbaik.Setiap memulai latihan dan
pindah soal berikutnya, pengguna diminta menekan spasi. d. Menyusun Huruf
Latihan ini bermaksud mengasah kemampuan untuk menyusun huruf- huruf yang sudah
diacak sesuai dengan suara yang dibunyikan.Terdapat 2 (dua) level pada latihan ini
yaitu : 1. Level 1
Dalam penyampaiannya digunakan gambar, teks dan suara.Terdapat gambar, huruf-
huruf yang sudah diacak dan suara yang dibunyikan.Pengguna diminta menyusun
huruf- huruf tersebut sesuai dengan gambar dan suara yang dibunyikan.Pada level
ini, ditambahkan materi kosakata baru untuk memperbanyak pembendaharaan kata
yang berguna dalam proses belajar membaca. 2. Level 2
Dalam penyampaiannya digunakan teks dan suara.Huruf- huruf yang sudah diacak
muncul beserta suara yang sudah dibunyikan.Pengguna diminta menyusun huruf-
huruf tersebut sesuai dengan suara yang dibunyikan. Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Menu Latihan Menu Latihan
Pada menu latihan terdapat 4 (empat) tombol navigasi, bila tombol ditekan maka halaman
akan berganti ke latihan yang sudah dipilih. Pilihan latihan tersebut adalah: Gambar 2. Tamplan Menu Latihan Gambar 2. Tamplan Menu Latihan a. Mengenal Huruf di Keyboard a. Mengenal Huruf di Keyboard
Latihan ini bermaksud untuk mengajarkan pengguna dalam mengenal huruf dalam
abjad, dan penggabungan huruf.Gambar keyboard sebagai petunjuk huruf yang muncul,
suara akan dibunyikan sesuai dengan huruf yang muncul. Pemberian soal dibuat secara
terurut kemudian soal diacak. Pada latihan ini, terdapat total waktu dan nilai yang
sudah ditempuh selama latihan yang akan tercatat dalam daftar nilai bila memperoleh
total terbaik. Setiap memulai latihan dan pindah soal berikutnya, pengguna diminta
menekan spasi. a. Mengenal Huruf di Keyboard
Latihan ini bermaksud untuk mengajarkan pengguna dalam mengenal huruf dalam
abjad, dan penggabungan huruf.Gambar keyboard sebagai petunjuk huruf yang muncul,
suara akan dibunyikan sesuai dengan huruf yang muncul. Pemberian soal dibuat secara
terurut kemudian soal diacak. Pada latihan ini, terdapat total waktu dan nilai yang
sudah ditempuh selama latihan yang akan tercatat dalam daftar nilai bila memperoleh
total terbaik. Setiap memulai latihan dan pindah soal berikutnya, pengguna diminta
menekan spasi. 59 59 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Jurnal SAP Vol. 2 No. 1 Agustus 2017 berikutnya, pengguna diminta menekan spasi. berikutnya, pengguna diminta menekan spasi. b. Belajar Pemenggalan Kata Pada level ini materi yang
diberikan merupakan pengulangan materi level 1.Pada latihan ini, terdapat total
waktu dan nilai yang sudah ditempuh selama latihan yang akan tercatat dalam
daftar nilai bila memperoleh total terbaik.Setiap memulai latihan dan pindah soal 60 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Menu Permainan Menu Permainan
Pada menu permainan terdapat 2 (dua) tombol navigasi, bila tombol ditekan maka halaman
akan berganti ke permainan yang sudah dipilih. Pilihan permainan tersebut adalah : Gambar 3. Tamplan Menu Permainan Gambar 3. Tamplan Menu Permainan a. Menangkap Kata Dalam Telur a. Menangkap Kata Dalam Telur
Permainan ini bermaksud untuk memperdalam kosakata yang sudah diberikan
selama latihan lewat permainan.Pada permainan ini, soal yang muncul berupa
tulisan dan suara dimana pengguna diminta untuk menuliskan kata yang ada pada
telur.Kecepatan dan jarak antara masing- masing soal yang muncul semakin cepat
dan dekat.Pengguna tidak diharuskan menjawab soal dari yang pertama kali
muncul.Materi yang diberikan merupakan pengulangan yang terdapat pada materi
latihan. Pada permainan ini, terdapat total waktu dan nilai yang sudah ditempuh
selama permainan yang akan tercatat dalam daftar nilai bila memperoleh total
terbaik.Setiap memulai permainan dan pindah soal berikutnya, pengguna diminta
menekan spasi. a. Menangkap Kata Dalam Telur
Permainan ini bermaksud untuk memperdalam kosakata yang sudah diberikan
selama latihan lewat permainan.Pada permainan ini, soal yang muncul berupa
tulisan dan suara dimana pengguna diminta untuk menuliskan kata yang ada pada
telur.Kecepatan dan jarak antara masing- masing soal yang muncul semakin cepat
dan dekat.Pengguna tidak diharuskan menjawab soal dari yang pertama kali
muncul.Materi yang diberikan merupakan pengulangan yang terdapat pada materi
latihan. Pada permainan ini, terdapat total waktu dan nilai yang sudah ditempuh
selama permainan yang akan tercatat dalam daftar nilai bila memperoleh total
terbaik.Setiap memulai permainan dan pindah soal berikutnya, pengguna diminta
menekan spasi. Analisis Aplikasi (SQA) Untuk mengetahui kualitas aplikasi pembelajaran bahasa Indonesia
yang
interaktif
berbasismultimediamaka digunakan Software Quality Assurance (SQA). Komponen dari
SQA yang digunakan pada pengujian ini dapat dilihat pada tabel.1.Ada 5 komponen
dalamsoftware quality assurance (SQA) yang digunakan. Dari 5 komponen tersebut
Auditability (0.25),Completeness (0.15),Operability (0.25),Simplicity (0.15) dan Training
(0.25) akan dibuat 5 pertanyaan untuk angket yang akan disebarkan kepada 5 orang
pengamat yang merupakan user yang diambil secara acak. Tabel 2. Hasil Evaluasi Software Quality Assurance (SQA)
User
Skor Metrik
Skor
1
2
3
4
5
1
100
80
80
100
100
97
2
100
80
80
60
100
91
3
100
80
100
80
80
94
4
80
60
80
100
80
84
5
100
60
80
100
100
94
Rata-Rata
92 Tabel 2. Hasil Evaluasi Software Quality Assurance (SQA) Skor1 = (100*0.25)+ (80*0.15)+ (80*0.25)+ (100*0.15)+ (100*0.25)=97.00
Skor2 = (100*0.25)+ (80*0.15)+ (80*0.25)+ (60*0.15)+ (100*0.25)=91.00
Skor3 = (100*0.25)+ (80*0.15)+ (100*0.25)+ (80*0.15)+ (80*0.25)=94.00
Skor4 = (80*0.25)+ (60*0.15)+ (80*0.25)+ (100*0.15)+ (80*0.25)=84.00
Skor5 = (100*0.25)+ (60*0.15)+ (80*0.25)+ (100*0.15)+ (100*0.25)=94.00
Rata-rata =((97.00)+ (91.00)+ (94.00)+ 84.00)+ (92.00))/5=92.00 Skor1 = (100*0.25)+ (80*0.15)+ (80*0.25)+ (100*0.15)+ (100*0.25)=97.00 Skor rata-rata yang dihasilkan adalah 92.00, sedangkan nilai optimal untuk sebuah perangkat
lunak yang memenuhi standar kualitas berdasarkan uji SQA adalah 80.00 Skor rata-rata yang dihasilkan adalah 92.00, sedangkan nilai optimal untuk sebuah perangkat
lunak yang memenuhi standar kualitas berdasarkan uji SQA adalah 80.00 Tombol Kembali Tombol kembali terdapat pada setiap masing- masing halaman yang berfungsi untuk
kembali ke halaman yang sudah dibuka sebelumnya. Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Menu Level
Menu level terdapat pada latihan pemenggalan kata dan latihan menyusun huruf. Pada
menu ini terdiri dari 2 (dua) tombol navigasi yaitu tombol level 1 dan tombol level 2. Menu Level Menu level terdapat pada latihan pemenggalan kata dan latihan menyusun huruf. Pada
menu ini terdiri dari 2 (dua) tombol navigasi yaitu tombol level 1 dan tombol level 2. b. Mencocokkan Gambar dan Kata b. Mencocokkan Gambar dan Kata
Permainan ini bermaksud untuk menghapal bentuk dan memahami gambar dengan
memasangkan setiap gambar dengan kata yang sesuai. Pada permainan ini, soal
yang diberikan merupakan pengulangan dari kosakata pada latihan dengan
menambahkan kosakata baru untuk menambah pembendaharaan kata. Setiap
ditemukan gambar dan kata yang sesuai, suara akan dibunyikan.Pada permainan
ini, terdapat total waktu dan nilai yang sudah ditempuh selama permainan yang
akan tercatat dalam daftar nilai bila memperoleh total terbaik.Setiap memulai
permainan dan pindah soal berikutnya, pengguna diminta menekan spasi. b. Mencocokkan Gambar dan Kata
Permainan ini bermaksud untuk menghapal bentuk dan memahami gambar dengan
memasangkan setiap gambar dengan kata yang sesuai. Pada permainan ini, soal
yang diberikan merupakan pengulangan dari kosakata pada latihan dengan
menambahkan kosakata baru untuk menambah pembendaharaan kata. Setiap
ditemukan gambar dan kata yang sesuai, suara akan dibunyikan.Pada permainan
ini, terdapat total waktu dan nilai yang sudah ditempuh selama permainan yang
akan tercatat dalam daftar nilai bila memperoleh total terbaik.Setiap memulai
permainan dan pindah soal berikutnya, pengguna diminta menekan spasi. 61 p-ISSN: 2527-967X
e-ISSN: 2549-2845 Jurnal SAP Vol. 2 No. 1 Agustus 2017 Simpulan Dan Saran
Simpulan Simpulan
Kesimpulan yang dapat diambil dari penelitian tentang Aplikasi Media Pembelajaran Bahasa
Indonesia Interaktif adalah sebagai berikut : p
Kesimpulan yang dapat diambil dari penelitian tentang Aplikasi Media Pembelajaran Baha
Indonesia Interaktif adalah sebagai berikut : 1. Sudah
dihasilkan
sebuah
produk
penelitian
berupa
“Aplikasi
Multimedia
Pembelajaran”dan sudah digunakan oleh pengajarmata pelajaranbahasa indonnesia di
bimbel D-LLA. 2. Aplikasi berbasis multimedia ini dianggap layak berdasarkan nilai skor 92.00, sehingga
dapat digunakan untuk membantu Guru dalam menyampaikan materi dan juga 62 Jurnal SAP Vol. 2 No. 1 Agustus 2017 p-ISSN: 2527-967X
e-ISSN: 2549-2845 p-ISSN: 2527-967X
e-ISSN: 2549-2845 miminimalkan rasa bosan siswa karena pelajaran dikelas yang monoton dengan konsep
edutainment. Saran Dalam pembuatan aplikasi pembelajaran bahasa Indonesia
yang
interaktif
berbasis
multimedia ini belumlah sempurna. Penulis menyadari masih banyak kekurangan yang
terdapat pada aplikasi pembelajaran Bahasa Indonesia ini. Oleh sebab itu penulis berharap
penelitian inidapat dilanjutkan untuk mendapatkan hasil yang lebih baik dari sebelumnya. Berikut adalah saran yang dapat diberikan untuk pengembangan aplikasi
pembelajaran
bahasa Indonesia yang interaktif berbasis, yakni: a. Memberikan tampilan animasi yang lebih menarik dan lebih interaktif. b. Menambah fitur-fitur pembelajaran pada aplikasi misalnya sinonin, Antonim dan
lainnya. b. Menambah fitur-fitur pembelajaran pada aplikasi misalnya sinonin, Antonim da
lainnya. c. Menambah jumlah level/ tingkat padatiap tipe soal. c. Menambah jumlah level/ tingkat padatiap tipe soal. Daftar Pustaka Departemen Pendidikan Nasional RI. . (2005). Pedoman Perpustakaan Perguruan Tinggi
Jakarta: Departemen Pendidikan Nasional RI Direktorat Jendral Pendidikan Tinggi. Departemen Pendidikan Nasional RI. . (2005). Pedoman Perpustakaan Perguruan Tinggi
Jakarta: Departemen Pendidikan Nasional RI Direktorat Jendral Pendidikan Tinggi. Dikse, I Wayan. (2010).Animasi dengan Flash 8.Yogyakarta: Graha Ilmu Dikse, I Wayan. (2010).Animasi dengan Flash 8.Yogyakarta: Graha Ilmu Hamalik, Umar. (2005).Psikologi Belajar dan Mengajar. Bandung: Sinar Baru. Haryadi. (2006).Pengembangan Media Pembelajaran KimiaBerbantuan Komputer Haryadi. (2006).Pengembangan Media Pembelajaran KimiaBerbantuan Komputer
Tentang Kimia Unsur Untuk Siswa Kelas XII. Yogyakarta: UNY. Haryadi. (2006).Pengembangan Media Pembelajaran KimiaBerbantuan K
Tentang Kimia Unsur Untuk Siswa Kelas XII. Yogyakarta: UNY. y
(
)
g
g
j
Tentang Kimia Unsur Untuk Siswa Kelas XII. Yogyakarta: UNY. Machfudz, Imam. (2002). Metode Pengajaran Bahasa IndonesiaKomunikatif. Jurnal Bahasa
dan Sastra UM dan Sastra UM Puput, F., &Sutikno, M., S., (2007). Strategi Belajar Mengajar Melalui Penanaman Konsep
Umum & Kosep Islami. Bandung: PT RefikaAditama Sanjaya, Winna. (2008) Strategi Pembelajaran Berorientasi Standar Proses Pendidikan. Jakarta : Kencana Prenada Media Grouf Sumarno,
Alim. (2011). Pemanfaatan
ICT
Dalam
Proses
Merancang
Dan.Mengimplementasikan Model Pembelajaran Inovatif Designed Student. Centred2011Strategi PembelajaranInovatif Kontemporer. Jakarta: PT.Bumi Aksara. g
j
f
p
Slamet St. Y., (2007).Dasar-dasar Pembelajaran Bahasa dan Sastra Indonesia di Sekolah. Dasar, Surakarta: LPP UNS, hal. 50. Sutikno, M. Sobry, (2009). Belajar dan Pembelajaran, Prospect. Bandung: PT
RefikaAditama 63
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Bounds on GreenTouch GreenMeter Network Energy Efficiency
|
Journal of lightwave technology
| 2,018
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cc-by
| 9,602
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Bounds on GreenTouch GreenMeter Network
Energy Efficiency Musa
, Taisir E. H. El-Gorashi, and Jaafar M. H. Elmirghani, Senior Member, IEEE Mohamed O. I. Musa
, Taisir E. H. El-Gorashi, and Jaafar M. H. Elmirghani, Senior Me Abstract—In this paper, we validate the energy efficiency im-
provements in core networks obtained through mixed integer
linear programming (MILP) optimization models as part of the
GreenMeter study carried out by the GreenTouch consortium by
developing closed form expressions and bounds for the power con-
sumption of core networks. We consider nonbypass, bypass, mixed
line rates, and physical topology optimization energy efficiency
schemes. In addition to validating the optimization model results
by setting bounds on the power consumption, these bounds can
predict network performance at operating conditions highly com-
plex for the MILP models. The derivation of a single bound that
includes all the measures proved intractable and therefore each
measure is evaluated separately. into sleep mode and placing protection resources into a low
power state mode when not utilized. In [5] and [6] the mixed
line rate is investigated where links with different speeds are
assigned, adapting to the variability in network and demands. Optimizing the physical network topology has proven also to
yield considerable energy savings as shown in [7]. In [8]–[10],
the content distribution problem in the core network considering
data centres as well as peer to peer traffic was thoroughly in-
vestigated and the connection of virtually allocated data centre
resources over virtually connected network has been studied in
[11]. The same optimization techniques have been used in [12]
for greening big data networks, and in [13] for energy efficient
data centres with dis-aggregated servers. Index Terms—Energy Efficiency, IP/WDM, MILP model,
Greentouch, GreenMeter. In [3] we produced a collective mixed integer linear program-
ming optimization model incorporating the mentioned energy
efficiency schemes, and evaluated the collective mixed integer
linear programming (MILP) model over the AT&T topology. In this paper we extend our work by developing bounds on
the power consumption of core networks for the non-bypass,
bypass, mixed line rate and topology optimization scenarios to
verify the energy savings of these schemes individually obtained
through MILP optimization models and to provide simple an-
alytic bounds and closed form expressions that can be used
to obtain results for individual measures or a set of measures. I. INTRODUCTION T
HERE has been a growing demand for advanced energy
efficient schemes in the wake of the exponential growth
of Internet traffic resulting from the popularity of data intensive
applications and the widespread use of Internet connected de-
vices. To tackle this, the GreenTouch consortium was formed
with the ambitious endeavor to cut energy consumption levels in
mobile access, fixed access and core networks in the year 2020
by a factor of 1000 compared to 2010 levels. T y
p
In the white papers in [1], [2], the Greentouch consortium
published the results of a thorough study on implementing a
set of technologies and solution for an end-to-end energy re-
duction in mobile access, fixed access and core networks and is
referred to as the GreenMeter. The core networks category con-
sidered multiple layer solutions and the results are summarized
in [3] combining the individual solutions. The solutions include
the bypass approach, the mixed line rates, physical network
topology optimization, the optimization of distributed clouds for
content distribution, and virtualization of network equipment. In [4] the bypass approach, where the traffic bypasses electri-
cal conversion at the intermediate nodes to which the traffic
is not destined, is considered, as well putting idle components The remainder of this paper is organized as follows: In
Section II, we present the analytic bounds for the IP over WDM
network under non-bypass and sleep mode, followed by the by-
pass case under sleep mode in Section III. In Section IV we
develop the bounds for the mixed line rate and energy efficient
protection and in Section V we develop the bounds for the
topology optimization scenario. The paper is finally concluded
in Section VI. 5395 5395 JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 Bounds on GreenTouch GreenMeter Network
Energy Efficiency These formulas are valuable as they give insights and predictions
where the MILP struggles at different scenarios and network
conditions, such as big network sizes. The derivation of a sin-
gle bound that includes all the measures proved intractable. We
have developed similar bounds for the network coding enabled
energy efficient survivable core networks in [14] and [15]. Manuscript received March 29, 2018; revised July 29, 2018; accepted
September 18, 2018. Date of publication September 28, 2018; date of cur-
rent version November 2, 2018. This work was supported by the Engineer-
ing and Physical Sciences Research Council (EPSRC), through INTERNET
(EP/H040536/1) and STAR (EP/K016873/1) projects. (Corresponding author:
Mohamed O. I. Musa.) Manuscript received March 29, 2018; revised July 29, 2018; accepted
September 18, 2018. Date of publication September 28, 2018; date of cur-
rent version November 2, 2018. This work was supported by the Engineer-
ing and Physical Sciences Research Council (EPSRC), through INTERNET
(EP/H040536/1) and STAR (EP/K016873/1) projects. (Corresponding author:
Mohamed O. I. Musa.)
The authors are with the School of Electronic and Electrical Engineer-
ing, University of Leeds, Leeds LS2 9JT, U.K. (e-mail:,m.musa@leeds.ac.uk;
t.e.h.elgorashi@leeds.ac.uk; j.m.h.elmirghani@leeds.ac.uk).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/JLT.2018.2871602 der a Creative Commons Attribution 3.0 License. For more information, see http://creativecommons.org/licenses/by/3.0/ This work is licensed under a Creative Commons Attribution 3.0 License. For more information, see http://creativecomm The authors are with the School of Electronic and Electrical Engineer-
ing, University of Leeds, Leeds LS2 9JT, U.K. (e-mail:,m.musa@leeds.ac.uk;
t.e.h.elgorashi@leeds.ac.uk; j.m.h.elmirghani@leeds.ac.uk). Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES Here we develop upper and lower bounds for the IP over
WDM power consumption under the non-bypass approach con-
sidering sleep, energy efficient and inefficient protection and
random and equal traffic demands. In the energy efficient JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 5396 This EFDFA power consumption is bounded by the fol-
lowing bounds: protection scheme, protection resources are switched off when
idle as opposed to the energy inefficient protection where they
are left active even when idle.
m∈N
n∈Nm
pf Am,nFm,n
≥pf A(min)
W
m∈N
n∈Nm
λm,n
(6)
m∈N
n∈Nm
pf Am,nFm,n Let N be the set of IP/WDM nodes and Nm be the set of
neighboring nodes of node m. There are W wavelengths per
fiber and each wavelength supports a data rate B. Between each
node pair (m, n) exists a number of EDFAs denoted as Am,n, a
number of regenerators denoted as Gm,n and a number of optical
fibres referred to as Fm,n. The average number of EDFAs and
regenerators in the network is A and G respectively.
N
N
pf Am,nFm,n ≥pf A(min)
W
m∈N
n∈Nm
λm,n
(6)
m∈N
n∈Nm
pf Am,nFm,n ≥pf A(min)
W
m∈N
n∈Nm
λm,n
(6)
A
F (6)
N
N
pf Am,nFm,n Let pr, pt, pf , px, pg and ps be the power consump-
tion of a router port, a transponder, an EDFA, a multi-
plexer/demultiplexer, an optical regenerator and an optical
switch respectively. ≤pf A(max)
W
m∈N
n∈Nm
λm,n
(7) (7) For a given traffic demand Ls,d between a node pair (s, d),
the network assigns a path with a total hop count of hs,d. ¯L
denotes the average traffic demand in the network and h is the
average hop count of paths in the network. The result of routing
all demands gives a total number of wavelengths of λm,n on a
physical link (m, n). where A(max) = max
m,n∈N Am,n
(8)
A(min) = min
m,n∈N Am,n
(9) (8) (9) The total power consumption of the network under the non-
bypass approach with sleep and energy efficient protection
scheme is given as the sum of the following components: are number of EDFAs associated with the links of maxi-
mum and the minimum distances, respectively. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES 5) The power consumption of optical switches 3) The power consumption of EDFAs 3) The power consumption of EDFAs 5) The power consumption of optical switches 5) The power consumption of optical switches
m∈N
n∈Nm
pf Am,nFm,n
(5)
ηn
s∈N
ps = ηnNps
(15)
m∈N
n∈Nm
pf Am,nFm,n
(5)
ηn
s∈N
ps = ηnNps
(15) (5)
ηn
s∈N
ps = ηnNps
(15) (5) (15) MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY 5397 where the total number of demands in the network is N(N −1)
and h is the average hop count of the paths in the network, given The total power consumption, after grouping terms and rear-
ranging, is upper bounded by: as: P ≤ηn
pr
B
s∈N
d∈N
Ls,d
+ 1
B
s∈N
d∈N
Ls,dhs,d
ηnpr + ηnpt
+ pf A(max)
W
+ pgG(max)
+ ηnNps
(16)
as:
h = N
Under equal traffic de
hop count. Under unequ
two large cities may ha
compared to two small P ≤ηn
pr
B
s∈N
d∈N
Ls,d
+ 1
B
s∈N
d∈N
Ls,dhs,d
ηnpr + ηnpt
+ pf A(max)
W
+ pgG(max)
+ ηnNps
(16) h =
1
N(N −1)
s∈N
d∈N
s̸=d
hs,d
(26) (26) Under equal traffic demands it suffices to consider the average
hop count. Under unequal traffic demand two nodes representing
two large cities may have larger traffic demand between them
compared to two small cities. In this case it is important to
consider the number of hops over which each traffic demand
is routed. Therefore we introduce upper and lower bounds on
the power consumption where all traffic is assumed to travel the
maximum hop count h(max) or the minimum hop count h(min),
respectively between each node pair. These bound are given as (16) and lower bounded by: and lower bounded by: P ≥ηn
pr
B
s∈N
d∈N
Ls,d
+ 1
B
s∈N
d∈N
Ls,dhs,d
ηnpr + ηnpt
+ pf A(min)
W
+ pgG(min)
+ ηnNps
(17)
p
is routed. Therefore we introduce upper and lower bounds on
the power consumption where all traffic is assumed to travel the
maximum hop count h(max) or the minimum hop count h(min),
respectively between each node pair. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES The total power consumption bounds can be given by: P ≥ηn
pr
B
s∈N
d∈N
Ls,d Considering energy inefficient protection resources, i.e., pro-
visioned resources are doubled, the total power consumption
becomes bounded by: + Ec(min)
s∈N
d∈N
Ls,dhs,d + ηnNps
(20) (20) P ≥2N(N −1)¯L
ηn
pr
B + Ec(min)h(min)
+ ηnNps (32)
P ≤2N(N −1)¯L
ηn
pr
B + Ec(max)h(max)
+ ηnNps
(33) (32) P ≤ηn
pr
B
s∈N
d∈N
Ls,d + Ec(max)
s∈N
d∈N
Ls,dhs,d + ηnNps
(21) (21)
N
d∈N
Ls,dhs,d + ηnNps
(21)
B
(33)
(33) (33) or equal traffic demands, i.e.,:
Ls,d = ¯L
(22)
∀s, d ∈N, s ̸= d
(23)
total power consumption bounds are given as:
P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h
+ ηnNps
(24)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h
+ ηnNps
(25)
It can be seen from Figure 1 that the MILP results are found
to be much closer to the lower bound than the upper bound as
most of the links in the AT&T network are comparable in length
to the shortest link length and hence the number of EDFAs and
regenerators are close to their minimum values. This makes the
values generated by the lower bound represent a very good and
quick approximation to the consumed power. The bounds in
Figure 2 for unequal traffic additionally include the hop count
component as shown in equation 30 and 31 where the maximum
hop count and the minimum possible hop count are used for the For equal traffic demands, i.e.,: or equal traffic demands, i.e.,:
Ls,d = ¯L
(22)
∀s, d ∈N, s ̸= d
(23)
total power consumption bounds are given as:
It can be seen from Figure 1 that the MILP results are found
to be much closer to the lower bound than the upper bound as
most of the links in the AT&T network are comparable in length
to the shortest link length and hence the number of EDFAs and
regenerators are close to their minimum values. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES These bound are given as
P ≥ηn
pr
B
s∈N
d∈N
Ls,d + ηnNps
+ Ec(
i )h(
i )
Ls,d
(27) P ≥ηn
pr
B
s∈N
d∈N
Ls,d
+ 1
B
s∈N
d∈N
Ls,dhs,d
ηnpr + ηnpt
+ pf A(min)
W
+ pgG(min)
+ ηnNps
(17) P ≥ηn
pr
B
s∈N
d∈N
Ls,d + ηnNps (17) (17) + Ec(min)h(min)
s∈N,d∈N
Ls,d
(27) (27) Let: Ec(min) = 1
B
ηnpr + ηnpt
+ pf A(min)
W
+ pgG(min)
(18)
s∈
,d∈
P ≤ηn
pr
B
s∈N
d∈N
Ls,d + ηnNps
+ Ec(max)h(max)
s∈N,d∈N
Ls,d
(28) Ec(min) = 1
B
ηnpr + ηnpt
+ pf A(min)
W
+ pgG(min)
(18) Ec(min) = 1
B
ηnpr + ηnpt Ec(min) = 1
B
ηnpr + ηnpt
pf A(
) P ≤ηn
pr
B
s∈N
d∈N
Ls,d + ηnNps G(min)
(18)
ti
ffi
+ Ec(max)h(max)
s∈N,d∈N
Ls,d
(28) (18) (28) represents the non-bypass lower energy consumption coeffi-
cient, and represents the non-bypass lower energy consumption coeffi-
cient, and
s∈N,d∈N
Given that:
1 Given that: Given that: ¯L =
1
N(N −1)
s∈N
d∈N
Ls,d
(29) Ec(max) = 1
B
ηnpr + ηnpt
+ pf A(max)
W
+ pgG(max)
(19) (29) Ec(max) = 1
B
ηnpr + ηnpt The bounds can be simplified to: The bounds can be simplified to: + pf A(max)
W
+ pgG(max)
(19) (19) P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h(min)
+ ηnNps
(30)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h(max)
+ ηnNps (31) represents
the
non-bypass
higher
energy
consumption
coefficient. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES mum and the minimum distances, respecti 1) The power consumption of router ports p
4) The power consumption of regenerators = ηn
⎛
⎝
s∈N
prQs +
m∈N,n∈Nm
prλm,n
⎞
⎠
(1)
m∈N
n∈Nm
pgGm,nλm,n
(10) (10) (1) The regenerators power consumption is bounded by the
following bounds: The regenerators power consumption is bounded by the
following bounds: Where ηn is the IP/WDM power usage effectiveness and
Qs is the number of aggregation ports at node s. This can
be rewritten as: Where ηn is the IP/WDM power usage effectiveness and
Qs is the number of aggregation ports at node s. This can
be rewritten as:
m∈N
n∈Nm
pgGm,nλm,n
m∈N
n∈Nm
pgGm,nλm,n ηn
⎛
⎝pr
B
s∈N
d∈N
Ls,d + pr
B
s∈N,d∈N
Ls,dhs,d
⎞
⎠
(2) ≥pgG(min)
m∈N
n∈Nm
λm,n
(11) (2) (11)
m∈N
n∈Nm
pgGm,nλm,n where hs,d is the hop count of the path traversed by de-
mand (s, d) ≤pgG(max)
m∈N
n∈Nm
λm,n
(12) (12) 2) The power consumption of transponders = ηn
m∈N
n∈Nm
ptλm,n
(3) = ηn
m∈N
n∈Nm
ptλm,n
(3)
where (3) (3) where G(max) = max
m,n∈N Gm,n
(13)
G(min) = min
m,n∈N Gm,n
(14) (13) This can be rewritten as This can be rewritten as (14) ηn
pt
B
s∈N
d∈N
Ls,dhs,d
(4)
ar (4) are the number of regenerators associated with the links
of maximum and the minimum distances, respectively. are the number of regenerators associated with the links
of maximum and the minimum distances, respectively. II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES The power consumption of router ports: The power consumption of router ports: ηn
s∈N
prQs +
s∈N
d∈N
pr
B Ls,d
= 2ηn
pr
B
s∈N
d∈N
Ls,d
(34) (34) which can be rewritten as: which can be rewritten as: 2ηn
pr
B N(N −1)¯L
(35) (35) Using the same derivation approach as the one used in the non-
bypass case we have: Fig. 1. Power Consumption with Bounds of the Original AT&T Topology,
2020 BAU+GT Components, 40 Gbps, Non-bypass, Sleep and Energy efficient
Protection Considering Equal Traffic Demands. P ≤2ηn
pr
B N(N −1)¯L + ηnNps Fig. 2. Power Consumption and its bounds of the Original AT&T Topol-
ogy, 2020 BAU+GT Components, 40 Gbps, bypass, Sleep and energy efficient
Protection Considering Unequal Traffic Demands. + Eb(max)
s∈N,d∈N
Ls,dhs,d
(36) (36) P ≥2ηn
pr
B N(N −1)¯L + ηnNps
+ Eb(min)
s∈N,d∈N
Ls,dhs,d
(37) (37) where Eb(max) = 1
B
ηnpt + pf A(max)
W
+ pgG(max)
(38)
Eb(min) = 1
B
ηnpt + pf A(min)
W
+ pgG(min)
(39) (38) (39) are the bypass upper and lower energy consumption coefficient,
respectively. For equal traffic demands, the total power con-
sumption is bounded by: Fig. 2. Power Consumption and its bounds of the Original AT&T Topol-
ogy, 2020 BAU+GT Components, 40 Gbps, bypass, Sleep and energy efficient
Protection Considering Unequal Traffic Demands. P ≥N(N −1)¯L
2ηn
pr
B + Eb(min)h
+ ηnNps
(40)
P ≤N(N −1)¯L
2ηn
pr
B + Eb(max)h
+ ηnNps
(41) (40) (41) upper and lower bounds respectively. Therefore, the traffic plays
a role in estimating where the power consumed lies between the
two bounds. However, given that the average hop count of the
AT&T topology is 2.65 and the maximum and minimum hop
count are 5 and 1 respectively, and with the tendency of all paths
to select the shortest possible paths, this makes the MILP results
even closer to the lower bound. Similar to the non-bypass case, an upper bound and lower
bound on the total power consumption of unequal traffic de-
mands is attained when all traffic demands are routed through
the minimum hop count h(min) and the maximum hop count
h(max), respectively: P ≥2ηn
pr
B N(N −1)¯L + Eb(min)h(min)
s∈N,d∈N
Ls,d II. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER NON-BYPASS AND SLEEP MODE MEASURES This makes the
values generated by the lower bound represent a very good and Ls,d = ¯L
∀s, d ∈N, s ̸= d Ls,d = ¯L
(22)
∀s, d ∈N, s ̸= d
(23) ∀s, d ∈N, s ̸= d The total power consumption bounds are given as: The total power consumption bounds are given as: P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h
+ ηnNps
(24)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h
+ ηnNps
(25)
g
y
p
y g
quick approximation to the consumed power. The bounds in
Figure 2 for unequal traffic additionally include the hop count
component as shown in equation 30 and 31 where the maximum
hop count and the minimum possible hop count are used for the P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h
+ ηnNps
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h
+ ηnNps P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h
+ ηnNps
(24)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h
+ ηnNps
(25)
quick approximation to the consumed power. The bounds in
Figure 2 for unequal traffic additionally include the hop count
component as shown in equation 30 and 31 where the maximum
hop count and the minimum possible hop count are used for the P ≥N(N −1)¯L
ηn
pr
B + Ec(min)h
+ ηnNps
(24)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)h
+ ηnNps
(25)
quick approximation to the consumed power. The bounds in
Figure 2 for unequal traffic additionally include the hop count
component as shown in equation 30 and 31 where the maximum
hop count and the minimum possible hop count are used for the 5398 JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 Fig. 1. Power Consumption with Bounds of the Original AT&T Topology,
2020 BAU+GT Components, 40 Gbps, Non-bypass, Sleep and Energy efficient
Protection Considering Equal Traffic Demands. The bounds on the power consumption of the bypass IP over
WDM network can be obtained in a similar derivation to the
non-bypass case. Router ports are only used at the source and
destination nodes of each demand. MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY 5399 Fig. 3. Power Consumption and its bounds of the Original AT&T Topology,
2020 BAU+GT Components, 40 Gbps, bypass, Sleep and Energy Efficient
Protection considering Equal Traffic Demands. Figure 3 and Figure 4 show the upper and lower bound of the
bypass IP over WDM network power consumption and compare
them to the MILP model results using equal traffic and the
general traffic case, respectively. As with the non-bypass case,
the MILP results are closer to the lower bound than the upper
bound. IV. BOUNDS ON POWER CONSUMPTION UNDER MIXED LINE
RATES, SLEEP AND ENERGY EFFICIENT PROTECTION Here we develop upper and lower bounds, as well as an ap-
proximating expression of the IP over WDM network power
consumption under the optimum MLR solution considering the
bypass and non-bypass approach, sleep, energy efficient protec-
tion and equal average traffic demands. The total power consumption of a non-bypass IP over WDM
network using mixed line rates can be approximated by: Fig. 3. Power Consumption and its bounds of the Original AT&T Topology,
2020 BAU+GT Components, 40 Gbps, bypass, Sleep and Energy Efficient
Protection considering Equal Traffic Demands. P = ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈Nm
fp( ˜wmn)
+ ηn
m∈N
n∈Nm
ft( ˜wmn)
+ pf A
B
m∈N
n∈Nm
λm,n + Npsηn
+ G
m∈N
n∈Nm
fg( ˜wmn)
(48 Fig. 4. Power Consumption and its bounds of the Original AT&T Topol-
ogy, 2020 BAU+GT Components, 40 Gbps, bypass, Sleep and energy efficient
Protection Considering Unequal Traffic Demands. + pf A
B
m∈N
n∈Nm
λm,n + Npsηn
+ G
m∈N
n∈Nm
fg( ˜wmn)
(48) (48) Where fp( ˜wmn) is the function relating the power consumption
at a given selected line rate ˜wmn for router ports. Similarly,
ft( ˜wmn) and fg( ˜wmn) are the corresponding functions for the
transponder and the regenerator. This function is concave due to
the increase in energy efficiency per bit as the selected line rate
increases. Using Jensen’s inequality, given a concave function
f(x): Fig. 4. Power Consumption and its bounds of the Original AT&T Topol-
ogy, 2020 BAU+GT Components, 40 Gbps, bypass, Sleep and energy efficient
Protection Considering Unequal Traffic Demands. ft
m∈N
n∈Nm
˜wmn
≥
m∈N
n∈Nm
ft( ˜wmn)
(49) III. BOUNDS ON POWER CONSUMPTION OF CORE NETWORKS
UNDER BYPASS AND SLEEP MODE MEASURES + ηnNps
(42)
P ≤2ηn
pr
B N(N −1)¯L + Eb(max)h(max)
s∈N,d∈N
Ls,d (42) Here, similar to the non-bypass approach in Section II, we
develop upper and lower bounds for the IP over WDM power
consumption under the bypass approach considering sleep, en-
ergy efficient and inefficient protection and random and equal
average traffic demands. P ≤2ηn
pr
B N(N −1)¯L + Eb(max)h(max)
s∈N,d∈N
Ls,d + ηnNps
(43) (43) + ηnNps This can be simplified to: TABLE I
POWER CONSUMPTION VALUES FOR THE DIFFERENT CORE NETWORK
COMPONENTS AS ESTIMATED IN 2020 [3] TABLE I
POWER CONSUMPTION VALUES FOR THE DIFFERENT CORE NETWORK
COMPONENTS AS ESTIMATED IN 2020 [3] After rearranging the terms: After rearranging the terms: g g
P ≤N(N −1)¯L
ηn
pr
B + pf A
WB h
+ ηn
B fp
N(N −1)¯Lh
+ ηn
B ft
N(N −1)¯Lh
+ Npsηn + G
B fg
N(N −1)¯Lh
(53)
Let :
u = N(N −1)¯Lh
(54)
hen
P ≤
ηn
pr
Bh + pf A
WB
u
+ ηn
B fp(u) + ηn
B ft(u)
+ Npsηn + G
B fg(u)
(55) P ≤N(N −1)¯L
ηn
pr
B + pf A
WB h
+ ηn
B fp
N(N −1)¯Lh
+ ηn
B ft
N(N −1)¯Lh
+ Npsηn + G
B fg
N(N −1)¯Lh
(5 Let : Let : then P ≤
ηn
pr
Bh + pf A
WB
u
+ ηn
B fp(u) + ηn
B ft(u)
+ Npsηn + G
B fg(u)
(55) port), and the worst power savings when using the least efficient
port. Note that fp(u), ft(u) and fg(u) are obtained from Table I
where a linear interpolation is assumed in between the given
data rates (40 Gb/s, 100 Gb/s, 400 Gb/s and 1 Tb/s). The value p⇓
r and p⇑
r are the power consumption of the lowest
considered port (i.e., 40 Gbps) and the highest considered port
(i.e., 1 Tbps). The same applies to the transponders (p⇓
t and p⇑
t )
and the regenerators (p⇓
g and p⇑
g). Therefore the power consump-
tion at a given line rate is bounded for the three equipment as
follows: (55) Figure 5 shows the power consumption obtained from the
MILP model and the analytical upper bound for the 2020
network using non-bypass and MLR assuming equal traffic
demands. Equation (56) presents a bound that tries to approach the
optimum power consumption value. To get upper and lower
bounds, the concave function representing the power consump-
tion vs the data rate is approximated as a linear function with
a slope corresponding to the lowest port power consumption
and the highest port power consumption, respectively. This can be simplified to: This can be simplified to: (49) P ≥N(N −1)¯L
2ηn
pr
B + Eb(min)h(min)
+ ηnNps (44)
P ≤N(N −1)¯L
2ηn
pr
B + Eb(max)h(max)
+ ηnNps Therefore, the power consumption is upper bounded by: P ≤ηn
pr
B
s∈N
d∈N
Ls,d
+ ηnfp
m∈N
n∈Nm
˜wmn
+ ηnft
m∈N
n∈Nm
˜wmn
+ pf A
B
m∈N
n∈Nm
λm,n + Npsηn (45)
(45) Considering energy inefficient protection resources, the total
power consumption becomes bounded by: Considering energy inefficient protection resources, the total
power consumption becomes bounded by: P ≥2N(N −1)¯L
2ηn
pr
B + Eb(min)h(min)
+ ηnNps
(46 + pf A
B
m∈N
n∈Nm
λm,n + Npsηn (46) + Gfg
m∈N
n∈Nm
˜wmn
(50) P ≤2N(N −1)¯L
2ηn
pr
B + Eb(max)h(max)
+ ηnNps (50) (47) JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 5400 which can be shown to be equal to: which can be shown to be equal to: which can be shown to be equal to:
P ≤ηn
pr
B
s∈N
d∈N
Ls,d
+ ηn
B fp
s∈N
d∈N
Ls,dhs,d
+ ηn
B ft
s∈N
d∈N
Ls,dhs,d
+ pf A
WB
s∈N
d∈N
Ls,dhs,d + Npsηn
+ G
B fg
s∈N
d∈N
Ls,dhs,d
(51) P ≤ηn
pr
B
s∈N
d∈N
Ls,d
+ ηn
B fp
s∈N
d∈N
Ls,dhs,d
+ ηn
B ft
s∈N
d∈N
Ls,dhs,d
+ pf A
WB
s∈N
d∈N
Ls,dhs,d + Npsηn
+ G
B fg
s∈N
d∈N
Ls,dhs,d
(51 (51) Assuming equal traffic demands: P ≤ηn
pr
B N(N −1)¯L + ηn
B fp
N(N −1)¯Lh
+ ηn
B ft
N(N −1)¯Lh
+ pf A
WB N(N −1)¯Lh + Npsηn
+ G
B fg
N(N −1)¯Lh
Fig. 5. Power Consumption and its bounds of the Original AT&T Topology,
2020 BAU+GT Components, with MLR, sleep and Energy Efficient Protection
using Equal Traffic. V. BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION, BYPASS, SLEEP AND
ENERGY EFFICIENT PROTECTION + G
m∈N
n∈Nm
p⇓
g ˜wmn
(59) (59) Here we develop upper and lower bounds on the power con-
sumption of the optimum energy efficient topology for IP over
WDM network under the bypass approach considering sleep,
energy efficient protection and equal traffic demands. We also
develop closed form expressions for the power consumption of
various regular topologies and present a unified polynomial for-
mula with the corresponding coefficients for each topology. A
topology optimized to minimize the network power consump-
tion is decided based on the traffic demands Ls,d,t and distance
between nodes. The traffic demands determine the number of
router ports and transponders at each hop while the distance de-
termines the number of EDFAs and regenerators. This can be simplified to: BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION BYPASS SLEEP AND P ≥ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈N
p⇓
r ˜wmn
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t + G
B p⇓
g
u + Npsηn
(65) P ≥ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈Nm
p⇓
r ˜wmn
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t +
And similarly the upper bound is giv
∈N
n∈N
p⇓
r ˜wmn
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t + G
B p⇓
g
u + Npsηn
(65) (65) And similarly, the upper bound is given as: And similarly, the upper bound is given as: P ≤
2ηn
p⇑
r
Bh + pf A
WB + ηn
B p⇑
t + G
B p⇑
g
u + Npsηn
(66) (66) + pf A
B
m∈N
n∈Nm
λm,n + Npsηn V. BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION, BYPASS, SLEEP AND
ENERGY EFFICIENT PROTECTION Starting from
equation (21), the power consumption of the optimal topology
can be given as: Which gives: P ≥ηn
pr
B
s∈N
d∈N
Ls,d
+ ηn
B p⇓
r
s∈N
d∈N
Ls,dhs,d
+ p⇓
t
ηn
B
s∈N
d∈N
Ls,dhs,d
+ pf A
WB
s∈N
d∈N
Ls,dhs,d
+ Npsηn
+ G
B p⇓
g
s∈N
d∈N
Ls,dhs,d
(6 (60) Assuming equal traffic demands: P = min(ηn
pr
B N(N −1)¯L +
s∈N
d∈N
EcLs,dhs,d)
= ηn
pr
B N(N −1)¯L +
s∈N
d∈N
EcLs,d min(hs,d)
(67) P ≥ηn
pr
B N(N −1)¯L + ηn
B p⇓
r
N(N −1)¯Lh
+ ηn
B p⇓
t
N(N −1)¯Lh
+ pf A
WB N(N −1)¯Lh + Npsηn
+ G
B p⇓
g
N(N −1)¯Lh
(67) where where Ec =
ηnpr + ηnpt + pf A
W
+ pgG
(68) (68) (61) (61) Assuming equal demands, the total power is given as: Which gives: Which gives: P = ηn
pr
B N(N −1)¯L + ¯L
s∈N
d∈N
min(Echs,d)
(69) (69) P ≥
ηn
pr
Bh + pf A
WB + ηn
B p⇓
r + ηn
B p⇓
t + +G
B p⇓
g
u The optimal topology power consumption lies between the fol-
lowing bounds, where we assumed all links to deploy the max-
imum and minimum number of regenerators and EDFAs: (62) + Npsηn And similarly, the upper bound is given as: And similarly, the upper bound is given as: P ≥N(N −1)¯L
ηn
pr
B + Ec(min)hop
(70)
P ≤N(N −1)¯L
ηn
pr
B + Ec(max)hop
(71) (70) P ≤
ηn
pr
Bh + pf A
WB + ηn
B p⇑
r + ηn
B p⇑
t + G
B p⇑
g
u (71) (63) + Npsηn where hop is the average hop count of the optimal topology. This can be simplified to: This
means that the MLR has the best power savings if all ports can
use the most efficient ports (i.e., proportionally using the highest p⇓
r ˜wmn ≥fp( ˜wmn) ≥p⇑
r ˜wmn
(56)
p⇓
t ˜wmn ≥ft( ˜wmn) ≥p⇑
t ˜wmn
(57)
p⇓
g ˜wmn ≥fg( ˜wmn) ≥p⇑
g ˜wmn
(58) p⇓
r ˜wmn ≥fp( ˜wmn) ≥p⇑
r ˜wmn
(56)
p⇓
t ˜wmn ≥ft( ˜wmn) ≥p⇑
t ˜wmn
(57)
p⇓
g ˜wmn ≥fg( ˜wmn) ≥p⇑
g ˜wmn
(58) (56) (58) For the router ports, transponders and regenerators respectively. Therefore, starting from equation (49), the lower bound is MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY 5401 given as:
which is simplified to: which is simplified to: given as: given as: iven as:
P ≥ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈Nm
p⇓
r ˜wmn
which is simplified to:
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t + G
B p⇓
g
u + Npsηn
(65)
And similarly, the upper bound is given as: P ≥ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈Nm
p⇓
r ˜wmn
+ ηn
m∈N
n∈Nm
p⇓
t ˜wmn
p
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t + G
B p⇓
g
u + Npsηn
(65)
And similarly, the upper bound is given as:
P ≤
2ηn
p⇑
r
Bh + pf A
WB + ηn
B p⇑
t + G
B p⇑
g
u + Npsηn
(66) P ≥ηn
pr
B
s∈N
d∈N
Ls,d +
m∈N
n∈Nm
p⇓
r ˜wmn
+ ηn
m∈N
n∈Nm
p⇓
t ˜wmn
+ pf A
B
m∈N
n∈Nm
λm,n + Npsηn
⇓
p
P ≥
2ηn
p⇓
r
Bh + pf A
WB + ηn
B p⇓
t + G
B p⇓
g
u + Npsηn
(65)
And similarly, the upper bound is given as:
P ≤
2ηn
p⇑
r
Bh + pf A
WB + ηn
B p⇑
t + G
B p⇑
g
u + Npsηn
(66)
V. V. BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION, BYPASS, SLEEP AND
ENERGY EFFICIENT PROTECTION (76) This means that the power consumption of the star topology is
a polynomial in the network size, N, of the order 2. This means that the power consumption of the star topology is
a polynomial in the network size, N, of the order 2. B. Ring Topology (N odd) B. Ring Topology (N odd)
s∈N
d∈N
s̸=d
hs,d = 2N
1 + 2 + 3 + · · · + N −1
2
= 2N
1
2
N −1
2
N −1
2
+ 1
= N(N 2 −1)
4
(77) (77) Fig. 7. Power Consumption of the regular topologies with 2020 BAU+GT
Components, 40 Gbps and Sleep, considering equal traffic demands. Fig. 8. The hop counts of a 4-node line topology. where each node takes an incremental number of hops to reach
nodes on one side, and similarly for the other side, and this is
repeated for all nodes. Note here the total number of nodes on
each side to reach be a node is N −1
2 . Fig. 8. The hop counts of a 4-node line topology. h = N(N 2 −1)
4N(N −1) = N + 1
4
(78)
P = N(N −1)¯L
ηn
pr
B + Ec
N + 1
4
= ηn
4
¯LN 3 + pr
B
¯LN 2 −
ηn
pr
B + Ec
4
N ¯L
(79) (78) hop. Therefore a full mesh with links of the maximum distance
will have a higher power consumption that the optimal topology: P ≤N(N −1)¯L
ηn
pr
B + Ec(max)
(73) (73) (79) Figure 6 shows that the power consumption of the optimal
topology given by the MILP model is bounded by the lower
bound for the optimal topology given by equation (72) and
upper bounded by the equation (73). C. Ring Topology (N Even) C. Ring Topology (N Even) C. Ring Topology (N Even) C. Ring Topology (N Even) C. V. BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION, BYPASS, SLEEP AND
ENERGY EFFICIENT PROTECTION Similarly, The power consumption of the MLR approach under
the bypass approach can be shown to have the following bounds:
The lower bound: The power consumption of the optimal topology is lower
bounded by the power consumption of a full mesh, i.e., h =
1 where all links are of the minimum distance between nodes
given as: The lower bound: P ≥2N(N −1)¯Lηn
B p⇓
r + ηn
B p⇓
t (N −1)¯Lh
+ pf A
WB N(N −1)¯Lh + Npsηn
+ G
B p⇓
gN(N −1)¯Lh P ≥N(N −1)¯L
ηn
pr
B + Ec(min)
(72) (72) The optimal topology connects node pairs with a direct link
unless the power consumption of regenerators and EDFAs in the
direct link is greater than the power consumption of an additional The optimal topology connects node pairs with a direct link
unless the power consumption of regenerators and EDFAs in the
direct link is greater than the power consumption of an additional (64) 5402 JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 Fig. 6. Power Consumption of the optimal topology and its bounds, 2020
BAU+GT Components, 40 Gbps, bypass, sleep and energy efficient Protection,
considering equal traffic demands. and same traffic as the other topologies. For link distances, the
average link distance was used. and same traffic as the other topologies. For link distances, the
average link distance was used. A. Star Topology
s∈N
d∈N s̸=d
hs,d =2(N −1) + 2(N −1)(N −1)=2(N −1)2
(74)
hs,d =2(N −1) + 2(N −1)(N −1)=2(N −1)2 s∈N d∈N s̸=d
(74) (74) where the first term 2(N −1) is the total hops from each node to
the center of the star considering bidirectional demands, and the
second term 2(N −1)(N −2) is for the demands from nodes
to each other excluding the center of the star. h = 2(N −1)2
N(N −1) = 2(N −1)
N
(75)
P = N(N −1)¯L
ηp
pr
B + pc
2(N −1)
N
= 2pc ¯LN 2 +
ηp
pr
B −2pc
¯LN +
2pc −ηp
pr
B
¯L
(76) Fig. 6. Power Consumption of the optimal topology and its bounds, 2020
BAU+GT Components, 40 Gbps, bypass, sleep and energy efficient Protection,
considering equal traffic demands. (75) Fig. 7. Power Consumption of the regular topologies with 2020 BAU+GT
Components, 40 Gbps and Sleep, considering equal traffic demands. MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY 5403 TABLE II
REGULAR TOPOLOGIES POLYNOMIAL COEFFICIENTS
TABLE III
SUMMARY OF THE BOUNDS FOR THE DIFFERENT SCENARIOS
e node. The number of nodes on each side after removing TABLE II
REGULAR TOPOLOGIES POLYNOMIAL COEFFICIENTS TABLE III
SUMMARY OF THE BOUNDS FOR THE DIFFERENT SCENARIOS
a single node. The number of nodes on each side after removing
a node to make it symmetric is N
2 −1. And the hop count to the
removed node is counted for by the term N
2 . h =
N 3
4N(N −1) =
N 2
4(N −1)
(81)
P = N(N −1)¯L
ηn
pr
B + Ec
N 2
4(N −1)
= Ec
4
¯LN 3 + ηn
pr
B
¯LN 2 −ηn
pr
B N ¯L
(82)
D. Line Topology
The total number of hops used by all demands is given by
equation (83), which can be explained with the aid of Figure 8. To the right is a 4-node line topology and the array to the left
Fig. 9. Power Consumption of the different topologies at different n
2020 BAU+GT Components, 40Gbps, bypass, Sleep and energy effic
tection, considering equal traffic demands. a single node. The number of nodes on each side after removing
a node to make it symmetric is N
2 −1. And the hop count to the
removed node is counted for by the term N
2 . h =
N 3
4N(N −1) =
N 2
4(N −1)
(81)
P = N(N −1)¯L
ηn
pr
B + Ec
N 2
4(N −1)
= Ec
4
¯LN 3 + ηn
pr
B
¯LN 2 −ηn
pr
B N ¯L
(82) (81) (82) V. BOUNDS AND CLOSED FORMS OF POWER CONSUMPTION
UNDER TOPOLOGY OPTIMIZATION, BYPASS, SLEEP AND
ENERGY EFFICIENT PROTECTION Ring Topology (N Even)
s∈N
d∈N
s̸=d
hs,d = N
2
1 + 2 + 3 + · · · + N
2 −1
+ N
2
s∈N
d∈N
s̸=d
hs,d = N
2
1 + 2 + 3 + · · · + N
2 −1
+ N
2
= N
N
2 −1
N
2 + N
2
= N 3
4
(80) For different regular topologies (line, ring, and star topolo-
gies) a closed form expression of the power consumption can
be obtained using the closed form expressions of the hop count
given below and substituting them in equation (69). The power
consumption of the considered regular topologies at different
times of the day considering equal traffic demands is shown in
Figure 7 where the regular topologies used the same set of equip-
ment, same power consumption values, same number of nodes, = N
N
2 −1
N
2 + N
2
= N 3
4
(80) (80) Because of the even number of nodes, the number of nodes on
one side is higher than the number of nodes on the other side by Because of the even number of nodes, the number of nodes on
one side is higher than the number of nodes on the other side by REFERENCES (86) [1] J. M. H. Elmirghani, T. Klein, K. Hinton, T. E. H. El-Gorashi, A. Q. Lawey1, and X. Dong, “GreenTouch GreenMeter core network power
consumption models and results,” in Proc. IEEE Online Conf. Green
Commun., 2014, pp. 1–8. The total power for the aforementioned topologies can be given
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networks,” in Proc. Opt. Fiber Commun. Conf. Exhib., Mar. 19–23, 2015,
Paper Th1I-4. P = aN 3 + bN 2 + cN + d
(87) (87) [3] J. M. H. Elmirghani et al., “GreenTouch GreenMeter core network energy
efficiency improvement measures and optimization,” IEEE/OSA J. Opt. Commun. Netw., vol. 10, no. 2, pp. A250–A269, Feb. 2018. In Table II we summarize the values for the coefficients a, b, c,
and d for the different regular topologies. The table, alongside
Figure 9 show that the star and the full mesh topologies have
lower power consumption than other topologies as the most sig-
nificant polynomial coefficient is zero (a = 0). It shows also that
the full mesh topology has a close but lower power consumption
to the star topology, which gets better as the number of nodes
increases because the b and c coefficients are higher in the star
topology. It shows that the line topology consumes more power
than the two variants of the ring topology, and the highest power
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polynomial coefficients. [4] G. Shen and R. S. Tucker, “Energy-minimized design for IP over
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[5] K. Axel, U. Gebhard, and F. Ilchmann, “Energy and cost efficiency of
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WDM networks with data centers,” J. Lightw. Technol., vol. 29, no. 12,
pp. REFERENCES 1861–1880, Jun. 2011. In Table III we summarize the lower and upper bounds for
the different approaches considered in this paper. This table will
be useful for quick and easy reference to the bounds and the
reader can refer to previous sections for more details about the
derivation steps and assumption. The table is divided into two
parts where the first part considers the non-bypass case and the
second is the bypass case. In each part, incremental scenarios
that build on the basic approach are shown in sequence. [9] A. Lawey, T. El-Gorashi, and J. Elmirghani, “Distributed energy effi-
cient clouds over core networks,” J. Lightw. Technol., vol. 32, no. 7,
pp. 1261–1281, Apr. 2014. [10] A. Lawey, T. El-Gorashi, and J. Elmirghani, “Bittorrent content dis-
tribution in optical networks,” J. Lightw. Technol., vol. 32, no. 21,
pp. 4209–4225, Nov. 2014. [11] L. Nonde, T. El-Gorashi, and J. Elmirghani, “Energy efficient virtual
network embedding for cloud networks,” J. Lightw. Technol., vol. 33, no. 9,
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“Energy efficient big data networks: impact of volume and variety,” IEEE
Trans. Netw. Service Manage., vol. 15, no. 1, pp. 458–474, Mar. 2018. JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 JOURNAL OF LIGHTWAVE TECHNOLOGY, VOL. 36, NO. 23, DECEMBER 1, 2018 5404 core network energy efficiency models. The bounds and formu-
las give insights into the behavior of the systems and facilitate
predictions at situations where the MILP model is too complex. They also give approximations to the optimum results found
by the MILP models. The power consumption of the optimum
scenario generally lies close to the lower bound while the upper
bound is far from the optimum case because it takes into con-
sideration extreme cases that are not usually found in practice. We have also shown that the full-mesh topology is a very good
estimate of the optimal network topology and in general, regular
topologies can be represented as a polynomial of the third or-
der, with different coefficients for different topologies. We also
provide closed form expressions for the network paths average
hop counts for regular topologies. shows the hop count of a routed traffic between each source
and destination node pair. The following equation calculates the
total hop count by realizing the asymmetry in this matrix, and
realizing that the total hop count follows this pattern: hop count
1 exists 6 times, hop count 2 exists 4 times and hop count 3 exists
twice. The following equation generalizes it to a N number of
nodes.
s∈N
d∈N
s̸=d
hs,d = 2
N −1
i=1
i(N −i) = 2N
N −1
i=1
i −2
N −1
i=1
i2
= N(N −1)(N + 1)
3
(83)
h = N(N −1)(N + 1)
3N(N −1)
= N + 1
3
(84) = N(N −1)(N + 1)
3
(83)
h = N(N −1)(N + 1)
3N(N −1)
= N + 1
3
(84) (83) (83) where we used the fact that: D. Line Topology The total number of hops used by all demands is given by
equation (83), which can be explained with the aid of Figure 8. To the right is a 4-node line topology and the array to the left Fig. 9. Power Consumption of the different topologies at different node sizes,
2020 BAU+GT Components, 40Gbps, bypass, Sleep and energy efficient Pro-
tection, considering equal traffic demands. ACKNOWLEDGMENT n
1
i2 = n(n + 1)(2n + 1)
6
(85) n
1
i2 = n(n + 1)(2n + 1)
6
(85)
erefore
P = N(N −1)¯L
ηn
pr
B + Ec
N + 1
4
= Ec
4
¯LN 3 + ηn
pr
B
¯LN 2 −
ηn
pr
B + Ec
4
N ¯L
(86) The authors would also like to acknowledge broad discussions
with members of the GreenTouch Wired, Core and Access Net-
works working group. All data are provided in full in the results
section of this paper. (85) therefore P = N(N −1)¯L
ηn
pr
B + Ec
N + 1
4
= Ec
4
¯LN 3 + ηn
pr
B
¯LN 2 −
ηn
pr
B + Ec
4
N ¯L
(86) MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY Conf., Los Angeles, CA, USA,
2012, Paper OM2G-1. p
[18] F. Amarilli, S. B. Chang, S. Korotky, and K. Satzke, “GreenTouch appli-
cation taxonomy,” version V2, GreenTouch Confidential, Jun. 1, 2012. [19] Cisco, “Cisco CRS 16-Slot Chassis Power Systems,” Jan. 2009. [On-
line]. Available: https://www.cisco.com/c/en/us/td/docs/iosxr/crs/hardwa
re-install/crs-1/16-slot/system-description/b-crscrs1-16-slot-line-card-
chassis-system-description/b-crs-crs1-16-slot-line-card-chassis-system-
description ‘chapter’ 010.pdf [20] Cisco, “Cisco CRS 16-Slot Single-Shelf System Data Sheet,” June 2013. [Online]. Available:
http://www.cisco.com/c/en/us/products/collateral/
routers/carrier-routing-system/CRS-3 ‘16-Slot’ DS.html [21] Cisco, “CRS platform introduction,” 2012. [Online]. Available: https://
www.youtube.com/watch?v=hU5EWZRYFJc [22] Cisco, “Cisco CRS modular services cards,” Jan. 2014. [Online]. Avail-
able:
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routing-system/datasheet-c78-730791.html [23] Cisco, “Cisco CRS 1-Port OC-768C/STM-256C DPSK+ tunable WDM-
POS interface module,” Jan. 2010. [Online]. Available: https://www.cisco. com/c/en/us/products/collateral/routers/carrier-routing-system/data
‘sheet’ c78-478689.html [24] Cisco, “Cisco CRS 100 gigabit Ethernet interface modules,” Jan. 2014. [Online]. Available:
https://www.cisco.com/en/US/prod/collateral/
routers/ps5763/CRS-1x100GE’ DS.pdf [25] Cisco, “Cisco CRS-X 4-port 100GE LAN/OTN interface module,”
Oct. 2013. [Online]. Available: https://www.cisco.com/en/US/prod/colla
teral/routers/ps5763/data ‘sheet’ c78-728888.pdf Mohamed O. I. Musa received the B.Sc. (first-class Hons.) degree in
electrical and electronic engineering from the University of Khartoum,
Khartoum, Sudan, in 2009, the M.Sc. degree (with distinction) in broadband
wireless and optical communication from the University of Leeds, Leeds, U.K.,
in 2011, and the Ph.D. in energy efficient network coding in optical networks
from the University of Leeds, Leeds, U.K., in 2016. His current research in-
terests include ICT energy optimization, network coding and energy efficient
routing protocols in optical networks. He currently chairs working group for the
IEEE P1928.1 standard, and is the secretary for the IEEE Green ICT Standards
Committee. Taisir E. H. El-Gorashi received the B.S. (first-class Hons.) degree in electrical
and electronic engineering from the University of Khartoum, Khartoum, Sudan,
in 2004, the M.Sc. (with distinction) degree in photonic and communication
systems from the University of Wales, Swansea, U.K., in 2005, and the Ph.D. degree in optical networking from the University of Leeds, Leeds, U.K., in 2010. She is currently a Lecturer of optical networks with the School of Electrical and
Electronic Engineering, University of Leeds. She was a Postdoctoral Research
Fellow at the University of Leeds from 2010 to 2014, where she focused on
the energy efficiency of optical networks investigating the use of renewable
energy in core networks, green IP over WDM networks with data centers, en-
ergy efficient physical topology design, energy efficiency of content distribution
networks, distributed cloud computing, network virtualization, and big data. MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY He is and has been on the technical
program committee of the 34 IEEE ICC/GLOBECOM conferences between
1995 and 2016 including 15 times as Symposium Chair. He has given over 55
invited and keynote talks over the past 8 years. He received the IEEE Commu-
nications Society Hal Sobol Award, the IEEE Comsoc Chapter Achievement
Award for excellence in chapter activities (both in international competition in
2005), the University of Wales Swansea Outstanding Research Achievement
Award, 2006; and received in international competition: the IEEE Communi-
cations Society Signal Processing and Communication Electronics outstanding
service award, 2009, a best paper award at IEEE ICC2013. Related to Green
Communications he received the IEEE Comsoc Transmission Access and Opti-
cal Systems outstanding Service Award 2015 in recognition of Leadership and
Contributions to the Area of Green Communications, the GreenTouch 1000x
award in 2015 for pioneering research contributions to the field of energy ef-
ficiency in telecommunications, the IET 2016 Premium Award for best paper
in IET Optoelectronics, and shared the 2016 Edison Award in the collective
disruption category with a team of 6 from GreenTouch for their joint work on
the GreenMeter. He is currently the Editor of IET Optoelectronics and Jour-
nal of Optical Communications, and was the Editor of IEEE COMMUNICATIONS
SURVEYS AND TUTORIALS and IEEE JOURNAL ON SELECTED AREAS IN COMMU-
NICATIONS series on Green Communications and Networking. He was Co-Chair
of the GreenTouch Wired, Core and Access Networks Working Group, an ad-
viser to the Commonwealth Scholarship Commission, member of the Royal
Society International Joint Projects Panel and member of the Engineering and
Physical Sciences Research Council (EPSRC) College. He has been awarded
in excess of 22 million in grants to date from EPSRC, the EU and industry and
has held prestigious fellowships funded by the Royal Society and by BT. He
was an IEEE Comsoc Distinguished Lecturer 2013–2016. His work led to 5
IEEE standards with a focus on energy efficiency, where he currently heads the
work group responsible for IEEE P1925.1, IEEE P1926.1, IEEE P1927.1, IEEE
P1928.1, and IEEE P1929.1, resulting in significant impact through industrial
and academic uptake. [16] Cisco, “Cisco Visual Networking Index: Forecast and Methodology,
2014–2019,” Cisco White Paper [Online]. Available: http://www. cisco.com/c/en/us/solutions/collateral/service-provider/ipngn-ip-next-
generation-network/white ‘paper’ c11-481360.html [17] S. K. Korotky, Traffic trends: Drivers and measures of cost-effective and
energy-efficient technologies and architectures for backbone optical net-
works,” in Proc. Opt. Fiber Commun. MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY [15] M. Musa, T. Elgorashi, and J. Elmirghani, “Energy efficient survivable IP-
over-WDM networks with network coding,” IEEE/OSA J. Opt. Commun. Netw., vol. 9, no. 3, pp. 207–217, Mar. 2017. Jaafar M. H. Elmirghani received the B.Sc. (first-class Hons.) degree in elec-
trical engineering from the University of Khartoum, Khartoum, Sudan, in 1989
and was awarded all 4 prizes in the Department for Academic Distinction, the
Ph.D. degree in the synchronization of optical systems and optical receiver de-
sign from the University of Huddersfield, Huddersfield, U.K., in 1994, and the
D.Sc. degree in communication systems and networks from the University of
Leeds, Leeds, U.K., in 2014. He is the Director of the Institute of Integrated
Information Systems within the School of Electronic and Electrical Engineer-
ing, University of Leeds, Leeds, U.K. He joined Leeds in 2007 and prior to
that (2000–2007) as the Chair in Optical Communications with the Univer-
sity of Wales Swansea, he founded, developed, and directed the Institute of
Advanced Telecommunications and the Technium Digital (TD), a technology
incubator/spin-off hub. He has provided outstanding leadership in a number of
large research projects at the IAT and TD. He has coauthored Photonic Switch-
ing Technology: Systems and Networks (Wiley) and has authored more than 450
papers. His research interests include optical systems and networks. He is a
Fellow of the IET, Chartered Engineer, and a Fellow of the Institute of Physics. He was the Chairman of the IEEE Comsoc Transmission Access and Optical
Systems technical committee and was the Chairman of the IEEE Comsoc Sig-
nal Processing and Communications Electronics technical committee, and an
editor of the IEEE COMMUNICATIONS MAGAZINE. He was a Founding Chair of
the Advanced Signal Processing for Communication Symposium which started
at IEEE GLOBECOM99 and has continued since at every ICC and GLOBE-
COM. He was also Founding Chair of the first IEEE ICC/GLOBECOM optical
symposium at GLOBECOM00, the Future Photonic Network Technologies,
Architectures, and Protocols Symposium. He chaired this symposium, which
continues to date under different names. He was the founding chair of the first
Green Track at ICC/GLOBECOM at GLOBECOM 2011, and is Chair of the
IEEE Green ICT initiative within the IEEE Technical Activities Board Future
Directions Committee, a pan IEEE Societies initiative responsible for Green
ICT activities across IEEE, 2012-present. VI. CONCLUSIONS [13] H. M. Mohammad Ali, T. E. H. El-Gorashi, A. Q. Lawey, and J. M. H. Elmirghani, “Future energy efficient data centers with disaggregated
servers,” J. Lightw. Technol., vol. 35, no. 24, pp. 5361–5380, Dec. 2017. In this paper we developed bounds on the power consumption
of core networks for the non-bypass, bypass, MLR and topol-
ogy optimization scenarios to verify the individual elements of
the optimization models produced in our previous GreenTouch [14] M. Musa, T. Elgorashi, and J. Elmirghani, “Bounds for energy efficient
survivable IP over WDM networks with network coding,” IEEE/OSA J. Opt. Commun. Netw., vol. 10, no. 5, pp. 471–481, May 2018. 5405 MUSA et al.: BOUNDS ON GREENTOUCH GREENMETER NETWORK ENERGY EFFICIENCY In
2012, she was a BT Research Fellow, where she developed an energy efficient
hybrid wireless optical broadband access network and explored the dynamics of
TV viewing behavior and program popularity. The energy efficiency techniques
developed during her postdoctoral research contributed three out of the eight
carefully chosen core network energy efficiency improvement measures rec-
ommended by the GreenTouch consortium for every operator network world-
wide. Her work led to several invited talks at GreenTouch, Bell Labs, the Optical
Network Design and Modeling Conference, the Optical Fiber Communications
Conference, the International Conference on Computer Communications, and
the EU Future Internet Assembly in 2013 and collaboration with Alcatel Lucent
and Huawei.
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English
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Parkin (PARK 2) Mutations Are Rare in Czech Patients with Early-Onset Parkinson's Disease
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PloS one
| 2,014
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cc-by
| 5,126
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Abstract uthors confirm that all data underlying the findings are fully available without restriction. All relevant data are included within the paper Funding: This work was supported by the Czech Ministry of Health, IGA NT/11331 (OF, MM, and ER); Czech Ministry of Health, RVO-VFN64165/2012 (DZ and PM);
Charles University in Prague, PRVOUK P26/LF1/4 (JR and ER); and Charles University in Prague, UNCE 204011/2012 (DZ, JK, and PM). 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. * Email: fiala@inep.cz intronic regions. The parkin gene encodes a 465-amino acid
protein, which contains a ubiquitin-like domain at the N terminus
and a RING (Really Interesting New Gene) domain composed of
three RING finger motifs (RING0, 1, and 2). RING1 and 2 are
separated by a sequence without any recognizable domain
structure named IBR (in between-RING) [8]. Parkin exhibits E3
ubiquitin ligase activity and mediates the ubiquitination of a
number
of
proteins,
thus
targeting
them
for
proteasomal
degradation. Parkin has been reported to influence mitochondrial
fusion, mitophagy and mitochondrial transport through ubiquity-
lation of mitofusin, voltage dependent anion channel 1 (VDAC1)
and Miro/Milton complex, respectively. Parkin has also been
shown to be important in the regulation of mitochondrial
biogenesis [9]. Ondrej Fiala1,2*, Daniela Zahorakova3, Lenka Pospisilova3, Jana Kucerova3, Milada Matejckova4,
Pavel Martasek3, Jan Roth1, Evzen Ruzicka1 1 Department of Neurology and Centre of Clinical Neuroscience, 1st Faculty of Medicine and General University Hospital, Charles University, Prague, Czech Republic,
2 Institute of Neuropsychiatric Care (INEP), Prague, Czech Republic, 3 Department of Pediatrics and Adolescent Medicine, 1st Faculty of Medicine, and General University
Hospital, Charles University, Prague, Czech Republic, 4 Department of Pathology and Molecular Medicine, Thomayer’s University Hospital, Prague, Czech Republic Parkin (PARK 2) Mutations Are Rare in Czech Patients
with Early-Onset Parkinson’s Disease Ondrej Fiala1,2*, Daniela Zahorakova3, Lenka Pospisilova3, Jana Kucerova3, Milada Matejckova4,
Pavel Martasek3, Jan Roth1, Evzen Ruzicka1 September 2014 | Volume 9 | Issue 9 | e107585 Abstract Objective: The aim of the study is to determine the frequency of parkin allelic variants in Czech early-onset Parkinson’s
disease patients and healthy controls. Methods: A total of 70 early-onset Parkinson’s disease patients (age at onset #40 years) and 75 controls were screened for
the sequence variants and exon rearrangements in the parkin gene. Results: Parkin mutations were identified in five patients (7.1%): the p.R334C point mutation was present in one patient,
four patients had exon deletions. The detected mutations were observed in the heterozygous state except one
homozygous deletion of the exon 4. No mutations were obtained in control subjects. A novel sequence variant p.V380I
(c.1138G.A) was identified in one control. Non-pathogenic polymorphisms p.S167N and p.D394N were seen in similar
percentage in patients and controls, polymorphism p.V380L was almost twice as frequent in controls as in patients. Conclusions: Our study contributes to the growing body of evidence on the low frequency of the parkin mutations in the
early-onset Parkinson’s disease suggesting the potential role of other genes in the pathogenesis of the disease. akova D, Pospisilova L, Kucerova J, Matejckova M, et al. (2014) Parkin (PARK 2) Mutations Are Rare in Czech Patients with Early-Onset
ONE 9(9): e107585. doi:10.1371/journal.pone.0107585 Editor: Oscar Arias-Carrion, Hospital General Dr. Manuel Gea Gonza´lez, Mexico Copyright: 2014 Fiala et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Fiala et al. This is an open-access article distributed under the terms of the Creative Commons Attrib
use, distribution, and reproduction in any medium, provided the original author and source are credited. Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. All relevant data are Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. All relevant data are included within the paper. Funding: This work was supported by the Czech Ministry of Health, IGA NT/11331 (OF, MM, and ER); Czech Ministry of Health, RVO-VFN64165/2012 (DZ and PM);
Charles University in Prague, PRVOUK P26/LF1/4 (JR and ER); and Charles University in Prague, UNCE 204011/2012 (DZ, JK, and PM). The funders had no role in
study design, data collection and analysis, decision to publish, or preparation of the manuscript. Genotypic characteristics and frequency of allelic variants
of the parkin gene For genetic analysis, a venous blood sample was collected and
genomic DNA was isolated from peripheral blood leukocytes using
a standard salting-out procedure. All 12 exons of the parkin gene
were
amplified
from
the
patient’s
genomic
DNA
by
the
polymerase chain reaction (PCR). For amplification, previously
described primers were used [16]. All fragments were analyzed in
both directions on a 3500xL Genetic Analyzer (Applied Biosys-
tems). Parkin allelic variants were numbered relative to Genbank
mRNA sequence (accession number NM_004562). Genotypic characteristics of the patients and controls are shown
in Table 2, the frequency of allelic variants of the parkin gene is
reported
in
Table 3. Previously
described
polymorphisms
p.S167N and p.D394N were seen in similar percentage in patients
(7.1%, 10.0%) and controls (9.3%, 8.0%). Polymorphism p.V380L
was almost twice as frequent in controls (25.3%) as in patients
(14.3%). A novel sequence variant p.V380I (c.1138G.A) was
identified in one control (1.3%). One patient (1.4%) and three
controls (4.0%) were carriers of two different polymorphisms
(p.S167N + p.D394N, p.S167N + p.V380L, p.V380I + p.D394N). Disease-causing
mutations
(HGMD
classification)
p.A82E,
p.R334C, and p.R402C occurred in three patients (4.3%) and
one control (1.3%); from those subjects, a shared mutation with
another polymorphism (p.A82E + p.D394N, p.V380L + p.R402C)
was detected in one patient (1.4%) and one control (1.3%). Exon
deletions were identified in four patients (5.7%). All allelic variants
were observed in the heterozygous state, except two homozygous
polymorphisms (p.V380L in patient, p.S167N in control) and one
homozygous deletion (Ex4del). The patient with this mutation was
also heterozygous for deletion of exons 2–3 and heterozygous for
the p.V380L polymorphism; his family history was positive
(Table 2, Patient 3). No statistically significant difference was
found in the frequency of parkin allelic variants between patients
and controls (Table 3). Controls were screened for the sequence variants identified in
patients using high resolution melt analysis (HRM). The primers
used for HRM were the same as those used to generate the PCR
products for sequencing in patients. Reference samples of known
genotypes were included into each sample group. The samples
were then analyzed in Light Scanner instrument (Biofire Defence)
using a melt range of 65uC to 98uC. Acquired data were analyzed
by the supplied Call-IT 1.5 software using the auto group and high
sensitivity settings. Introduction Parkinson’s disease (PD) is a chronic progressive neurodegen-
erative disorder, clinically characterized by resting tremor, rigidity,
and bradykinesia, as well as non-motor impairment such as
cognitive deficit or autonomic dysfunction [1]. The prevalence of
PD is about 0.3% in the entire population and more than 1% in
the population over the age of 60 years [2]. The mean age at onset
(AAO) of PD is usually between 60–70 years [3], however 3–5% of
all patients with PD have onset before the age 40 years [4]. This
rare form of the disease is referred as early-onset PD (EOPD); the
incidence of EOPD is estimated 0.5 per 100 000 per year [5]. The
clinical phenotype of EOPD differs from classic PD in several
features such as slower disease progression, more frequent
occurrence of dystonia, marked sleep benefit, excellent treatment
response, and early development of levodopa-induced dyskinesia
and motor fluctuations [4,6]. Among several genes whose
mutations are associated with autosomal recessive EOPD, parkin
mutations were shown as the most common [7]. More than 180 pathologic allelic variants of the parkin gene
have been described with half of them being located in the region
spanning exons 2 to 4. The exon rearrangements account for more
than 50% of all parkin mutations [10,11]. Lu¨cking and colleagues
reported the parkin mutations in 50% of familial as well as 18% of
sporadic EOPD cases [7]. In contrast, other studies have shown a
pathogenic mutation frequency as low as 1.6–8.6% [12–14]. The Parkin is one of the largest human genes spanning approx-
imately 1.38 Mb. It consists of 12 coding exons separated by large PLOS ONE | www.plosone.org 1 September 2014 | Volume 9 | Issue 9 | e107585 Parkin Mutations in Czech Patients prevalence of the parkin mutations vary widely across studies,
possibly due to a population-specific variability in allele frequen-
cies. The aim of this study is to determine the frequency of parkin
allelic variants in Czech EOPD patients and healthy controls. electronic tools MutPred and SIFT. The genotype frequencies in
the general population were calculated from data of the Exome
Variant Server (European American population). Genotypic characteristics and frequency of allelic variants
of the parkin gene To identify exon rearrangements in the parkin gene, we
analyzed gene dosage in patients and controls using multiplex
ligation-dependent probe amplification (MLPA) using SALSA
MLPA kit P051-C3-0313 and P052-C2-0313 (MRC-Holland). The MLPA assay was performed according to the manufacturer’s
protocol. The fragments were analyzed on a 3130 Genetic
Analyzer (Applied Biosystems) with the fragment analysis software
Gene Mapper 4.0. For each sample, the relative peak area was
calculated and compared with controls using the Coffalyser
v.131211 software. Clinical characteristics of patients Clinical characteristics of EOPD patients are summarized in
Table 1. The mean AAO was 35.064.9 years, the average disease
duration amounted to 12.368.0. The mean H-N stage was
2.160.9. Dystonia occurred in more than half of the patients
(55.7%), the half of the individuals (50.0%) referred marked sleep
benefit. A
relatively
high
percentage
of
patients
reported
hallucinations (18.6%). The most common sign of dysautonomia
was hyperhidrosis (57.1%), followed by hypersalivation (42.9%),
urinary dysfunction (28.6%), and constipation (27.1%). An
excellent response to dopaminergic therapy was reported by two
thirds of the cases (68.6%), levodopa-induced dyskinesia and
motor fluctuations were registered in more than half of the patients
(51.4% and 70.0%, respectively). Dyskinesia had developed after a
mean interval of 5.4 years 64.1 after commencing dopaminergic
treatment, motor fluctuations appeared even earlier (4.7 years
64.1). A positive family history was present in 10 (14.3%)
individuals. Materials and Methods The Fisher Exact Test was used to assess differences in
frequency of parkin allelic variants between patients and controls. Odds ratios (OR) are given with their 95% confidence intervals
(CI). Statistical analysis was performed using the GraphPad Prism
6 software. Patients and controls A total of 70 unrelated Czech patients (47 males, 23 females;
mean age 47.7 years) with EOPD (AAO #40 years) were recruited
from the Movement Disorders Center, Prague, Czech Republic. The diagnosis of PD was based on the UK Brain Bank diagnostic
criteria, not including the presence of family history as an
exclusion criterion [15]. Controls were 75 healthy unrelated
individuals (52 males, 23 females; mean age 45.4 years) recruited
from the Department of Blood Transfusion, General University
Hospital, Prague, Czech Republic. Written informed consent was
obtained from all individuals. Phenotypic data were assessed by
personal interview and neurological examination, both in patients
and in controls. All controls had normal neurological examination
and negative family history for parkinsonism. Family history was
defined as positive if the proband had at least one affected first- or
second-degree relative. Personal interview and clinical evaluations
of EOPD patients included the severity of PD (Hoehn and Yahr
stage; H-Y), the presence of dystonia, hallucinations, dysautono-
mia (hyperhidrosis, hypersalivation, urinary dysfunction, consti-
pation), and sleep benefit, as well as the response to dopaminergic
therapy and the occurrence of levodopa-induced dyskinesia and
motor fluctuations. The study was approved by the ethics
committee of the General University Hospital, Prague, Czech
Republic. September 2014 | Volume 9 | Issue 9 | e107585 Discussion The basic clinical characteristics of Czech EOPD patients do
not differ from previous descriptions of EOPD phenotype [4,6,17]. Our results confirmed a high occurrence of dystonia (55.7%), The identified allelic variants were classified according to
terminology of the Human Gene Mutation Database (HGMD). The
prediction
of
the
pathogenicity
was
performed
using September 2014 | Volume 9 | Issue 9 | e107585 PLOS ONE | www.plosone.org 2 Parkin Mutations in Czech Patients Table 1. Clinical characteristics of patients (n = 70). Characteristics
Patients
Male/Female (% male)
47/23 (67.1%)
Age at onset (mean 6 SD) years
35.064.9
Age at examination (mean 6 SD) years
47.468.4
Disease duration (mean 6 SD) years
12.368.0
H-Y stage (mean 6 SD)
2.160.9
Positive family history
10 (14.3%)
Dystonia
39 (55.7%)
Hallucinations
13 (18.6%)
Hyperhidrosis
40 (57.1%)
Hypersalivation
30 (42.9%)
Urinary dysfunction
20 (28.6%)
Constipation
19 (27.1%)
Sleep benefit
35 (50.0%)
Excellent response to dopaminergic therapy
48 (68.6%)
Levodopa-induced dyskinesia
36 (51.4%)
Latency of dyskinesia (mean 6 SD) years
5.464.1
Motor fluctuations
49 (70.0%)
Latency of motor fluctuations (mean 6 SD) years
4.764.1
doi:10.1371/journal.pone.0107585.t001 Table 1. Clinical characteristics of patients (n = 70). Characteristics
Patients
Male/Female (% male)
47/23 (67.1%)
Age at onset (mean 6 SD) years
35.064.9
Age at examination (mean 6 SD) years
47.468.4
Disease duration (mean 6 SD) years
12.368.0
H-Y stage (mean 6 SD)
2.160.9
Positive family history
10 (14.3%)
Dystonia
39 (55.7%)
Hallucinations
13 (18.6%)
Hyperhidrosis
40 (57.1%)
Hypersalivation
30 (42.9%)
Urinary dysfunction
20 (28.6%)
Constipation
19 (27.1%)
Sleep benefit
35 (50.0%)
Excellent response to dopaminergic therapy
48 (68.6%)
Levodopa-induced dyskinesia
36 (51.4%)
Latency of dyskinesia (mean 6 SD) years
5.464.1
Motor fluctuations
49 (70.0%)
Latency of motor fluctuations (mean 6 SD) years
4.764.1
doi:10.1371/journal.pone.0107585.t001 Table 1. Clinical characteristics of patients (n = 70). motor symptoms also prevail in late-onset PD [18] having negative
impact on health-related quality of life [19]. marked sleep benefit (50.0%), an excellent response to dopami-
nergic therapy (68.6%) as well as high rate of the levodopa-
induced dyskinesia (51.4%) and motor fluctuations (70.0%) with
early development after commencing the dopaminergic treatment
(dyskinesia = 5.4 years; motor fluctuations = 4.7 years). The signs
of dysautonomia (hyperhidrosis, hypersalivation, urinary dysfunc-
tion, constipation) were also common, hallucinations occurred in a
rather high percentage of patients (18.6%). The following non- Polymorphisms p.S167N and p.D394N were as common in
patients as in controls. Discussion Although both polymorphisms are classified
according to HGMD as disease-associated, meta-analytic studies
did not show the association between these polymorphisms and
PD risk [20,21]. Polymorphism p.V380L was seen almost twice
more frequently in controls than in patients. It corresponds with
the recent meta-analysis demonstrating association of the p.V380L Table 2. Genotypic characteristics of patients and controls. Individual
Sequence variant/mutation
Positive family history
Patient 1
p.A82E het + p.D394N het
no
Control 1, Patient 2
p.S167N het + p.D394N het
no
Patient 3
p.V380L het + ex2-3del het + ex4del hom
yes
Control 2
p.S167N hom + p.V380L het
no
Control 3
p.V380I het + p.D394N het
no
Control 4
p.V380L het + p.R402C het
no
Patient 4–7, Control 5–10
p.S167N het
patient 4
Patient 8
p.R334C het
no
Patient 9–16, Control 11–26
p.V380L het
patient 9,10
Patient 17
p.V380L hom
no
Patient 18–22, Control 27–30
p.D394N het
no
Patient 23
p.R402C het
no
Patient 24
ex2del het
no
Patient 25
ex1-2del het
no
Patient 26
ex2-5del het
no
het - heterozygous, hom- homozygous. doi:10.1371/journal.pone.0107585.t002
PLOS ONE | www.plosone.org
3
September 2014 | Volume 9 | Issue 9 | e107585 Table 2. Genotypic characteristics of patients and controls. September 2014 | Volume 9 | Issue 9 | e107585 September 2014 | Volume 9 | Issue 9 | e107585 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org Parkin Mutations in Czech Patients Table 3. Frequency of allelic variants of the parkin gene in patients (n = 70) and controls (n = 75). September 2014 | Volume 9 | Issue 9 | e107585 Discussion Prediction analysis using MutPred and SIFT
estimated a low probability of pathogenic effect (Table 3). One patient was a carrier of the p.A82E sequence variant
(labeled as disease causing mutation in HGMD). This variant is
very likely to be non-pathogenic as its presence has been
previously observed in healthy controls [23]; it has a benign
prediction analysis, and no effect of the p.A82E variant on the
cellular distribution of the protein in vitro [24]. Even though the
p.R402C allelic variant has been predicted as damaging and
classified as disease causing mutation in HGMD (Table 3), its
pathogenic status is equivocal since it has been also detected in
healthy subject [25]. In our sample, heterozygous p.R402C
variant was present in one patient and one control. The minor-
allele frequency in European American population is estimated at
0.26% according to the Exome Variant Server (EVS). Therefore,
we assume that p.R402C is a non-pathogenic silent substitution. In our previous pilot study [40], using less strict criteria for the
AAO (#45 years), we reported parkin mutations and polymor-
phisms among 45 Czech patients with EOPD, however their
clinical significance was unclear due to the lack of control group. In the present case-control study, we are able to address this issue. Since we found previously a high percentage of the parkin
polymorphisms in patients (34.9%), we suggested these polymor-
phisms as possible risk factors for EOPD. In the light of the new
results presented here, it appears however that the detected parkin
polymorphisms (p.S167N, p.V380L, p.D394N) are not risk factors
for EOPD. Mutations of the parkin gene were identified in five patients
(7.1%): the p.R334C point mutation was present in one patient
(1.4%), four patients (5.7%) had exon deletions. All deletions
contained exon 2 encoding ubiquitin-like domain [26], which is
crucial for a normal function of the protein and prevents its
autoubiquitination [27]. No exon deletion was obtained in controls
suggesting the possible pathogenic role of exon rearrangements in
the etiology of EOPD. The detected mutations were observed only
in the heterozygous state except one homozygous deletion of the
exon 4. With regard to recessive inheritance of parkin type of
EOPD, the presence of the homozygous or two compound
heterozygous parkin mutations is required to cause the disease. Although the clinical significance of single heterozygous parkin
mutations
remains
unclear,
partial
evidence
indicates
that
heterozygous mutations also contribute to PD risk [28]. 14. Koziorowski D, Hoffman-Zacharska D, Slawek J, Szirkowiec W, Janik P, et al.
(2010) Low frequency of the PARK2 gene mutations in Polish patients with the
early-onset form of Parkinson disease. Parkinsonism Relat Disord 16: 136–138. Acknowledgments The authors are thankful to Mrs. Alena Puchmajerova and Mrs. Irena
Starkova for their valuable technical support. The incidence of PD increases with age; it is five times higher at
the age between 40–49 years than in the range of 30–39 years [5]. EOPD is considered a disease with AAO #40 years [8]. Nevertheless, many studies applied higher AAO, typically #45
[33–35] or #50 years [36–39]. The application of various criteria
for AAO may cause misinterpretation when comparing data (e.g. the percentage of identified mutations) among studies. Thus, we
adopted the most strict AAO criteria (#40 years) in order to Discussion Allelic variant
Zygosity
HGMD
class
SIFT/MutPred
EVS genotype frequency
Frequency in patients
Frequency in
controls
Fisher P-
value
OR
95% CI
SNPs/point mutations
p.A82E
het
DM
Tolerated/Low risk
0.51%
1 (1.4%)
0 (0.0%)
0.489
3.26
0.13–81.40
p.S167N
het
DP
Tolerated/Very low risk
3.74%
5 (7.1%)
6 (8.0%)
1.0
0.89
0.26–3.04
p.S167N
hom
DP
Tolerated/Very low risk
0.05%
0 (0.0%)
1 (1.3%)
1.0
0.35
0.01–8.80
p.R334C
het
DM
Tolerated/Medium risk
NA
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
p.V380L
het
DP
Tolerated/Very low risk
28.51%
9 (12.9%)
19 (25.3%)
0.062
0.44
0.18–1.04
p.V380L
hom
DP
Tolerated/Very low risk
2.84%
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
p.V380I
het
NA
Tolerated/Low risk
NA
0 (0.0%)
1 (1.3%)
1.0
0.35
0.01–8.80
p.D394N
het
DP
Tolerated/Very low risk
8.53%
7 (10.0%)
6 (8.0)%
0.775
1.28
0.40–4.01
p.R402C
het
DM
Damaging/High risk
0.51%
1 (1.4%)
1 (1.3%)
1.0
1.07
0.07–17.49
Exon rearrangements
Ex1del
het
DM
NA
NA
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
Ex2del
het
DM
NA
NA
4 (5.7%)
0 (0.0%)
0.052
10.22
0.54–193.50
Ex3del
het
DM
NA
NA
2 (2.9%)
0 (0.0%)
0.231
5.51
0.26–116.90
Ex4del
het
DM
NA
NA
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
Ex4del
hom
DM
NA
NA
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
Ex5del
het
DM
NA
NA
1 (1.4%)
0 (0.0%)
0.483
3.26
0.13–81.40
CI - confidence interval, DM - disease causing mutation, DP - disease-associated polymorphism, EVS - Exome variant server, het - heterozygous, HGMD - Human gene mutation database, hom - homozygous, NA - not available, OR -
odds ratio. 4 Parkin Mutations in Czech Patients polymorphism with decreased risk for PD [22], despite the fact
that the p.V380L variant is listed as disease-associated polymor-
phism in HGMD. preserve a more phenotypically homogeneous patient’s sample at
the expense of its size. The relatively small size of our patient’s sample (n = 70) was a
substantial limitation for the statistical analysis. Although there was
no statistically significant difference in the frequency of parkin
allelic variants between patients and controls, noticeable contrast
can be seen in two cases: a twice higher frequency of heterozygous
p.V380L polymorphism in controls (p = 0.062; OR = 0.44; 95%
CI = 0.1821.04) and an exclusive occurrence of heterozygous
deletion of exon 2 in four patients (p = 0.052; OR = 10.22; 95%
CI = 0.542193.50). A novel allelic variant p.V380I (c.1138G.A) was identified in
one control. 13. Kilarski LL, Pearson JP, Newsway V, Majounie E, Knipe MD, et al. (2012)
Systematic review and UK-based study of PARK2 (parkin), PINK1, PARK7
(DJ-1) and LRRK2 in early-onset Parkinson’s disease. Mov Disord 27: 1522–
1529. Discussion Unaffect-
ed carriers of heterozygous parkin mutations show presynaptic
dopaminergic dysfunction in the striatum [29,30] and hyperecho-
genicity of the substantia nigra [31,32]. These preclinical changes
suggest that heterozygous parkin mutations might contribute to
the pathogenesis of EOPD. Overall, our study contributes to the growing body of evidence
on the low frequency of the parkin mutations in the EOPD
[12,13,41,42], although it does not corroborate with the other
studies indicating high prevalence of these mutations [7,35]. Furthermore, we have identified a low percentage of EOPD
familiar cases positive for mutations in the parkin gene (only one
case; 10%) in comparison to previous observations [7]. Possible
explanations for this discrepancy could be a population-specific
variability in allele frequencies, different AAO criteria, various
ratios of sporadic and familiar cases, and different criteria for
determining the allelic variants as mutations. Interestingly, the
study in Polish EOPD patients similarly showed low frequency of
the parkin mutations (3.8%) [14]. It may suggest the potential role
of other genes in the pathogenesis of EOPD in Slavic population. g
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Predictors of parkin mutations in early-onset Parkinson disease: the consortium
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71: 499–504. PLOS ONE | www.plosone.org 5 September 2014 | Volume 9 | Issue 9 | e107585 Parkin Mutations in Czech Patients familial parkinsonism associated with mutations in the parkin gene. Ann Neurol
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Mutational screening of PARKIN identified a 3’ UTR variant (rs62637702)
associated with Parkinson’s disease. J Mol Neurosci 50: 264–269. 26. Corti O, Lesage S, Brice A (2011) What genetics tells us about the causes and
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(2007) Deciphering the role of heterozygous mutations in genes associated with
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Screening PARK genes for mutations in early-onset Parkinson’s disease patients
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emission tomographic analysis of the nigrostriatal dopaminergic system in PLOS ONE | www.plosone.org September 2014 | Volume 9 | Issue 9 | e107585 September 2014 | Volume 9 | Issue 9 | e107585 6
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Medical and Household Characteristics Associated with Methicillin Resistant Staphylococcus aureus Nasal Carriage among Patients Admitted to a Rural Tertiary Care Hospital
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PloS one
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Abstract This is an open-access article distributed under the terms of the Creative Commons Attribut
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by the National Center for Research Resources (grant number UL1RR025747), the NC Occupational Safety and Health
Education Research Center (5-52665), and the H. Michael and Barbara Arrighi Endowed Scholarship Fund. The content is the sole responsibility of the authors and
does not represent the official views of the National Center for Research Resources, the National Institutes of Health, or the National Institutes for Occupational
Safety and Health. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: Keith Ramsey has provided consultancy for BD GeneOhm, is on the Speakers Bureaus of Cubist Pharmaceuticals and Sanofi-Pasteur, and
has served as an expert witness in legal proceedings related to healthcare-associated infections, and received fees for his services. Pia D. M. MacDonald is
employed by Social & Scientific Systems, Inc. There are no patents, products in development or marketed products to declare. This does not alter the authors’
adherence to all the PLoS ONE policies on sharing data and materials, as detailed online in the guide for authors. * E-mail: schinasi@email.unc.edu complex and distinctions between CA and HA strains are
increasingly difficult to disentangle. Leah Schinasi1*, Steve Wing1, Pia D. M. MacDonald1,2, David B. Richardson1, Jill R. Stewart3,
Kerri L.Augustino4,5, Delores L. Nobles4,5, Keith M. Ramsey4,5 1 Department of Epidemiology, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America, 2 Social & Scientific Systems, Inc.,
Durham, North Carolina, United States of America, 3 Department of Environmental Sciences and Engineering, The University of NC at Chapel Hill, Chapel Hill, North
Carolina, United States of America, 4 Department of Infection Control, Vidant Medical Center, Greenville, North Carolina, United States of America, 5 Division of Infectious
Diseases, The Brody School of Medicine at East Carolina University, Greenville, North Carolina, United States of America Abstract Background: Methicillin resistant Staphylococcus aureus (MRSA) poses a threat to patient safety and public health. Understanding how MRSA is acquired is important for prevention efforts. This study investigates risk factors for MRSA nasal
carriage among patients at an eastern North Carolina hospital in 2011. Methods: Using a case-control design, hospitalized patients ages 18 – 65 years were enrolled between July 25, 2011 and
December 15, 2011 at Vidant Medical Center, a tertiary care hospital that screens all admitted patients for nasal MRSA
carriage. Cases, defined as MRSA nasal carriers, were age and gender matched to controls, non-MRSA carriers. In-hospital
interviews were conducted, and medical records were reviewed to obtain information on medical and household
exposures. Multivariable conditional logistic regression was used to derive odds ratio (OR) estimates of association between
MRSA carriage and medical and household exposures. Results: In total, 117 cases and 119 controls were recruited to participate. Risk factors for MRSA carriage included having
household members who took antibiotics or were hospitalized (OR: 3.27; 95% Confidence Interval (CI): 1.24–8.57) and prior
hospitalization with a positive MRSA screen (OR: 3.21; 95% CI: 1.12–9.23). A lower proportion of cases than controls were
previously hospitalized without a past positive MRSA screen (OR: 0.40; 95% CI: 0.19–0.87). Conclusion: These findings suggest that household exposures are important determinants of MRSA nasal carriage in
hospitalized patients screened at admission. Citation: Schinasi L, Wing S, MacDonald PDM, Richardson DB, Stewart JR, et al. (2013) Medical and Household Characteristics Associated with Methicillin Resistant
Staphylococcus aureus Nasal Carriage among Patients Admitted to a Rural Tertiary Care Hospital. PLoS ONE 8(8): e73595. doi:10.1371/journal.pone.0073595 Citation: Schinasi L, Wing S, MacDonald PDM, Richardson DB, Stewart JR, et al. (2013) Medical and Household Characteristics Associate
Staphylococcus aureus Nasal Carriage among Patients Admitted to a Rural Tertiary Care Hospital. PLoS ONE 8(8): e73595. doi:10.137 Editor: Tara C. Smith, University of Iowa, United States of America Editor: Tara C. Smith, University of Iowa, United States of America Received December 7, 2012; Accepted July 26, 2013; Published August 26, 2013 Copyright: 2013 Schinasi et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2013 Schinasi et al. Medical and Household Characteristics Associated with
Methicillin Resistant Staphylococcus aureus Nasal
Carriage among Patients Admitted to a Rural Tertiary
Care Hospital Leah Schinasi1*, Steve Wing1, Pia D. M. MacDonald1,2, David B. Richardson1, Jill R. Stewart3,
Kerri L.Augustino4,5, Delores L. Nobles4,5, Keith M. Ramsey4,5 Introduction When it was first identified in the 1960s, Methicillin resistant
Staphylococcus aureus (MRSA) was a nosocomial pathogen [1]. In the
1990s, the epidemiology of this virulent pathogen changed; it was
identified in people without recent medical contact [2]. Healthcare
associated (HA) and community associated (CA) MRSA strains are
genetically distinct [3]. However, CA strains have been detected in
hospital outbreaks [4], and people without recent hospitalizations
may carry HA strains [5]. Indeed, the epidemiology of MRSA is In addition to medical related exposures [6], household and
environmental exposures are gaining recognition as potentially
important determinants of transmission and acquisition [7,8]. For
example, MRSA carriage or infection has been associated with
living with household members with a history of infections [8,9]
and with presence of MRSA in the household environment [8]. There is evidence that MRSA may be transmitted between
humans and animals [9,10]. There have been reports of MRSA August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 1 August 2013 | Volume 8 | Issue 8 | e73595 MRSA and Medical Household Exposures infections and outbreaks among athletics participants [11] and
associations between smoking and MRSA infection [12]. Geno-
typic, clinical and demographic differences in the epidemiology of
MRSA have been observed among regions and sub-communities
within the same area [13,14]. Therefore, region specific investi-
gations of the sources of acquisition are important for informing
infection prevention. Case identification Cases were defined as inpatients who screened positive for
MRSA nasal carriage upon admission to the hospital. They were
identified by reviewing daily reports from the electronic medical
record, which captured MRSA screening results and demographic
data on all admitted patients to the hospital. p
Although there is a growing body of literature on risk factors for
MRSA carriage in urban communities [8,15,16], data on
predictors of carriage in rural areas remains limited. The eastern
section of North Carolina is largely rural [17], and compared to
the statewide population, a higher proportion of eastern North
Carolina residents are Black and live in poverty–approximately
28% and 20% of eastern North Carolinians, respectively, versus
21% and 17% of North Carolina’s total population [18]. Vidant
Medical Center (VMC) is an 861-bed teaching hospital of the
Brody School of Medicine at East Carolina University and the
tertiary care center for 29 eastern North Carolina counties. Since
February of 2007, VMC has screened all patients for MRSA
within 24 hours of admission using duplicate swabs of the anterior
nares. Since the initiation of this program, all MRSA carriers have
been placed on contact isolation, prescribed 5-day courses of
mupirocin for application to their nares, and bathed with
chlorhexidine soap [19]. Ethics statement The Institutional Review Boards at the University of North
Carolina at Chapel Hill and East Carolina University approved
this work. Participants provided written informed consent and
signed Health Information Portability and Accountability Act
authorization forms. Control identification Controls were defined as inpatients who screened negative for
MRSA upon admission to the hospital. For every case, an eligible
control was identified by reviewing the same daily reports of the
electronic medical record that were used to identify cases. When
more than one patient was eligible to serve as a control, a random
number generator was used to select the control. If that potential
control declined to participate or was discharged from the hospital
before the interviewer approached them, another control was
identified. Because of the above-stated objective of the parent
study to investigate the relationship of MRSA carriage with
occupational exposures, and because gender and age are strong
potential determinants of occupational exposure and case status
that could be controlled by design rather than analysis only,
controls were matched to cases based on age (65 years) and
gender. VMC’s
screening
program
provided
the
opportunity
to
investigate risk factors for MRSA carriage among hospitalized
patients in eastern North Carolina. The objective of this study was
to investigate household exposures, hospitalization and/or MRSA
screening history, demographic characteristics, and smoking
history as predictors of MRSA nasal carriage in patients who
were recently admitted and screened at VMC. To investigate
differences in the epidemiology of the genetic subtypes of MRSA,
a repetitive sequence-based polymerase chain reaction (rep-PCR)
[20] was used to characterize isolates from study participants as
CA or HA, and associations between exposures and CA or HA
MRSA carriage were investigated. Interviews and medical record review Participant enrollment and structured interviews were conduct-
ed with cases and controls from July – December 2011. The
interviewer approached eligible cases and controls in their hospital
rooms, introduced the study, and invited them to participate in a
brief interview. The structured interview included questions about
medical and antibiotic use history in the past 12 months for
participants and their household member(s), indoor pets, sports
participation or gym use in the past 2 weeks, smoking history in
the past 12 months, and demographics. One author (L.S.)
conducted all interviews. The following information was abstracted from medical records:
prior MRSA screening results, surgery, hospitalizations, and
antibiotic prescriptions within the past 12 months; and diagnoses
listed in the discharge summary for the current hospitalization. If
participants reported not taking antibiotics but their medical
records showed antibiotic prescriptions, including mupirocin for
previous MRSA carriage, the data were coded to reflect the
record. If participants reported antibiotic use but their medical
records showed no antibiotic prescriptions, participants’ reports
were used. Because of the way the question about antibiotic use
was asked during the interview, it was not possible to tell if
participants self-reported mupirocin use as an antibiotic exposure;
therefore, mupirocin prescriptions recorded in the medical chart
were included with other antibiotic exposures. One author (L.S)
abstracted all medical record data. Participant eligibility Eligible participants were admitted patients at VMC, screened
for MRSA within 24 hours of their admission and English or
Spanish speakers. The same eligibility criteria were applied to
cases and controls. These data arise from a parent study, the
objectives of which were to investigate relationships between
occupational exposures to livestock and MRSA nasal carriage. To
increase
the
probability
of
employment,
participants
were
restricted to ages 18–65. To increase the probability of exposure
to livestock for the parent study, participants were restricted to
residents of swine-producing zip codes in which the permitted
number of swine was equal to or greater than the median number
listed with the North Carolina Division of Water Quality (North
Carolina zip codes with 1,032,750 or more permitted swine). Of
1,083 zip codes in North Carolina [21], 176 were eligible. Statistical analysis Conditional logistic regression models, which adjusted for
matching by age and gender, were used to estimate odds ratios
(OR) and 95% confidence intervals (CIs). The following variables
were examined in a multivariable model: education; self-reported
race/ethnicity; visiting a gym or playing sports; tobacco smoking
history; indoor cats or dogs; household member presence,
hospitalization or antibiotic use; and participant hospitalization
and MRSA screening history. These variables were selected a
priori, based on the hypothesis that they might be associated with
MRSA nasal carriage. Variables were coded to provide the best
predication with the fewest degrees of freedom, as indicated by
Akaike Information Criterion (AIC) statistics. The variable
representing the presence, hospitalization and antibiotic use
history of household members was coded as a 3-level categorical
variable (0 = participant lived alone, 1 = participant lived with 1
or more household members, but none used antibiotics in the past
4 weeks or were hospitalized in the past 12 months, 2 = participant
lived with 1 or more household members who used antibiotics in
the past 4 weeks or were hospitalized in the past 12 months). Similarly, history of participant hospitalization and MRSA
screening was coded as a 3-level categorical variable (0 = not
hospitalized in the past 12 months, 1 = hospitalized but never
screened positive for MRSA in the past 12 months, 2 = hospital-
ized and screened positive for MRSA at least once in the past 12
months). These variables were coded to create mutually exclusive
categories that could be included in the same multivariable model. All the other variables included in the multivariable model were
coded dichotomously. Five
cases
had
concomitant
MRSA
clinical
infections—
abscesses (n = 2), cellulitis/abscess, pneumonia, and bacteremia
(Table S1). Thirteen (11.1%) cases and 3 (3.4%) controls had
cellulitis or soft tissue infection diagnoses. Seven (6.0%) cases and 3
(2.5%) controls had diarrhea. Thirty-eight (31.9%) cases and 31
(26.5%) controls had diabetes. Odds ratios were derived from a conditional, multivariable
model (Table 2). Cases had a higher odds of having less than a
high school degree (OR: 2.04, 95% CI: 0.75–5.50), being a non-
white race, having indoor cats or dogs (OR: 1.79; 95% CI: 0.88–
3.63), smoking cigarettes in the past 12 months (OR: 1.60; 95%
CI: 0.80–3.19), and visiting a gym or playing sports in the past 2
weeks (OR: 2.64; 95% CI: 0.64–10.88). MRSA and Medical Household Exposures MRSA and Medical Household Exposures DNA was extracted using an UltraCleanTM Microbial DNA
Isolation Kit (Mo Bio Laboratories, Solana Beach, CA). The
NanoDropH ND-1000 Spectrophotometer (Isogen, Ijssel stein,
The Netherlands) was used to estimate the genomic DNA
concentrations. Extracts were diluted to give a final DNA
concentration of 35 ng/ml. DNA was extracted using an UltraCleanTM Microbial DNA
Isolation Kit (Mo Bio Laboratories, Solana Beach, CA). The
NanoDropH ND-1000 Spectrophotometer (Isogen, Ijssel stein,
The Netherlands) was used to estimate the genomic DNA
concentrations. Extracts were diluted to give a final DNA
concentration of 35 ng/ml. Because patients were not always available to be interviewed
due to rapid turnover or medical treatments and surgery, and
because not all eligible patients agreed to participate, at the end of
data collection some participants were left without a matching
case/control. To avoid double loss of information, in analysis, case
and control matched sets were pooled. Pooled sets were created by
identifying the appropriate gender/age match who was admitted
within the shortest amount of time of the unmatched case/control. The use of the same control for more than one case has been
described previously as a valid method that should not bias
measures of association [24]. The DiversiLabH Staphylococcus kit for DNA fingerprinting
(bioMerieux, Boxtel, Netherlands), a repetitive sequence-based
PCR (rep-PCR), was used to amplify regions between repetitive,
noncoding sequences in DNA samples. The DiversilabH system is
a commercially available strain typing kit that is popular in clinical
settings because it is less time consuming compared to pulsed-field
gel electrophoresis and, unlike sequence based typing methods
such as Staphylococcus Protein A (spa) or multi locus sequence
typing, does not require access to DNA sequencing facilities [20]. The protocol was run according to manufacturer specifications. Software from the DiversiLabH system (version v.r.3.3.40) was
used for genotyping [20]. DiversiLabH produces a dendogram, a
graph of fluorescence intensity that corresponds to banding
patterns, and a similarity matrix. The rep-PCR profiles were
compared to the DiversiLabH MRSA library, which contains 70
samples of 14 representative USA pulsed field gel electrophoresis
types [3]. Fingerprints with no banding differences were consid-
ered matches and assigned the library type. Isolates without a
match in the library were considered non-typeable, or no match. MRSA isolates were subsequently classified as CA, HA or non-
matches. All statistical analyses were performed using Statistical Analysis
Software version 9.3. Results Of 164 cases and 190 controls invited, 121 (73.8%) and 122
(64.2%) consented to participate, respectively. Subsequently, 4
cases and 3 controls were excluded based on having addresses
outside the eligible zip codes, leaving 117 cases and 119 controls
for analysis. One hundred (89.3%) matched sets had 1 case per
control. Because cases and controls were pooled to avoid loss of
information, 7 sets (6.3%) had 2 controls per case and 5 (4.5%) had
2 cases per control. All participants lived in 22 counties in eastern
North Carolina or in the eastern-most portion of central NC. Sixty-eight (57.1%) controls and 67 (57.3%) cases were female
(Table 1). Fifty-eight controls (48.7%) and 54 (46.2%) cases
identified as non-Hispanic white. In the past 12 months, 94 cases
(80.3%) and 93 controls (78.2%) used or were prescribed
antibiotics. Cases and controls had similar numbers of household
members. MRSA detection and typing VMC’s clinical microbiology laboratory used the BD Gen-
OhmH MRSA polymerase chain reaction (PCR) to test nasal
swabs for MRSA [22]. The BD GeneOhmH real-time PCR
identifies MRSA by targeting the junction of the SCCmec right
extremity (SRE) with a section of the orfX gene, which is specific to
S. aureus [23]. Swabs were stored at 4uC for 24 – 48 hours, then
transferred to the infection control laboratory and streaked onto a
CHROMagarH MRSA plate (CHROM agar Microbiology, Paris,
France). The CHROMagarH plate was incubated for 24 –
48 hours at 37uC. Mauve colonies were identified as MRSA. August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 2 Statistical analysis Cases had a higher odds of
past hospitalization with a positive MRSA screen (OR: 3.21; 95%
CI: 1.12–9.23) but a lower odds of hospitalization without a
positive screen in the past 12 months (OR: 0.40; 95% CI: 0.19–
0.87). Additionally, cases had 3.27 times the odds of living with
someone who had used antibiotics in the past 4 weeks and/or was
hospitalized in the past 12 months (95% CI: 1.24–8.57). Of 117 cases, 108 duplicate swabs were available for culturing
and 49 (45.4%) grew MRSA colonies. Using the multivariable
model, the 49 culture positive cases were compared to 52 matched
controls (Table S2). Because of the small numbers of participants
in these analyses, the resulting measures of association were
imprecise. Being hospitalized but never screening positive for
MRSA was negatively associated with MRSA carriage (OR: 0.29;
95% CI: 0.06–1.39). Living with someone who used antibiotics in
the past 4 weeks and/or was hospitalized in the past year (OR:
4.76; 95% CI: 0.88–25.72), having less than a high school degree
(OR: 2.65, 95% CI: 0.53–13.24); and having indoor pets (OR:
1.26; 95% CI: 0.40–3.99) was associated with a higher odds of
MRSA carriage. Similar proportions of cultured cases and controls
had prior hospitalization in addition to prior MRSA carriage (OR: In addition to the analysis of the full data set, cases whose
isolates grew MRSA colonies were compared to their matched
controls. Also, the relationship between HA or CA MRSA
carriage and the explanatory variables was examined. In the
analysis of CA and HA carriers, samples sizes were small;
therefore, each explanatory variable was investigated in a separate
model. PLOS ONE | www.plosone.org August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 3 MRSA and Medical Household Exposures Table 1. Characteristics of methicillin resistant Staphylococcus
aureus nasal carriers and their gender and age matched
controls. No. (%)
Controls
Cases
(n = 119)
(n = 117)
Female
68
57.1
67
57.3
Age, y
18–29
29
24.4
24
20.5
30–39
15
12.6
16
13.7
40–49
17
14.3
22
18.8
50–59
40
33.6
37
31.6
60–65
18
15.1
18
15.4
Race or ethnicitya
Non-Hispanic White
58
48.7
54
46.2
Non-Hispanic Black
55
46.2
53
45.3
Hispanic or Latino
3
2.5
4
3.4
Other
3
2.5
6
5.1
No. Discussion From the inception of the universal MRSA screening program
at
VMC
in
February
of
2007
until
December
of
2011,
approximately 7.9% of nearly 225,000 screened patients, exclud-
ing the neonatal population, were identified as MRSA nasal
carriers by PCR. We compared participants who were hospitalized
and screened positive for MRSA on a previous occasion within the
past year to participants who were not hospitalized in the past
year; MRSA carriage identified by PCR predicted nasal carriage
at later hospital admission. VMC prescribes mupirocin to MRSA
carriers to decolonize their nares; patients complete the treatment
either while they are hospitalized or as outpatients. Of 36
participants who screened positive for MRSA carriage on a
previous visit to VMC within the past year, all but 1 were
prescribed mupirocin after their last positive MRSA screen. This
suggests that MRSA carriers who retested positive were re-
colonized in the community. The finding that past MRSA carriage predicted a positive
MRSA screen upon readmission could be partially explained by
carriage of mupirocin resistant MRSA strains. Based on point
prevalence estimates, low- and high-level mupirocin resistance was
detected in 3.5% and 6.0% of isolates collected from VMC
patients in 2011, respectively (unpublished data). Therefore, it is
unlikely that mupirocin resistance fully explains these results. 1.03; 95% CI: 0.25–4.24). Also, lower proportions of culture
positive cases than controls were non-Hispanic white (OR: 0.89;
95% CI: 0.26–3.09), smoked cigarettes in the past year (OR: 0.61;
95% CI: 0.14–2.62), and lived with someone who did not use
antibiotics and was not hospitalized (OR: 0.60; 95% CI: 0.15–
2.46). Because of sparse data, the effect of gym use or sports
participation in the past 2 weeks was not estimable. 1.03; 95% CI: 0.25–4.24). Also, lower proportions of culture
positive cases than controls were non-Hispanic white (OR: 0.89;
95% CI: 0.26–3.09), smoked cigarettes in the past year (OR: 0.61;
95% CI: 0.14–2.62), and lived with someone who did not use
antibiotics and was not hospitalized (OR: 0.60; 95% CI: 0.15–
2.46). Because of sparse data, the effect of gym use or sports
participation in the past 2 weeks was not estimable. Participants who were hospitalized in the past 12 months
without a prior positive MRSA screen had lower odds of MRSA
carriage than participants who were not hospitalized in the past
year. Previous research suggests that past hospitalization is
associated with MRSA carriage [15,26,27]. Statistical analysis household members
Mean and standard error
3.2
5.5
3.1
1.9
Min and max
0
.10
0
.10
Antibiotic use, past 12 mo.b
93
78.2
94
80.3
Surgery, past 12 mo. 40
33.6
46
39.3
Hospitalized, past 12 mo. 70
58.8
71
60.7
Abbreviations: y, year; mo, month; min, minimum; max, maximum. aRace/ethnicity was self-reported by participants during the interview. The other category includes participants identifying their race or ethnicity
as Asian, American Indian, or other. bAny participant who was previously prescribed mupirocin for MRSA
nasal carriage within the past year was coded as having taken antimicrobials. doi:10.1371/journal.pone.0073595.t001 CI: 0.14–2.51); were a non-white race (OR: 1.49; 95% CI: 0.32–
6.91; OR: 0.60; 95% CI: 0.14–2.51); and had household members
who did not use antibiotics in the past 4 weeks and were not
hospitalized in the past year (OR: 1.19; 95% CI: 0.19–7.53 and
OR: 0.89; 95% CI:0.18–4.48). Compared to controls, higher
proportions of CA and HA carriers had less than a high school
degree (OR: 2.56; 95% CI: 0.46–14.29; OR: 1.50; 95% CI: 0.25–
8.98) and smoked cigarettes in the past year (OR: 2.36; 95% CI:
0.44–12.56; OR: 1.67; 95% CI: 0.40–6.97). Higher proportions of
CA carriers had household members who used antibiotics in the
past 4 weeks and/or were hospitalized in the past 12 months (OR:
3.64; 95% CI: 0.34–39.22). Due to sparse data, this effect was not
estimable for HA carriers, and the effect of gym use/sports
participation was not estimable for CA or HA carriers. CI: 0.14–2.51); were a non-white race (OR: 1.49; 95% CI: 0.32–
6.91; OR: 0.60; 95% CI: 0.14–2.51); and had household members
who did not use antibiotics in the past 4 weeks and were not
hospitalized in the past year (OR: 1.19; 95% CI: 0.19–7.53 and
OR: 0.89; 95% CI:0.18–4.48). Compared to controls, higher
proportions of CA and HA carriers had less than a high school
degree (OR: 2.56; 95% CI: 0.46–14.29; OR: 1.50; 95% CI: 0.25–
8.98) and smoked cigarettes in the past year (OR: 2.36; 95% CI:
0.44–12.56; OR: 1.67; 95% CI: 0.40–6.97). Higher proportions of
CA carriers had household members who used antibiotics in the
past 4 weeks and/or were hospitalized in the past 12 months (OR:
3.64; 95% CI: 0.34–39.22). Due to sparse data, this effect was not
estimable for HA carriers, and the effect of gym use/sports
participation was not estimable for CA or HA carriers. Discussion Patients previously
hospitalized with a negative MRSA PCR on admission may be less
susceptible or less exposed in the community. August 2013 | Volume 8 | Issue 8 | e73595 Molecular typing Patterns
of
MRSA
carriage
are
commonly
classified
as
persistent, intermittent, and absent. Previous research has shown
that a high percentage of patients who initially screen negative for
MRSA return to the hospital with negative screens on future visits,
whereas high proportions of those who screen positive on an initial
visit show patterns of persistent or intermittent carriage [28]. Although results should be interpreted tentatively since most of the
measures of association were imprecise due to sparse data, results
from our study contribute to evidence that the household
environment may affect MRSA acquisition [7,8,29,30] and could
play a role in intermittent or persistent carriage. Compared to
living alone, living with household members who either used
antibiotics or were hospitalized was positively associated with
MRSA carriage. It is possible that household members acquired
MRSA through past medical related exposures and then exposed
MRSA carriers in this study. Of 49 isolates typed via rep-PCR, 7 (14.3%) did not match types
in the DiversiLabH library. Twenty (40.8%) isolates matched the
CA strain, USA300. The other 22 isolates matched HA strains; 15
(30.6%) were USA100, 2 (4.1%) were USA500, 3 (6.1%) were
USA800, 1 (2.0%) was USA200, and 1 (2.0%) was USA600. None
of the non-typeable strains had a pattern that matched the
livestock associated multi locus sequence type 398 strain in the
DiversiLabH typing system [25]. CA and HA carriers were compared with controls using
conditional logistic regression models (Table S3). Because there
were only 20 CA isolates and 22 HA isolates in these analyses, the
resulting OR estimates were imprecise. However, a higher
proportion of CA carriers but a lower proportion of HA carriers
were previously hospitalized with a past positive MRSA screen
(OR: 7.67; 95% CI: 0.86–68.38; OR: 0.54; 95% CI: 0.10–2.90);
had indoor pets (OR: 1.93; 95% CI: 0.49–7.58; OR: 0.60; 95% August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 4 MRSA and Medical Household Exposures Table 2. Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. No. Molecular typing Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. No household members No household members Household members used antibiotics in the past 4 weeks and/or hospitalized in the past 12 mo. 25
21 breviation: months, mo.; odds ratio, OR; confidence interval, CI. ,
;
,
;
,
Non-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. The gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. E
d i
h
d l
3 l
l
i
l
i bl ,
;
,
;
,
aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases
more days before their current hospital admission. Entered into the model as a 3-level categorical variable. oi:10.1371/journal.pone.0073595.t002 doi:10.1371/journal.pone.0073595.t002 methodology has been shown to be more sensitive than selective
media, which might account for some of the higher detection [22]. However, these data could also raise concerns about false positives
among the cases identified by PCR, which might have detected
methicillin sensitive S. aureus containing SCCmec fragments that
lack the mecA gene, non-viable bacteria, or DNA residue that
remained following decolonization [23,32,33,34]. The percentage
of PCR positive swabs that did not grow colonies was similar to
that reported in some but not all studies. For example, in a
neonatal intensive care unit, MRSA was detected by PCR in 21 of
435 (4.8%) nasal swabs, and 11 (52.4%) of the PCR positive swabs
grew MRSA colonies when cultured [35]. In another study, 123 of
599 nasal swabs were positive by PCR, of which 77 (62.6%) were
positive by culture without enrichment [36]. Molecular typing In a third study, 606
nose, throat, and groin/perineum swabs were collected from 202
patients; 120 MRSA specimens were detected by PCR, of which
85 (70.8%) were detected by direct culture [33]. In our study, the
delay from the time when the duplicate swabs from PCR positives
were transported and plated onto selective media varied from 24 –
48 hours, which could have reduced subsequent culture yields. Additionally, a higher proportion of cases might have grown
colonies on selective media had overnight enrichment been used,
which has been shown to improve the sensitivity of cultures [37]. Of 49 culture positive isolates, 22 (44.9%) matched HA types,
20 (40.8%) matched CA types and 7 (14.3%) did not have a match
in the DiversiLabH MRSA library. To explore potential differ-
ences in the epidemiology of HA versus CA MRSA, we examined
associations between carriage of each MRSA type and the
exposure variables. Because of small numbers of participants in
these analyses, the measures of association were imprecise. However, a higher proportion of CA carriers than controls were
hospitalized and screened positive for MRSA previously. Other
studies have reported that CA strains may be carried by those with
a history of hospitalization [5]. Based on small numbers, the
proportion of culture positive cases carrying CA strains was high
compared to that reported by others [5,15]. The high proportion
of cases carrying CA MRSA in our study could be attributable to
the exclusion of patients over age 65, other unique characteristics
of the study population, or the relatively low yield (45%) of cultures
grown and typed from MRSA nasal carriers identified by PCR. methodology has been shown to be more sensitive than selective
media, which might account for some of the higher detection [22]. However, these data could also raise concerns about false positives
among the cases identified by PCR, which might have detected
methicillin sensitive S. aureus containing SCCmec fragments that
lack the mecA gene, non-viable bacteria, or DNA residue that
remained following decolonization [23,32,33,34]. The percentage
of PCR positive swabs that did not grow colonies was similar to
that reported in some but not all studies. For example, in a
neonatal intensive care unit, MRSA was detected by PCR in 21 of
435 (4.8%) nasal swabs, and 11 (52.4%) of the PCR positive swabs
grew MRSA colonies when cultured [35]. Molecular typing ( %)
Controls
Cases
OR
95% CI
(n = 119)
(n = 117)
At least high school or general education development degree
106
89.1
93
79.5
1.00
-
Less than high school or general education development degree
13
10.9
24
20.5
2.04
0.75–5.50
No cats or dogs inside the home
79
66.4
72
61.5
1.00
-
Cats or dogs inside the home
40
33.6
45
38.5
1.79
0.88–3.63
Non-Hispanic white race or ethnicitya
58
48.7
54
46.2
1.00
-
Hispanic and/or non-white race or ethnicity
61
51.3
63
53.9
1.48
0.70–3.11
Did not smoke tobacco cigarettes in the past 12 mo. 76
63.9
65
55.6
1.00
-
Smoked tobacco cigarettes in the past 12 mo. 43
36.1
52
44.4
1.60
0.80–3.19
Did not visit a gym or participate in sports in the past 2 weeksb
114
95.8
108
92.3
1.00
-
Visited a gym or participated in sports in the past 2 weeks
5
4.2
9
7.7
2.64
0.64–10.88
Prior hospitalization and MRSA nasal carriage in the past 12 mo.c
Not hospitalized in the past 12 mo. 49
41.2
46
39.3
1.00
-
Hospitalized and never screened positive for MRSA in the past 12 mo. 64
53.8
41
35.0
0.40
0.19–0.87
Hospitalized and screened positive for MRSA at least once in the past 12 mo. 6
5.0
30
25.6
3.21
1.12–9.23
Household members c
No household members
23
19.3
15
12.8
1.00
-
Household members did not use antibiotics in the past 4 weeks and not hospitalized in the past 12 mo. 71
59.7
58
49.6
1.42
0.59–3.45
Household members used antibiotics in the past 4 weeks and/or hospitalized in the past 12 mo. 25
21.0
44
37.6
3.27
1.24–8.57
Abbreviation: months, mo.; odds ratio, OR; confidence interval, CI. aNon-white or Hispanic includes non-Hispanic black, Hispanic/Latino, Asian, American Indian, or other race/ethnicities. bThe gym visitation/sports participation variable reflects the 2 weeks prior to the hospital admission, even though 2 cases and 1 control were screened for MRSA 9 or
more days before their current hospital admission. cEntered into the model as a 3-level categorical variable. Table 2. Estimates of association of methicillin resistant Staphylococcus aureus (MRSA) nasal carriage identified by polymerase
chain reaction with medical and household exposures from a multivariable logistic model conditioned on age and gender. Table 2. References 1. Deurenberg RH, Stobberingh EE (2008) The evolution of Staphylococcus
aureus. Infect Genet Evol 8: 747–763. 12. Casey JA, Cosgrove SE, Stewart WF, Pollak J, Schwartz BS (2013) A
population-based study of the epidemiology and clinical features of methicil-
lin-resistant Staphylococcus aureus infection in Pennsylvania, 2001–2010. Epidemiol Infect 141: 1166–1179. 1. Deurenberg RH, Stobberingh EE (2008) The evolution of Staphylococcus
aureus. Infect Genet Evol 8: 747–763. 2. Herold BC, Immergluck LC, Maranan MC, Lauderdale DS, Gaskin RE, et al. (1998) Community-acquired methicillin-resistant Staphylococcus aureus in
children with no identified predisposing risk. JAMA 279: 593–598. 2. Herold BC, Immergluck LC, Maranan MC, Lauderdale DS, Gaskin RE, et al. (1998) Community-acquired methicillin-resistant Staphylococcus aureus in
children with no identified predisposing risk. JAMA 279: 593–598. 13. Bhattacharya D, Carleton H, Tsai CJ, Baron EJ, Perdreau-Remington F (2007)
Differences in clinical and molecular characteristics of skin and soft tissue
methicillin-resistant Staphylococcus aureus isolates between two hospitals in
Northern California. J Clin Microbiol 45: 1798–1803. 3. McDougal LK, Steward CD, Killgore GE, Chaitram JM, McAllister SK, et al. (2003) Pulsed-field gel electrophoresis typing of oxacillin-resistant Staphylococ-
cus aureus isolates from the United States: establishing a national database. J
Clin Microbiol 41: 5113–5120. 14. Stenhem M, Ortqvist A, Ringberg H, Larsson L, Olsson-Liljequist B, et al. (2006) Epidemiology of methicillin-resistant Staphylococcus aureus (MRSA) in
Sweden 2000–2003, increasing incidence and regional differences. BMC Infect
Dis 6: 30. 4. Seybold U, Kourbatova EV, Johnson JG, Halvosa SJ, Wang YF, et al. (2006)
Emergence of community-associated methicillin-resistant Staphylococcus aureus
USA300 genotype as a major cause of health care-associated blood stream
infections. Clinical infectious diseases : an official publication of the Infectious
Diseases Society of America 42: 647–656. 15. Hidron AI, Kourbatova EV, Halvosa JS, Terrell BJ, McDougal LK, et al. (2005)
Risk factors for colonization with methicillin-resistant Staphylococcus aureus
(MRSA) in patients admitted to an urban hospital: emergence of community-
associated MRSA nasal carriage. Clin Infect Dis 41: 159–166. 5. Peterson AE, Davis MF, Julian KG, Awantang G, Greene WH, et al. (2012)
Molecular and Phenotypic Characteristics of Healthcare- and Community-
Associated Methicillin-Resistant Staphylococcus aureus at a Rural Hospital. PLoS One 7: e38354. associated MRSA nasal carriage. Clin Infect Dis 41: 159–166. 16. Popovich KJ, Smith KY, Khawcharoenporn T, Thurlow CJ, Lough J, et al. (2012) Community-Associated Methicillin-Resistant Staphylococcus aureus
Colonization in High-Risk Groups of HIV-Infected Patients. Clin Infect Dis
54: 1296–1303. 6. Author Contributions Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper:
LS SW PDMM DR JS KLA DLN KMR. Analysis interpretation: DR JS
SW LS KLA KMR. Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper:
LS SW PDMM DR JS KLA DLN KMR. Analysis interpretation: DR JS
SW LS KLA KMR. Conceived and designed the experiments: LS SW PDMM DR JS KMR
DLN. Performed the experiments: LS KLA. Analyzed the data: LS KLA. Contributed reagents/materials/analysis tools: KMR LS. Wrote the paper: Acknowledgments We thank Ruth Ethridge (Vidant Medical Center Clinical Microbiology
Department), who helped collect duplicate nasal swabs for culturing and
typing. We thank Meghan Davis, Amy Peterson, Ellen Silbergeld, and
Christopher Heaney for their recommendations during the preliminary
planning and designing of this study. In addition, we are grateful to Devon
Hall, Dothula Baron, Jennifer Hall, Clifton Smith, and Norma Mejia for
their advice when we designed the structured interview questions. Community and household exposures may influence MRSA
carriage and VMC’s hospital-based screening program may be
detecting carriage among those exposed to MRSA. Further study
of the relationship between MRSA carriage and community
exposures, and continued surveillance for strains entering hospitals
will help elucidate the dynamic epidemiology of MRSA. Molecular typing Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. Because VMC only screens patients’ anterior nares, people with
MRSA on other regions of the body could have been misidentified
as controls. Additionally, although cases could have been carrying
multiple MRSA strains [38], DNA of only 1 bacterial colony per
culture-positive swabs was extracted and typed. Finally, partici-
pants’ knowledge of their screening results could have influenced
their interview responses. Table S2
Estimates of association of methicillin resis-
tant
Staphylococcus
aureus
(MRSA)
nasal
carriage
identified
by
culture
with
medical
and
household
exposures from a multivariable logistic model condi-
tioned on age and gender. Table S3
Estimates of association of health care and
community associated methicillin resistant Staphylococ-
cus aureus (MRSA) nasal carriage with medical and
household exposures from conditional logistic regres-
sion models. This study has several strengths. One author (L.S.) conducted
all
interviews
and
abstracted
data
from
medical
records,
which helped maintain internal consistency. By conducting in-
hospital interviews, we collected information that would be
unavailable by record review alone. By using information in
patients’ medical records, the quality of the interview data was
improved. Overall, there were small amounts of missing data and
participation rates were high. Using the rapid PCR testing
methodology to screen patients for MRSA allowed the interviewer
to identify and approach eligible patients soon after they were
admitted [22]. (DOCX) Molecular typing In another study, 123 of
599 nasal swabs were positive by PCR, of which 77 (62.6%) were
positive by culture without enrichment [36]. In a third study, 606
nose, throat, and groin/perineum swabs were collected from 202
patients; 120 MRSA specimens were detected by PCR, of which
85 (70.8%) were detected by direct culture [33]. In our study, the
delay from the time when the duplicate swabs from PCR positives
were transported and plated onto selective media varied from 24 –
48 hours, which could have reduced subsequent culture yields. Additionally, a higher proportion of cases might have grown
colonies on selective media had overnight enrichment been used,
which has been shown to improve the sensitivity of cultures [37]. This study was non-randomized. In recent decades, emphasis
on p-values and statistical tests of significance has been strongly
discouraged in non-randomized study for several reasons [31]. Therefore, we have interpreted ORs based on their magnitude
and biological plausibility, using 95% CIs as measures of precision
rather than tests of significance. The 236 participants of this study were residents of 22 North
Carolina counties. Based on United States Census data, percent-
ages of Black residents in these counties ranged from 15% to 62%
[18]. By comparison, 21% of all North Carolina residents are The 236 participants of this study were residents of 22 North
Carolina counties. Based on United States Census data, percent-
ages of Black residents in these counties ranged from 15% to 62%
[18]. By comparison, 21% of all North Carolina residents are These
results
must
be
interpreted
cautiously. The
BD
GenOhmH
real-time
PCR
identified
the
117
cases. After
subculturing on selective media, MRSA was recovered from 49
of 108 available duplicate swabs of the anterior nares. The PCR August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 5 MRSA and Medical Household Exposures discharge summaries of methicillin resistant Staphylo-
coccus aureus (MRSA) nasal carriers and controls. (DOCX) Black [18]. Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. Black [18]. Therefore, results from this study might not be
generalizable to members of other North Carolina communities,
or to non-hospitalized populations. discharge summaries of methicillin resistant Staphylo-
coccus aureus (MRSA) nasal carriers and controls. (DOCX) Black [18]. MRSA and Medical Household Exposures 23. French GL (2009) Methods for screening for methicillin-resistant Staphylococcus
aureus carriage. Clin Microbiol Infect 15 Suppl 7: 10–16. 32. Huletsky A, Giroux R, Rossbach V, Gagnon M, Vaillancourt M, et al. (2004)
New real-time PCR assay for rapid detection of methicillin-resistant Staphylo-
coccus aureus directly from specimens containing a mixture of staphylococci. J
Clin Microbiol 42: 1875–1884. 24. Wacholder S, Silverman DT, McLaughlin JK, Mandel JS (1992) Selection of
controls in case-control studies. III. Design options. Am J Epidemiol 135:1042–
50. 33. Rossney AS, Herra CM, Fitzgibbon MM, Morgan PM, Lawrence MJ, et al. (2007) Evaluation of the IDI-MRSA assay on the SmartCycler real-time PCR
platform for rapid detection of MRSA from screening specimens. Eur J Clin
Microbiol Infect Dis 26: 459–466. 25. Grisold AJ, Zarfel G, Hoenigl M, Krziwanek K, Feierl G, et al. (2010)
Occurrence and genotyping using automated repetitive-sequence-based PCR of
methicillin-resistant Staphylococcus aureus ST398 in Southeast Austria. Diagnostic Microbiology and Infectious Disease 66: 217–221. 34. Lucke K, Hombach M, Hug M, Pfyffer GE (2010) Rapid detection of
methicillin-resistant Staphylococcus aureus (MRSA) in diverse clinical specimens
by the BD GeneOhm MRSA assay and comparison with culture. J Clin
Microbiol 48: 981–984. 26. Muto CA, Jernigan JA, Ostrowsky BE, Richet HM, Jarvis WR, et al. (2003)
SHEA guideline for preventing nosocomial transmission of multidrug-resistant
strains of Staphylococcus aureus and enterococcus. Infect Control Hosp
Epidemiol 24: 362–386. 35. Sarda V, Molloy A, Kadkol S, Janda WM, Hershow R, et al. (2009) Active
surveillance for methicillin-resistant Staphylococcus aureus in the neonatal
intensive care unit. Infect Control Hosp Epidemiol 30: 854–860. 27. Gorwitz RJ, Kruszon-Moran D, McAllister SK, McQuillan G, McDougal LK,
et al. (2008) Changes in the prevalence of nasal colonization with Staphylococcus
aureus in the United States, 2001-2004. J Infect Dis 197: 1226–1234. 36. Farley JE, Stamper PD, Ross T, Cai M, Speser S, et al. (2008) Comparison of
the BD GeneOhm methicillin-resistant Staphylococcus aureus (MRSA) PCR
assay to culture by use of BBL CHROMagar MRSA for detection of MRSA in
nasal surveillance cultures from an at-risk community population. J Clin
Microbiol 46: 743–746. 28. Gupta K, Martinello RA, Young M, Strymish J, Cho K, et al. (2013) MRSA
nasal carriage patterns and the subsequent risk of conversion between patterns,
infection, and death. PLoS One 8: e53674. ,
29. References Klevens RM, Morrison MA, Nadle J, Petit S, Gershman K, et al. (2007) Invasive
methicillin-resistant Staphylococcus aureus infections in the United States. Jama
298: 1763–1771. 17. Wing S, Cole D, Grant G (2000) Environmental injustice in North Carolina’s
hog industry. Environ Health Perspect 108: 225–231. 7. Davis MF, Iverson SA, Baron P, Vasse A, Silbergeld EK, et al. (2012) Household
transmission of meticillin-resistant Staphylococcus aureus and other staphylo-
cocci. Lancet Infect Dis 12: 703–716. 18. The North Carolina Rural Center (2012) Rural Data Bank Custom Data
Search. Available: http://www.ncruralcenter.org/Accessed March 2013. 19. Pofahl WE, Goettler CE, Ramsey KM, Cochran MK, Nobles DL, et al. (2009)
Active Surveillance Screening of MRSA and Eradication of the Carrier State
Decreases Surgical-Site Infections Caused by MRSA. J Am Coll Surg 208: 981–
988. 8. Uhlemann AC, Knox J, Miller M, Hafer C, Vasquez G, et al. (2011) The
environment as an unrecognized reservoir for community-associated methicillin
resistant Staphylococcus aureus USA300: a case-control study. PLoS One 6:
e22407. 20. Tenover FC, Gay EA, Frye S, Eells SJ, Healy M, et al. (2009) Comparison of
typing results obtained for methicillin-resistant Staphylococcus aureus isolates
with the DiversiLab system and pulsed-field gel electrophoresis. J Clin Microbiol
47: 2452–2457. 9. Ferreira JP, Anderson KL, Correa MT, Lyman R, Ruffin F, et al. (2011)
Transmission of MRSA between companion animals and infected human
patients presenting to outpatient medical care facilities. PLoS One 6: e26978. 10. Weese JS, Dick H, Willey BM, McGeer A, Kreiswirth BN, et al. (2006)
Suspected transmission of methicillin-resistant Staphylococcus aureus between
domestic pets and humans in veterinary clinics and in the household. Vet
Microbiol 115: 148–155. 21. Statistical Analysis Software (2012) Maps Online Zipcode Dataset. January 2012
ed. Available: http://support.sas.com/rnd/datavisualization/mapsonline/html/
misc2012.html. Accessed 2012 January. 22. Boyce JM, Havill NL (2008) Comparison of BD GeneOhm methicillin-resistant
Staphylococcus aureus (MRSA) PCR versus the CHROMagar MRSA assay for
screening patients for the presence of MRSA strains. J Clin Microbiol 46: 350–
351. 11. Cohen PR (2008) The skin in the gym: a comprehensive review of the cutaneous
manifestations of community-acquired methicillin-resistant Staphylococcus
aureus infection in athletes. Clin Dermatol 26: 16–26. August 2013 | Volume 8 | Issue 8 | e73595 August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org 6 MRSA and Medical Household Exposures Miller LG, Diep BA (2008) Clinical practice: colonization, fomites, and
virulence: rethinking the pathogenesis of community-associated methicillin-
resistant Staphylococcus aureus infection. Clin Infect Dis 46: 752–760. 37. Van Heirstraeten L, Cortinas Abrahantes J, Lammens C, Lee A, Harbarth S, et
al. (2009) Impact of a short period of pre-enrichment on detection and bacterial
loads of methicillin-resistant Staphylococcus aureus from screening specimens. J
Clin Microbiol 47: 3326–3328. p y
30. Lautenbach E, Tolomeo P, Nachamkin I, Hu B, Zaoutis TE (2010) The impact
of household transmission on duration of outpatient colonization with
methicillin-resistant Staphylococcus aureus. Epidemiol Infect 138: 683–685. 38. Mongkolrattanothai K, Gray BM, Mankin P, Stanfill AB, Pearl RH, et al. (2011)
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children. J Med Microbiol 60: 317–322. 31. Greenland S (1990) Randomization, statistics, and causal inference. Epidemi-
ology 1: 421–429. August 2013 | Volume 8 | Issue 8 | e73595 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 7 7
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Prevention Strategies for HIV in Youth: A Concept Analysis
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1 Lecture at Sint Carolus School of Health Sciences, JL.Salemba Raya No.41, Jakarta Pusat 10440.
Email: sondangrsianturi@gmail.com Prevention Strategies for HIV in Youth: A Concept Analysis Sondang Ratnauli Sianturi1 Nurse Media Journal of Nursing, 5 (1), 2015, 15 - 23
Available Online at http://ejournal.undip.ac.id/index.php/medianers Nurse Media Journal of Nursing, 5 (1), 2015, 15 - 23
Available Online at http://ejournal.undip.ac.id/index.php/medianers BACKGROUND HIV/AIDS is a disease that causes negative impact on all aspects of life, especially in
young people. Young people are important to society as they are the future and are
needed to assist in the development of Indonesia. Today, many young people in
Indonesia have been diagnosed with HIV/AIDS. This rising number of young people
contracting HIV/AIDS is due to many factors, such as the lack of knowledge and stigma
about the disease itself, the discrimination of people suffering from this disease, free
association with sexual practices, and the lack of attention from their family. Indonesia has many people who are living with HIV/AIDS, especially in Jakarta. Statistics from the Ministry of Health Republic of Indonesia (2014) notes that Jakarta is
the city with the most people living with HIV/AIDS with 69,1 % of the people
identified as living with the disease.. In addition, 577 have died from HIV/AIDS in
2011. Cumulative AIDS cases are 13,109 cases in young people between ages 15 – 29
years old. Children & Youth Unit, the World Bank (2006) stated that the numbers speak
for themselves. Everyday 5000 to 6000 young people’s age 15-24 contracts HIV. With
youth at the heart of the pandemic, HIV prevention must focus on young people. The
Millennium Development Goal stated that increasing the knowledge of 15-24 year olds
with HIV/AIDS is the primary goal and indicator of health. Although today’s youth are much more informed about HIV/AIDS than previous
generations, even in countries with a general pandemic, more than 80% of young
women still do not have “sufficient understanding” about how to avoid HIV ( World
Bank, 2006). In addition, there are problems with the prevention of HIV among young
people because there is still a high stigma and discrimination related to HIV/AIDS. Sometimes, information about HIV is not appropriately delivered to the youth. The
current method of education is giving some information about health education, sex
education and gender issues. The young people in Indonesia have little information
from doctors or nurses who visit schools. There is also limited teaching about sex
education, STDs, and HIV/AIDS. In addition, there is a lack of curriculum that includes
sex education and reproductive health in young children. Today, the youth of Indonesia
are increasingly being influenced to try something new due to exposure to technology
such as the internet, Facebook, Twitter, and other social networking. ABSTRACT Purpose: To provide nurse educators how to address the problem of HIV/AIDS in the
youth through the concept of prevention strategies Methods: Review articles published during 2005 until 2014 that focused on HIV/AIDS
prevention strategies. The databases used in this study were EBSCO, Medline,
CINAHL, PubMed. Result: HIV knowledge is an important factor influencing HIV risk perceptions and risk
behaviors especially among youth.The concept of prevention strategies designed and
tested to address risk behavior on young people at every step along their developmental
path. Strategies are very important ways for preventing HIV/AIDS, especially in youth. Conclusion: The attributes that characterize the concept of strategies are: plan,
process, studying different ways, focusing on the greatest need, and analyzing and
learning. Although strategies are used in prevention, they are not maximized in
Indonesia. The best strategies for the different age groups have not yet been determined. With use of the best strategies, nurse educator can teach nursing students how best to
reach youth and other people in the community to prevent HIV. Result: HIV knowledge is an important factor influencing HIV risk perceptions and risk
behaviors especially among youth.The concept of prevention strategies designed and
tested to address risk behavior on young people at every step along their developmental
path. Strategies are very important ways for preventing HIV/AIDS, especially in youth. p
g
y
p
y
p
g
p
y
y
Conclusion: The attributes that characterize the concept of strategies are: plan,
process, studying different ways, focusing on the greatest need, and analyzing and
learning. Although strategies are used in prevention, they are not maximized in
Indonesia. The best strategies for the different age groups have not yet been determined. With use of the best strategies, nurse educator can teach nursing students how best to
reach youth and other people in the community to prevent HIV. Keywords: HIV/AIDS, Prevention, Youth, Strategies Copyright © 2015, NMJN, p-ISSN 2087-7811, e-ISSN 2406-8799 16
Nurse Media Journal of Nursing, 5 (1), 2015, 16
Nurse Media Journal of Nursing, 5 (1), 2015, BACKGROUND Youth are much
more sexually active at a younger age. There is also a rising use in tobacco, alcohol, and
other drugs. Therefore, there is a need for appropriate prevention strategies for young
children in the education and knowledge of HIV/AIDS. This can lead to a positive
impact for young people, so that the incidence and prevalence of HIV /AIDS on young
children can be reduced. There is a need for strategies that can approach the various
parties in contact with young people and HIV/AIDS. This means approaches to
HIV/AIDS prevention must come from individual, peer, family, school, and community
programs. Schools and families can be important partners for reaching youth before
high risk behaviors are established, because school is a primary level for youth social
development and family is a place that provides structure and guidance to youths about
sexuality, because family has the social power to teach youth socially acceptable
behavior. Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 17
Nurse Media Journal of Nursing, 5 (1), 2015, 17
Nurse Media Journal of Nursing, 5 (1), 2015, 17
Nurse Media Journal of Nursing, 5 (1), 2015, The analysis of concepts is a longstanding issue, both in philosophy and nursing. Concepts are called “the building blocks of theory” (Walker & Avant, 2005). The
Walker and Avant Method of concept analysis will be used to perform this concept
analysis paper. Concept analysis is a process that identifies unique attributes of a
concept, provide precise operational definitions of the concept, and improve
communication regarding the concept (Walker & Avant, 2005). As nurse educators, it is important to teach health in different places, one of
which is in the school. Programs run by a nurse educator at a school, teach children
prevention and promotion of health. Prevention and promotion strategies are used to
improve community health status. By providing education to children in school, the
younger generation of Indonesia can be healthier and contribute to the future
development of the country. The concept of “Prevention Strategies for HIV in Youth” was chosen for this
concept analysis because there is a need to explore and define what this concept is, so it
can be applied to the rising rates of HIV/AIDS in the young people in Indonesia. For
this concept analysis the focus of the literature review is the word “strategy”.The long
range goal of this work is to provide information, raise awareness, and encourage the
development of safe behavior to minimize the risk of infection, change in perception
among youth about HIV/AIDS, and develop better prevention strategies for youth. Finally, if these goals can be reached, there will be better solutions to the current
problems associated with HIV/AIDS in Indonesia. METHODS The researcher search materials and data by doing the literature review based on
journals from EBSCO, Medline, CINAHL and Pubmed with 19 articles. These articles
were published during 2005 until 2014 about HIV/AIDS prevention and HIV/AIDS
strategies in youth. Strategy in Education gy
A strategic imperative in low-income countries is a more explicit focus on the issue of
dropouts, repetition, and completion rates. This relates directly to upgrading the quality
and the relevance of the basic education delivery system, which in turn depends on the
quality of teaching staff, the pedagogies used, and the participation and involvement of
local communities. The most obvious strategic area of focus is expanding the capacity of education systems
to widen access toward universal primary education. Included would be identification of
optimum areas for additional classrooms and physical facilities, expansion of budgets
for additional teachers, and provision of textbooks and other learning materials. (Asian
Development Bank, 2008). Prakash Nair (2008) defines the strategy in education that Civitas Academica in school
has their own strategy in teaching students. The teacher must find different ways to
teach the student. Additionally, some strategies are more relevant to younger students,
while others apply only to older students. Few innovation strategies can succeed without
real leadership. However, in the world of education, good leadership at the top alone is
not enough to improve student achievement. Strategy in Mathematics The theory called “Games of Strategy” may be described as a mathematical theory of
decision-making by participants, in a competitive environment. A game of strategy is
described by its set of rules. These rules specify clearly what each person called a
“player” is allowed or required to do under all possible circumstances. Dresher (1961)
defines strategy as a concept where a person makes a decision at every move. Each
player formulates in advance of the play, a plan for executing the game from beginning
to end. A player using a strategy loses no freedom of action since the strategy specifies
the player’s actions in terms of the information that might become available. Every pair
of strategies, consisting of one strategy for each player, determines a play of the game to
consist of each player’s making one decision, namely the selection of a strategy
(Dresher, 1961). Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 18
Nurse Media Journal of Nursing, 5 (1), 2015, 18
Nurse Media Journal of Nursing, 5 (1), 2015, Strategy in Nursing There are many variations to Wilson’s method (Avant, 2000) in nursing. An example is
analysis of pain management. Pain management is accepted in nursing as an integral
component of the nurses’ mission in providing nursing care to clients. Davis (1992)
used a concept analysis strategy to identify the role of patient involvement in managing
their own pain. As a process that nurses experience frequently, understanding the
properties and outcomes of interruption could lead to an effective program of research
related to its outcomes on nurses and patients (Brixey, Robinson, Johnson, et al., 2007). This strategy is based on collaboration, critical thinking, and expertise of participants,
complementarity, mutual trust building, and mutual consensus building (Meleis, 2007). O’Neill (2000) said that strategy is the importance of bringing together the ‘hard’
elements (structure, rewards) of strategic management and the ‘soft’ elements of
organizational development (processes, culture, interpersonal relationship) is relevant to
nurses today as they attempt to grapple with the need for commitment to professional
‘hands on’ caring expected by the public and the pressure to be more politically aware
and involved in management. Strategy in Management USAID (2005) defines the heart of the strategy as basic education: facilitating the
acquisition of basic skills, such as literacy, numeracy, and critical thinking that enable
people and nations to thrive in a changing economic environment. USAID’s strategies
emphasize the following strategic management principles are focused on countries with
the greatest need and commitment, enhance host-country efficiency; emphasize project
sustainability. Mc. Donald reports that strategic management is a process through which organizations
analyze and learn from their internal and external environments, establish strategic
direction, create strategies that are intended to move the organization in that direction,
and implement those strategies, all in an effort to satisfy key stakeholders. Larger
companies tend to use the strategic management process, this process is also a vital part
of decision making in smaller companies. The strategic planning process tends to be a
rather rigid and unimaginative process in many organizations. In other words, strategy
should be both deliberate and emergent, and firms should both adapt to and enact with
their environments. The situation determines which option to choose. In recent years,
another perspective on strategy development has gained wide acceptance. A strategy can be thought of in either of two ways, as a pattern that emerges in a
sequence of decisions over time or as an organizational plan of action that is intended to
move a company toward the achievement of its shorter-term goals and, ultimately, its
fundamental purposes. In some organizations, particularly those in rapidly changing
environments and in small businesses, strategies are not planned in the formal sense of
the word. In those cases, the strategy reflects the insight and intuition of the strategies or
business owner, and it becomes clear over time as a pattern in a stream of decisions. Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 19
Nurse Media Journal of Nursing, 5 (1), 2015, 19
Nurse Media Journal of Nursing, 5 (1), 2015, 20
Nurse Media Journal of Nursing, 5 (1), 2015, The third attribute is “focusing on the greatest need”. In developing a strategy there is a
significant focus on where the greatest need is or where resources can be used to have
the best outcome. Every event or activity has a goal, and the goal is to focus on where
there is the greatest need. The fourth attribute is “analyzing and learning”. When working in a strategic manner it
is important to always be analyzing and learning from what is being studied and
implemented. This is one of the only ways in which strategies can be improved. This
attribute can be actualized when the program is being formed, when it is implemented
and when it has been evaluated. Analyzing and learning is important in evaluation in
order to effectively assess the impact of youth programs on the change in HIV-
prevention behaviors. The last attribute is a “process”. Strategy development is an ongoing process. King
(2007) said analysis of collaborative learning interactions have demonstrated that what
happens on the process level is important for predicting what cognitive benefits
participants in a conversation take away from it. Those attributes can help understand better what is meant by the concept “strategies”. By employing better strategies in the prevention of HIV/AIDS young people will
hopefully make more responsible choices about sexual behavior and practices. Working
with communities, teachers, school councils, parent-teacher associations and learners
themselves to assess, plan, implement, monitor, and evaluate education interventions
will help improve program quality and ensure cultural sensitivity. This is an example of the concept. A nursing student is in her “community health
clinical studies” assignment. The first step is “community assessment”. In this step the
student must try to approach the people in that community. The assessment result is
“The people’s need more information on HIV, particularly on young people”. They
need more information about HIV because the behavior of young people in that
community is at high risk for developing HIV. This request was forwarded by the
student to the faculty. After receiving the faculty’s approval, the students create a plan
about educational activities for the young people in the targeted community. At the first
stage, the student hold a meeting with the local government to receive some information
about HIV cases and condition related to it, and also discuss about the convenience date
of the proposed activity to be held. DISCUSSION Researchers found that the characteristics relevant to strategy are integrated in many
disciplines, including nursing, games, and management. The attributes identified from
the literature review are: plan, process, studying different ways, focus on greatest need,
along with analyzing and learning. Therefore, primary prevention strategies require a
plan with an identified process based on the study of different ways to focus on the
greatest needs with a continuous analyzing and learning of how to best address
HIV/AIDS. The first attribute on this concept is “plan”. A plan is an important ingredient in any
strategy. Without a plan efforts can be scattered and there is not a clear direction on
what comes first, second and third. A plan is a scheme or method of acting, doing,
proceeding, making, or advancing (dictionary, 2011). The plan must be effective,
written, and clear, based on the real current situation. There also must be sufficient time
for implementation and evaluation of a plan before moving onto another strategy. It
should not be rushed. Rushing the plan will cause problems. The plan is used to guide
policy, planning, and design decisions during implementation (Litman, 2011). The second attribute on this concept is “studying different ways”. In developing a
strategy it is important to identify all the different ways in which the goal can be
achieved. At the same time it is important to understand what is successful in different
settings for different age groups and people. Young people think in accordance with the
needs, interest, expectations, motives, and psychology of youth. Young people can learn
in different ways. It is important to stimulate the various parties to provide information
in different ways. Studying different ways refers to the concept that individuals differ in
regard to what mode of instruction or study is most effective for them, so it means that
different people learn information in different ways (Pashler, McDaniel, Rohrer, and
Bjork, 2011). Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 20
Nurse Media Journal of Nursing, 5 (1), 2015, 20
Nurse Media Journal of Nursing, 5 (1), 2015, 21
Nurse Media Journal of Nursing, 5 (1), 2015, ongoing education of students in the community is a process and more and different
ideas will need to be presented so that students can gain a clear understanding of the
problem of HIV/AIDS. ongoing education of students in the community is a process and more and different
ideas will need to be presented so that students can gain a clear understanding of the
problem of HIV/AIDS. Developing strategies that are effective in educating youth on HIV can affect their
understanding of the disease. Understanding the disease of HIV and what actions
prevent the spread of the disease can have significant long range impact on the
productivity of the country and wellbeing of the citizens of the country. Included in
these consequences would be less utilization of health care resources in caring for those
afflicted with the illness and more compassion toward those that have contracted the
illness. The long range goal of this work is to provide information, create a better
understanding, raise awareness, and encourage the development of safe behaviors to
minimize the risk of infection. A change in perception among youth about HIV/AIDS,
and development of better prevention strategies for youth can be achieved if there will
be better strategies to address the current problems associated with HIV/AIDS in
Indonesia. In this concept, the strategy used to assess any change in the behavior of young people
about HIV / AIDS prevention. Effective strategies are used for preventing all routes of
HIV/AIDS transmission. The most effective prevention programs are those that use a
combination of strategies to achieve maximum impact. One of the strategies that found
in the literature review is to create a group of young people who are trained periodically
related to HIV prevention, so that effective strategies can be seen and behavioral
changes can be assessed easily. Before implementing a strategy that has been made,
then that person should give approach to the relevant organizations or to the community. Also in the literature review, those strategies are also applied and implemented in the
areas of business and management to find ways and different activities with others so
that organizational goals can be achieved. In management, the strategy reflects the
insight and intuition of the strategies or business owner, and it becomes clear over time
as a pattern in a stream of decisions. 21
Nurse Media Journal of Nursing, 5 (1), 2015, The strategies that must reflect people made the thoughts, feelings, ideas, and wants
youth and mold them along with the purpose. Strategies are effective ways to achieve
goals made in a different way. To make the strategy will require a good planning is to
look at the needs and goals of the interests of society and especially young people in
HIV prevention. In addition, with the analysis and evaluation of the activity or activities
that have been done then this strategy is practiced in different ways and methods than
usual. So that young people can change their behavior and can help prevent HIV among
young people. 20
Nurse Media Journal of Nursing, 5 (1), 2015, After that, the student will study further about the
selected topic and discuss different and creative ways that the education can be
provided. Finally, the students provide education and information about HIV to the
young people in the community by using different media to explain the reproductive
organs and using video animation to explain the causes of HIV. This was determined as
the subjects where the students had the greatest need for education. The nursing students
develop a test for the young people to be given before and after the educational program
in order to estimate the level of knowledge about HIV. The results are very significant
and allowed the students to analyze and learn from the people who participated in the
education program. The nursing students learned from this activity that the young
people have a lack of understanding about HIV. The nursing students learned that the Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 21
Nurse Media Journal of Nursing, 5 (1), 2015, 21
Nurse Media Journal of Nursing, 5 (1), 2015, 22
Nurse Media Journal of Nursing, 5 (1), 2015, communities. The HIV prevention for youth should include education for behavior
change, information about risk and side effect, condom promotion and provision, STI
treatment, and harm reduction. To conduct prevention and promotion programs, nurses
must perform the assessment, data collection and see the program was run in youth has
not been successful, and then the nurse should plan an effective and better strategy to
address the identified needs. This is a process where the community health nurse is
always evaluating the plan so that the best ideas are identified for working with this
population. Concept analysis is the basis for theory development. Although the identified attributes
may enhance understanding of strategy, further work is needed to operationalize the
concept. If nurse educators are to view “strategies” as more than resource provision and
negotiation, they must develop a process which addresses the development,
implementation, and evaluation of their work in the community.. With use of the best
strategies, nurse educator can teach nursing students how best to reach youth and other
people in the community to prevent HIV. CONCLUSION HIV knowledge is an important factor influencing HIV risk perceptions and risk
behaviors especially among youth. Understanding the unique dynamics of the HIV
epidemic among youth is critical to developing and implementing effective prevention
and treatment programs. This program can be done by a nurse educator, where the rising
HIV caseload increases the demand for care and support in health facilities and Copyright © 2015, NMJN,p-ISSN 2087-7811, e-ISSN 2406-87 22
Nurse Media Journal of Nursing, 5 (1), 2015, 22
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Grants to Fund Student-Designed HIV/AIDS Education. Health Promotion
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DANNYALLEN,Senior Registrar, Fromeside Clinic, Blackberry Hill, Stapleton,
Bristol BS161 ED It is also far more
interesting to many staff who, in my experience, feel
that they are able to improve their practice, as
opposed to quantitative audit which may easily be
seen as a tool of management to improve productivity. The next decision is who is to be involved. Medical
audit means just doctors; clinical audit can involve
the whole team. In our case there was little debate,
the nature of a day hospital clearly lends itself to a
multidisciplinary
approach
but consideration
may
need to be given to whether this is always appropriate
in other settings. One compromise might be to alter
nate depending on the subject of the audit; this would
be especially important if the discussion would tend
to exclude other staff by its very nature-e.g. blood
tests. Keeping staff interest is paramount. The model which I would recommend
to the
trainee or senior registrar embarking upon audit for
the first time would be that developed by the team at
the Royal South Hants Hospital (Edwards et al,
1987). They started off with case-note review and
developed a system of audit meetings which stood the
test of time. It is a similar system to that which is
described by James (1992) as applied to a regional
secure unit. p g
p
The next step is to have the inaugural meeting. As
far as possible staff should be prepared to come with
ideas for audit but as the concept will be new to some,
do not expect instant success; it isenough that people
show up and express interest. The facilitator's job
at this meeting will be to explain what audit, as
envisaged here, is about. It is just as important
to
state what it is not about, i.e. checking how much
work people are doing or trying to analyse the
nature of that work. Personal experience indicates
that this sort of 'managerial'
audit is excellent at
getting people's backs up and achieves nothing of
use. It depresses morale as opposed to raising it as
qualitative audit can do. This article describes my experience in a day
hospital but the methods described can easily be
adapted to any setting. Psychiatric Bulletin (1993), 17, 534-536 Psychiatric Bulletin (1993), 17, 534-536 DANNYALLEN,Senior Registrar, Fromeside Clinic, Blackberry Hill, Stapleton,
Bristol BS161 ED Audit is certainly the topic of the moment. It is much
talked about and a lot of money is being made avail
able for it, yet it seems that there are few real guide
lines about how to do it. Many junior doctors who
would like to do audit may be put off by the com
puters and other paraphernalia
which are deemed
necessary for this purpose. While technology can
help, it is by no means necessary and some of the best
audit follows the same principles as research: keep it
simple. The trainee interested in setting up an audit pro
gramme will probably best act as a facilitator. I used
the beginning of my time at the day hospital to talk
about audit and gauge people's reactions to it. If you
are keen enough, staff should be willing to donate the
next vital component: time. There isno point in being
over-ambitious; an hour a month, perhaps in a pre
existing slot, occupied by a case-conference or similar
meeting, is all that is needed Any more can lead to
complaints, unfulfilled expectations and the demise
of the programme although, of course, a little more
time is needed by the facilitator. p
The College (1989) has produced a preliminary
report on audit in which the point ismade that quality
is at least as important as quantity. It is also far more
interesting to many staff who, in my experience, feel
that they are able to improve their practice, as
opposed to quantitative audit which may easily be
seen as a tool of management to improve productivity. The model which I would recommend
to the
trainee or senior registrar embarking upon audit for
the first time would be that developed by the team at
the Royal South Hants Hospital (Edwards et al,
1987). They started off with case-note review and
developed a system of audit meetings which stood the
test of time. It is a similar system to that which is
described by James (1992) as applied to a regional
secure unit. p
The College (1989) has produced a preliminary
report on audit in which the point ismade that quality
is at least as important as quantity. https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press The seventh audit meeting Assuming a six month review cycle as suggested
above, it is now time to go back to reviewing the first
month's audit aim. It is to be hoped your team will
have now become adept at formulating aims within
half an hour so in theory there should be plenty of
time for review! In practice, the first one or two
reviews may well be a bit traumatic as people have
forgotten what it was all about so it may be wise to
suspend the formulation section of your meeting and
concentrate on review. It is important to establish that staff understand
that they are not being criticised and care should be
taken to avoid personalisation. Where standards fall
short of the aims, as they invariably will, people
should decide whether this is due to bad practice,
poor recording or other errors or whether there is an
inherent flaw in the aims and therefore whether the
standard should be redesigned. g
Obviously there is nothing special about
these
topics, but they were the result of what staff were
interested in. Other topics fell by the wayside as it
was felt there was little practical purpose in discuss
ing them. Sometimes the topic audited bore little
resemblance to the original idea. g
The most important
point when the subject has
been discussed
is to formulate
the aims in an
auditable fashion. This means two things: first, the
aim should be 100% success. Knowing one will reach
it does not allow one to aim at less. Second, the aims
must be checkable. Information recording methods
must be established clearly at the meeting or by
named persons before the next meeting. To do less
is to court failure. For example, we agreed that
appointment
notes, assessment letters, six monthly
notes and outcome letters would be sent to GPs. In
order to check this we had to institute a recording
system; the original idea proved impractical so it was
modified at the next meeting. g
At this stage it is important that clear conclusions
are reached otherwise the whole exercise may be seen
as a waste of time. It is the job of the facilitator to
attempt to draw together the threads of the argument
and to try to salvage some modicum of logic from
what can easily become a free-floating discussion. It is important not to become discouraged. The second audit meeting The second audit meeting The agenda for this meeting should contain three
sections: audit topic of the month, revisions to last
month's audit, and suggestions for next month's audit. When the ideas have run dry a tentative agenda for
the second meeting is set and a definite date and time
established. Again the agenda must go out in time to jog
people's memories and get them thinking about the
topics. The second section isimportant because often
the practicalities of implementing last month's audit
may not have been as straightforward
as expected
and modifications may be necessary. Thefirst audit meeting About a week before the meeting the facilitator
should produce a brief agenda, he or she should then
go about
reminding people and enthusing
them. Personal experience suggests that one simple topic
per meeting is adequate. One usually gets through
less than one sets out to at first and it is always better
to finish a meeting early and postpone discussion
than to beat out poor ideas in the last five minutes. This does not matter at all, because it is possible to
have a rolling agenda and people know that they will
have a chance to discuss things later. So what sort of
things do people want to discuss? The topics which
we started with were communication with GPs, pre
scribing, recording attendance,
client review, and
handling information. The seventh audit meeting Audit
ing is a skill which it takes a team some time to learn. There may well be low points, particularly at the re
view, but it is important to plough on as staff will
gradually understand the significance of 'closing the
audit loop' and recording practice for future audit will
gradually become part of normal working practice. Before closing it is important to make sure every
one knows what is to be discussed next month and
finally agree a time interval after which you will
return to check that month's audit. Simplicity dic
tates that this should be the same for all topics and a
suggested interval is six months. After the meeting it is the facilitator's
duty to A guide for the trainee forthcoming. If not, the facilitator can inject some
of their own, perhaps
using examples from this
article! forthcoming. If not, the facilitator can inject some
of their own, perhaps
using examples from this
article! How to get started The first thing that is needed is enthusiasm. In my
case I was allocated a number of sessions at the day
hospital without a particular brief. I was interested in
audit and suggested to my consultant that Idevoted a
proportion of my time to it. I was given the go-ahead
but from then on all enquiries aimed at establishing
what the audit should be about or what form it
should take were met with obscure comments about
someone in the library being an expert on computers! The good news for trainees who are not especially
computer literate was that my audit was achieved
without the use of computers, although they are a
useful adjunct for those who want to use them. The point that needs to be made at the first meeting
is that audit is a means by which professionals can set
standards and see how well they perform by their
own lights. This latter part is very important, as it
gives a feeling of control to the staff, and rightly
so. After this subject has been discussed more than
half the meeting will probably have passed and it is
time to brainstorm. Ideas for audit are likely to be 534 https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press 535 A guide for the trainee A guide for the trainee https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press JONSPEAR,Research Registrar, St Nicholas Hospital, Gosforth, Newcastle upon Tyne
NE3 3XT The aim of medical audit is to improve the quality of
medical care (Department
of Health, 1989). There
was concern that patients referred to a psychogeriatric
service (Service X) did not have adequate access to
computerised tomography. The nearest computerised
tomography scanner was located in a neighbouring
district
and
direct
referrals
were not
accepted. Computerised tomography scans could be obtained
indirectly by referral to neurosurgeons. Because of
these difficulties "potentially
treatable
structural
lesions" (such as cerebral tumours
and subdural
haematomas) may have been missed. We decided to
compare the use of computerised tomography scans
with a nearby service (Service Y) which had a com
puterised tomography scanner on site. Service X had
a catchment population of 33,000 aged over 65 and
Service Y a catchment population
of 23,420 aged
over 65. The study All patients in service X and service Y referred in
1990 and who had computerised tomography head
scans were included. Fifty controls were randomly
selected from patients
referred
to service Y in
1990.Information from case-notes was recorded on a
preforma. https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press 536
References
EDWARDS,J. G., NUNN, C. M. H. & RICKETTS,B. S. (1987)
Three years of medical audit in a psychiatric
unit. Bulletin
of the Royal College of Psychiatrists,
11, 154-155.
Allen
JAMES,A. ( 1992) Practical
experience
from a regional
secure
unit. Psychiatric
Bulletin, 16, 84-85.
THE ROYAL COLLEGE OF PSYCHIATRISTS(1989)
Working
Party from Council.
Preliminary
report on medical audit.
Psychiatric
Bulletin,
13, 577-580. Keeping going It is in the nature of the job that trainees move on. But
it is important to give a thought to continuity. It is to
be hoped that you will have generated enthusiasm
among other staff and that one of them willbe keen to
take on your mantle - perhaps another trainee, or,
more permanently, a clinical assistant or member of
the nursing staff. Whichever way, if it has been worth
doing it will be worth continuing. After a while staff
will hopefully look upon audit, not as some academic
exercise imposed upon them by doctors, but as a tool
which everyone can use to improve standards. After the meeting it is the facilitator s
duty to
produce a sheet of audit aims, to be circulated, posted
and preferably placed in a central recording mechan
ism for posterity. The sheet should explain the prin
ciples of audit: aim for 100% success, review in x
months, and alter standards or practice accordingly
thereafter. https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press 536 Allen JAMES,A. ( 1992) Practical
experience
from a regional
secure
unit. Psychiatric
Bulletin, 16, 84-85. References EDWARDS,J. G., NUNN, C. M. H. & RICKETTS,B. S. (1987)
Three years of medical audit in a psychiatric
unit. Bulletin
of the Royal College of Psychiatrists,
11, 154-155. THE ROYAL COLLEGE OF PSYCHIATRISTS(1989)
Working
Party from Council. Preliminary
report on medical audit. Psychiatric
Bulletin,
13, 577-580. Psychiatric
Bulletin (1993), 17, 536-537 Psychiatric
Bulletin (1993), 17, 536-537 JAMES,A. ( 1992) Practical
experience
from a regional
secure
unit. Psychiatric
Bulletin, 16, 84-85. JAMES,A. ( 1992) Practical
experience
from a regional
secure
unit. Psychiatric
Bulletin, 16, 84-85.
THE ROYAL COLLEGE OF PSYCHIATRISTS(1989)
Working
Party from Council.
Preliminary
report on medical audit.
Psychiatric
Bulletin,
13, 577-580. Findings Patients referred to Service Y were more likely to
have a computerised
tomography
scan (21/222 v. 10/449; x=16;
d.f. = l; P<0.001)
than
patients
referred to Service Y. Patients who had computerised
tomography were younger than controls (72.1 years
v. 78.5 years; t = 2.4; /><0.05). Most patients who
had computerised
tomography
were male (18/31)
while most controls were female (38/50; P < 0.01). Weinberger (1984) has suggested the following
indications
for CT scans for elderly psychiatric
patients: All patients who had computerised tomography
scans had an indication. For Service X these were
confusion (6) and dementia (4). For service Y the
indications were confusion (4), dementia (11), first
onset psychosis (5) and personality change (1). There
was no difference in the frequency of risk factors
between Service X (9/10) and Service Y (17/21). Nine
patients (29%) had focal neurological signs; of these
four had cerebral infarcts, two atrophy and three
had potentially treatable lesions (a meningioma, a
subdural haematoma and normal pressure hydroce-
phalus). Focal neurological signs were a predictor of
"potentially treatable lesions" (Fisher's Exact Test;
P=0.008). Twenty-two
patients did not have focal
neurological signs; of these nine had infarcts,
11
atrophy and two were "normal". All three patients
with
"potentially
treatable
lesions"
were
from
Service X. (a) confusion or dementia of unknown cause (a) confusion or dementia of unknown cause (b) first episode of psychosis of major depressive
episode p
(c) prolonged catatonia
(d)
lit
h (d) personality change. (d) personality change. In a study of patients with confusion or dementia
36 out of 331 (10.9%) had potentially
treatable
lesions identified by CT scanning (Roberts & Caird,
1990). Risk factors which increase the probability of
"potentially
treatable
lesions" in elderly patients
with confusion or dementia are focal neurological
signs, headaches, papilloedema, epilepsy (Bradshaw
et al, 1983), reduced alertness and a duration of less
than one year (Roberts & Caird, 1990). https://doi.org/10.1192/pb.17.9.534 Published online by Cambridge University Press
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https://openalex.org/W2044418307
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0125331&type=printable
|
English
| null |
Prohibitin Is Involved in Patients with IgG4 Related Disease
|
PloS one
| 2,015
|
cc-by
| 5,268
|
Results One positive autoantigen was identified as prohibitin. ELISA analysis showed that a majority
of patients with IgG4-RD have antibodies against prohibitin. Anti-prohibitin antibodies were
present in the sera of patients with definite autoimmune pancreatitis (25/34; 73.5%), Miku-
licz’s disease (8/15; 53.3%), retroperitoneal fibrosis (6/11; 54.5%), other probable IgG4-RD
(26/29; 89.7%) and Sjögren’s syndrome (4/30; 13.3%) but not in apparently healthy donors
(1/70; 1.4%). Data Availability Statement: All relevant data are
within the paper. Data Availability Statement: All relevant data are
within the paper. Funding: This work was supported by the
Fundamental Research Funds for the Central
Universities, Program for New Century Excellent
Talents in University and the National Natural Science
Foundation of China (No. 21105113; No. 31371203). The funders had no role in study design, data
collection and analysis, decision to publish, or
preparation of the manuscript. ImmunoHunt
Corporation provided support in the form of a salary
for author GYC, but did not have any additional role in
the study design, data collection and analysis,
decision to publish, or preparation of the manuscript. OPEN ACCESS OPEN ACCESS
Citation: Du H, Shi L, Chen P, Yang W, Xun Y, Yang
C, et al. (2015) Prohibitin Is Involved in Patients with
IgG4 Related Disease. PLoS ONE 10(5): e0125331. doi:10.1371/journal.pone.0125331
Academic Editor: Peter Szodoray, Institute of
Immunology, Rikshospitalet, NORWAY
Received: October 8, 2014
Accepted: March 11, 2015
Published: May 1, 2015
Copyright: © 2015 Du 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. Citation: Du H, Shi L, Chen P, Yang W, Xun Y, Yang
C, et al. (2015) Prohibitin Is Involved in Patients with
IgG4 Related Disease. PLoS ONE 10(5): e0125331. doi:10.1371/journal.pone.0125331 Objective IgG4-related disease (IgG4-RD) is a chronic systemic disease involved in many organs and
tissues. As only limited autoantigens have been found since the beginning of this century,
the aim of this study was to reveal new candidate autoantigens of IgG4-RD. RESEARCH ARTICLE RESEARCH ARTICLE
Prohibitin Is Involved in Patients with IgG4
Related Disease Hongwu Du1*, Lili Shi1, Peng Chen1, Weikang Yang1, Yiping Xun1, Chunhe Yang1,
Lanqing Zhao1, Yabin Zhou1, Guangyu Chen2 1 112 Lab, School of Chemistry and Biological Engineering, University of Science and Technology Beijing,
Beijing, China, 2 ImmunoHunt Corporation, Beijing, China * hongwudu@ustb.edu.cn * hongwudu@ustb.edu.cn * hongwudu@ustb.edu.cn Methods Academic Editor: Peter Szodoray, Institute of
Immunology, Rikshospitalet, NORWAY Academic Editor: Peter Szodoray, Institute of
Immunology, Rikshospitalet, NORWAY Multiple cell lines including HT-29, EA.hy926, HEK 293 and HepG2 were used to test the
binding ability of circulating autoantibodies from IgG4-RD sera. The amino-acid sequence
was then analyzed by matrix-assisted laser desorption/ionization time-of-flight tandem
(MALDI-TOF/TOF) mass spectrometry. After the cloning and expression of recombinant pu-
tative autoantigen in a bacterial expression system, the corresponding immuno assay was
set up and utilized to observe the prevalence of serum autoantibodies in a large set of con-
firmed clinical samples. Copyright: © 2015 Du 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. Cell lines HT-29, EA.hy926, HEK 293 and HepG2 cell lines were all purchased from American Type Cul-
ture Collection (Rockville, MD). To cultivate the four cell lines above, DMEM (HyClone, UT)
with 10% fetal bovine serum (HyClone, UT) was used as the culture medium. Because IgG4-RD
can occur in various organs, which increases the complexity of the disease, HT-29 was selected
as the representative of glandular epithelial cells; EA.hy926 as the representative of vein endo-
thelial cells; and HEK 293 and HepG2 as the representatives of human organs involvement. Samples In this study, sera from 89 patients with IgG4-RD with an average age of 38 years (range 21 to
68, 36 female and 53 male) who conform to the criteria proposed by the Japan Pancreas Society
[22], sera from 30 patients with Sjögren’s syndrome (SjS) (35 years old: range 15 to 58, 21 fe-
male and 9 male) who were diagnosed according to the standard defined criteria [23], and sera
from 70 matching healthy donors (36 years old: range 15 to 60, 46 female and 24 male) were
enrolled as control. This study was approved by the ethical committee of the Peking Union
Medical College Hospital, and each patient involved in this study provided written informed
consent. Furthermore, written informed consent on behalf of the minors involved in the study
was obtained from their guardians. Blood specimens were procured and medical record infor-
mation including gender, age, height, weight and supplement use was collected. Sera were iso-
lated, aliquoted and stored at -80°C until used. Prohibitin and IgG4-RD Conclusions An association between prohibitin and patients with some IgG4-RD was observed, although
the results were quite heterogeneous among different individuals within autoimmune pan-
creatitis, Mikulicz’s disease and retroperitoneal fibrosis. 1 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Introduction Competing Interests: The authors have declared
that no competing interests exist. IgG4-RD has recently been recognized as a distinct clinical entity comprising a number of dis-
orders, such as type 1 autoimmune pancreatitis (AIP) [1,2], sclerosing cholangitis [3], Miku-
licz’s disease (MD) [4], tubulointerstitial nephritis [5] and retroperitoneal fibrosis (RPF) [6]
etc. It is a chronic systemic disease with multi-organ involvement and IgG4-positive plasma
cell infiltration [7]. The characteristics of IgG4-RD are high density of serum IgG4 and osmotic
IgG4-positive plasma cells, which can infiltrate pancreas [8], salivary [9], lacrimal glands [10],
lung [11], retroperitoneal space [6], kidneys [12], pituitary [13], eyes [14] and others [15]. Due
to lack of specific clinical features in the early stage, current clinical practice greatly relies on
the examination of histology, imaging and serology, which increases the difficulty of a clear di-
agnosis. Autoimmunity has been considered the most probable pathogenesis of IgG4-RD [16]
and several autoantigens have been suggested, including lactoferrin [17], carbonic anhydrase II
(CAII) [18], amylase-alpha 2A [19], pancreatic secretory trypsin inhibitor (PSTI) [20] and
plasminogen-binding protein peptide [21], with autoantibodies against these targets successful-
ly examined in patients with IgG4-RD in laboratories. Furthermore, the molecular mechanism of IgG4-RD is not fully clarified yet, and it requires
the discovery of more associated molecules through additional research. It is hoped that some
of these molecules will be targeted in clinical applications, whereas others may be used to study
the disease pathogenesis and how IgG4-RD relates to other autoimmune diseases. The aim of
this study was to screen and identify new autoantigens which are closely related to the morbidi-
ty of IgG4-RD. Immunoprecipitation Total extracts of HT-29 cells (500 μg) were incubated with 9 μL mixed sera (equal volumes
from three positive IgG4-RD patients in western blotting detection) overnight at 4°C on a rota-
tor. Subsequently, 50 μL of protein A-Sepharose beads (Sigma, MO) washed with PBS were
added and incubated for 4 hours at 4°C. The immunoprecipitates were washed three times in
200 μL PBS. Then, the immunoprecipitates were suspended in a sample loading buffer and an-
alyzed by 12% SDS-PAGE. Prohibitin and IgG4-RD on the slides overnight, fixed with 4% paraformaldehyde and followed by incubation with Tri-
tonX-100. Sera from patients with IgG4-RD, SjS or healthy donors were diluted at 1: 20 in PBS,
and incubated with the slides for 2 hours at 37°C. After extensive washing, the slides were incu-
bated with fluorescein isothiocyanate (FITC)-conjugated goat-anti-human IgG (Bioss, Beijing,
China) which had been diluted 1: 150 in PBS for 30 min. The slides were then examined under
a fluorescence microscope (AMG, Bothell, WA). For the indirect immunofluorescence assay,
the total cell fluorescence ratio was obtained by Image J software (NIH, MD). HT-29 cell-based ELISA HT-29 cells were plated in 96-well plates and cultured at 37°C. Cells were fixed with 4% para-
formaldehyde and then washed with 5 ‰ PBST (Tween-20 in PBS, v/v). After fixation with
0.2% TritonX-100 for 10 min, cells were washed by using 5 ‰ PBST again, and allowed to dry. Then sera were diluted at 1: 100 with PBS and incubated with the cells. After incubation, horse-
radish peroxidase-conjugated goat anti-human IgG at a dilution of 1: 10000 (ImmunoHunt,
Beijing, China) was added. The binding of antibody was quantified by the addition of tetra-
methylbenzidine (TMB, 1 mg/mL, Sigma). The chromogenic reaction was stopped with 2 M
H2SO4 and the plates were obtained spectrophotometrically at 450 nm on a microplate reader
(Tecan, Hombrechtikon, Switzerland). Western blotting The detailed procedure of Western blotting was performed as described elsewhere [25]. In
brief, to screen the autoantibodies in the sera, HT-29 cells were lysed in RIPA buffer (Beyotime,
Shanghai, China) with 1% protease inhibitor cocktail (Sigma-Aldrich, MO), combined with the
loading buffer and boiled for 10 min. After removing the insoluble fraction by centrifuge, the
eluted proteins were resolved by 12% SDS-PAGE and then transferred onto PVDF membrane
(Merck Millipore, MA). Next the membrane was cut into 2-cm wide stripes. After blocking
with PBS containing 5% nonfat milk for 1 hour at 37°C, the membrane was incubated with
sera at a dilution of 1: 500. Horseradish peroxidase-conjugated goat anti-human IgG was used
as the secondary antibody with a dilution of 1: 10,000 for 1 hour at 37°C. The positive bands
were detected with enhanced chemiluminescence kit (Applygen, Beijing, China). Indirect immunofluorescence assays Indirect immunofluorescence assays were performed as previously described [24]. HT-29, EA. hy926, HEK 293 and HepG2 cell lines were plated on the slides. The cells were then cultured 2 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Expression and purification of target antigen The total RNA was isolated from HT-29 using TRIzol reagent (Invitrogen, CA). RT-PCR was
performed according to the manufacturer’s instructions (Fermentas, MD). Human PHB pro-
tein was over-expressed in the E.coli BL21, followed by purification with Ni-NTA resin (Qia-
gen, Hilden, Germany). Protein concentrations were determined by BCA kit (Boisynthesis
Biotechnology, Beijing, China). Purified recombinant protein was stored at -80°C. Prohibitin and IgG4-RD digestion buffer containing 50 mM NH4HCO3 and 12.5 ng/μL of trypsin in an ice-cold bath. After 1 hour ice-cold bath, the supernatant was removed and replaced with 50 mM NH4HCO3
to keep the gel pieces wet during enzymatic cleavage. MALDI-TOF/TOF MS analysis of the
tryptic digestion solution was performed on 4700 Proteomics Analyzer mass spectrometer
(Applied, Biosystems). CHCA (α-cyano-4-hydroxycinnamic acid) matrix was prepared by dis-
solving 5 mg in 1 mL of 50:50 acetonitrile/water containing 0.1% tallow fatty acid. The mass
spectrometric data were analyzed using the Mascot bioinformatics database search engine (Ma-
trix Sciences, London, UK). Peptide sequences were interpreted from the MS/MS spectra by
searching the Homo sapiens subset of the Swissprot protein database. Search parameters in-
cluding carbamidomethylation of cysteines were set as a fixed modification, and then methio-
nine oxidation was set as a variable modification, respectively. The peptide mass tolerance was
set at ±100 ppm and the fragment mass tolerance at ±0.6 Da. Trypsin was specified as the pro-
teolytic enzyme, and one missed cleavage was allowed. Human recombinant PHB based-ELISA ELISAs were performed as described previously [25]. Briefly, 0.1 μg/mL of recombinant protein
was used to coat 96-well microtiter plates overnight at 4°C. After blocking with goat serum, sera
from patients or controls were diluted at 1: 100 and added to the antigen-coated wells and incu-
bated for 2 hours. Bound antibodies were incubated with horseradish peroxidase-conjugated
mouse anti-human IgG4 (Abcam, MA) which had been diluted at 1:4,000 and reacted with
TMB as substrate. Finally the reaction was stopped by adding 2 M H2SO4. The absorbance at
450 nm was measured with a microplate reader (Tecan, Hombrechtikon, Switzerland). Statistical analysis To determine whether the frequency of autoantibodies in each cohort of patients’ sera was sig-
nificantly higher than that in sera from healthy donor, the statistical analysis was evaluated by
SPSS software (Version 17, Chicago, IL), with results considered to be statistically significant if
P< 0.05. The critical point for positive definition was the number with a higher value than that
of the healthy donors (Mean + 3 SD). In-gel digestion and mass spectrometry analysis In-gel digestion and MALDI-TOF/TOF MS analysis were performed as previously described
[24]. The gel band of interest was excised and detained by 25 mM NH4HCO3, containing 50%
acetonitrile and dried with vacuum centrifugation. Then, 25 mM NH4HCO3 including 10 mM
dithiotreitol (DTT) was added to cover the gel pieces and allowed to reduce for 2 hours at
37°C. After cooling to room temperature, the DTT solution was replaced by the same volume
25 mM NH4HCO3 containing 55 mM iodoacetamide to incubate for 45 min in the dark. After
the gel pieces were washed and completely dried in a speed-vac, they were swollen in a 3 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 HT-29 was selected as target for the antigen screening The autoantibody profile of IgG4-RD in HT-29, EA.hy926, HEK 293 and HepG2 cell lines was
tested (Fig 1A–1D). The existences of autoantigens in the HT-29 cells were demonstrated by
the presence of abundant fluorescence. Concurrently, by using different control sera to incu-
bate with HT-29 cells, it was shown that the sera from SjS and HC have a relatively weaker or
non-specific interaction (Fig 1E–1F). 4 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Prohibitin and IgG4-RD Fig 1. Immunofluorescence analysis. (A-D) Immunofluorescence was performed on HT-29 by confocal
laser microscopy, then compared with other cells including EA.hy926, HEK 293 and HepG2. Total cell
fluorescence was analyzed by Image J software and significant differences were found between HT-29 and
three other cell lines (p<0.0001), indicating positive reactions in HT-29 cells with IgG4-RD sera. (E-F) Contro
samples including SjS and HC were then tested on HT-29 cells, and the sera of patients with SjS were found
to have a weaker specific reaction and no positive signal on HC. doi:10.1371/journal.pone.0125331.g001 Fig 1. Immunofluorescence analysis. (A-D) Immunofluorescence was performed on HT-29 by confocal
laser microscopy, then compared with other cells including EA.hy926, HEK 293 and HepG2. Total cell
fluorescence was analyzed by Image J software and significant differences were found between HT-29 and
three other cell lines (p<0.0001), indicating positive reactions in HT-29 cells with IgG4-RD sera. (E-F) Control
samples including SjS and HC were then tested on HT-29 cells, and the sera of patients with SjS were found
to have a weaker specific reaction and no positive signal on HC. doi:10.1371/journal.pone.0125331.g001 doi:10.1371/journal.pone.0125331.g001 5 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Prohibitin and IgG4-RD Antibody titer Total fluorescent differences among four different cells lines were quantified by Image J soft-
ware and significant differences were observed (Fig 2A). ELISA of HT-29 with the sera from 20
IgG4-RD patients (the first batch of samples in the lab) was performed. The sera from 5
IgG4-RD patients which presented relatively higher optical density in ELISA were selected to
perform the subsequent Western blotting experiment (Fig 2B). PHB was identified as a target protein in IgG4-RD patients Through Western blotting analysis, a specific positive band near 30 kDa of molecular weight
was observed from the reaction between 3 IgG4-RD sera and HT-29 cells (Fig 2C). However,
no positive reaction was observed with healthy controls. Fig 2. Identification of target antigen. (A) The value of cell fluorescence was analyzed by Image J software. *** indicates P<0.0001. (B) Five of 20 patients with IgG4-RD presenting relatively higher optical density
values on ELISA for HT-29 cell were selected for Western blotting. (C) Western blotting of HT-29 cell extracts
with the sera from 5 IgG4-RD patients showed a positive band with a molecular weight of approximately 30
kDa in 3 patients but not in healthy controls. (D) Immunoprecipitation was performed by incubating the
extracts of HT-29 with IgG4-RD patient sera and an approximately 30 kDa protein band reacted with
antibodies from IgG4-RD patients. doi:10.1371/journal.pone.0125331.g002 Fig 2. Identification of target antigen. (A) The value of cell fluorescence was analyzed by Image J software. *** indicates P<0.0001. (B) Five of 20 patients with IgG4-RD presenting relatively higher optical density
values on ELISA for HT-29 cell were selected for Western blotting. (C) Western blotting of HT-29 cell extracts
with the sera from 5 IgG4-RD patients showed a positive band with a molecular weight of approximately 30
kDa in 3 patients but not in healthy controls. (D) Immunoprecipitation was performed by incubating the
extracts of HT-29 with IgG4-RD patient sera and an approximately 30 kDa protein band reacted with
antibodies from IgG4-RD patients. doi:10.1371/journal.pone.0125331.g002 6 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Prohibitin and IgG4-RD Immunoprecipitation was further carried out by incubating the extract of HT-29 cells with
mixed sera, which resulted in an approximately 30 kDa protein band (Fig 2D). This protein
was found to share approximately 40% sequence similarity with human PHB (NCBI accession
number, gi|4505773; Mascot score, 692), and 8 unique peptides of PHB were matched. Expression and purification of recombinant human PHB The recombinant expression plasmid pET-28a (+)-PHB was transformed into E.coli BL21
(DE). After 6 hours of induction by isopropyl-b-D-thiogalactopyranoside, the cells were lysed
by ultrasonic and the extracts were analyzed by SDS-PAGE. High levels of expression of re-
combinant PHB protein were observed (Fig 3A). Western blotting and immunoprecipitation To further demonstrate the immunoreactivity of PHB protein against the patients’ sera, puri-
fied PHB was analyzed with western blotting using mixed sera. It was shown that the sera from
patients with IgG4-RD but not from healthy donors could recognize the recombinant PHB
protein. (Fig 3B). Fig 3. Verification of prohibitin. (A) The cloning, expression and purification of recombinant PHB protein. M, protein markers; lane 1, cell extracts of pET-
28a (+)-PHB/BL21 after IPTG induction for 6 hour at 37°C; lane 2, cell extracts of pET-28a (+)-PHB/BL21 before IPTG induction; lane 3, cell extracts of pET-
28a (+)-BL21 after IPTG induction. lane 4, cell extracts of BL21 after IPTG induction. (B) Western blot using purified PHB protein showed that only the sera
from patients with IgG4-RD (lane 1) rather than HC (lane 2) contain antibodies against a 30 kDa cellular protein. (C) The expressed protein was purified and
further identified by MS, which revealed its identity as PHB. (D) PHB protein was also identified in immunoprecipitates; lane 1, supernatant of
immunoprecipitation; lane 2, immunoprecipitates; lane 3, control sample (the purified rhPHB). (E) The protein band on lane 2 was excised and identified by
MALDI-TOF/TOF MS, which again revealed its identity as PHB. doi:10.1371/journal.pone.0125331.g003 Fig 3. Verification of prohibitin. (A) The cloning, expression and purification of recombinant PHB protein. M, protein markers; lane 1, cell extracts of pET-
28a (+)-PHB/BL21 after IPTG induction for 6 hour at 37°C; lane 2, cell extracts of pET-28a (+)-PHB/BL21 before IPTG induction; lane 3, cell extracts of pET-
28a (+)-BL21 after IPTG induction. lane 4, cell extracts of BL21 after IPTG induction. (B) Western blot using purified PHB protein showed that only the sera
from patients with IgG4-RD (lane 1) rather than HC (lane 2) contain antibodies against a 30 kDa cellular protein. (C) The expressed protein was purified and
further identified by MS, which revealed its identity as PHB. (D) PHB protein was also identified in immunoprecipitates; lane 1, supernatant of
immunoprecipitation; lane 2, immunoprecipitates; lane 3, control sample (the purified rhPHB). (E) The protein band on lane 2 was excised and identified by
MALDI-TOF/TOF MS, which again revealed its identity as PHB. doi:10.1371/journal.pone.0125331.g003 7 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Prohibitin and IgG4-RD After the purification of recombinant PHB protein with Ni-NTA resin, the eluted fractions
were separated on SDS-PAGE and further confirmed by mass spectrometry (Fig 3C). doi:10.1371/journal.pone.0125331.g004 The prevalence of anti-PHB antibodies in IgG4-RD patients The prevalence of autoantibodies against human PHB was examined in various patients by
ELISA. A total of 189 samples were tested in this study. Of the 89 sera with IgG4-RD analyzed,
65 (73%) were found to be reactive with PHB, but only 1 (1.4%) of the 70 healthy donors was
positive (Fig 4A). Anti-PHB antibodies were present in the sera of patients with a different sub-
type of IgG4-RD (Fig 4B) including definite AIP (25/34; 73.5%), MD (8/15; 53.3%), RPF (6/11;
54.5%), and other probable IgG4-RD (26/29; 89.7%). Discussion and Conclusions One advantage of this study is that the indirect immunofluorescence analysis for multiple
cell lines was performed at the beginning to screen out enrichment of candidate autoantigen
targets. Actually, dozens of cell lines of different origin were used in the pre-screening pro-
cess (data not shown). The fluorescence signal intensity indicated the binding ability of auto-
antigens with the sera from IgG4-RD, in which the promising cell lines with clear positive
signals were selected and used for the next screening circle for putative target autoantigens. After the in-gel digestion and mass spectrometry analysis, the potential autoantigen was re-
vealed to be PHB. PHB is involved in the developing process of many diseases [26] and may act as a tumor
suppressor that can activate anti-proliferative activity by inhibiting cell cycle and the synthesis
of DNA. Using ELISA, the levels of anti-PHB antibodies were clearly higher in sera from
IgG4-RD than in healthy controls, leading us to hypothesize that the existence of anti-PHB au-
toantibodies can accelerate cell proliferation which can originally inhibit the biological function
of PHB, resulting in tissue enlargement. Moreover, MHC binding prediction tool from IEDB
Analysis Resource was used to determine potential MHC-I binding motif in PHB. A consensus
result by both Artificial neural network (ANN) and Stabilized matrix method (SMM) indicated
peptide VSDDLTERA (from Val150 to Gla158) with low IC50 (nM) being a good MHC-I binder
[27–31]. By investigating rat models of unilateral ureteral obstruction and renal tubule interstitial fi-
brosis, researchers discovered that the expression of PHB was significantly lower in renal tis-
sues, leading them to assume that PHB may play a role in interstitial fibrosis [32]. Besides,
Low expression of PHB has also been observed in inflammatory bowel disease and may help
to reduce the pain of colonic inflammation [33]. It has been hypothesized that PHB may be re-
lated to innate immunity and may participate in the mediation of immune function and in-
flammation. However, more research is needed to clarify the exact role that PHB plays in
IgG4-RD. In summary, this study has revealed that PHB is associated with some IgG4-RD patients, in-
cluding those in different IgG4-RD subtypes such as AIP, MD, and RPF. However, the patholo-
gy role and clinical value of PHB remains unclear and need further investigations. Western blotting and immunoprecipitation Moreover,
immunoprecipitation was further employed to confirm whether the PHB protein was a real
IgG4-RD autoantigen. It was shown that the band of PHB protein was clearly present in the im-
munoprecipitates, further indicating that the PHB protein was a target of IgG4-RD (Fig 3D). The protein bands were excised and also identified by mass spectrometry (Fig 3E). munoprecipitates, further indicating that the PHB protein was a target of IgG4-RD (Fig 3D). The protein bands were excised and also identified by mass spectrometry (Fig 3E). Fig 4. Anti-PHB autoantibodies induced in IgG4-RD patients. (A) The prevalence of autoantibodies
against human PHB in sera from patients was observed. ELISA was used to detect the reactivity of serum
IgG4 against recombinant human PHB protein. The anti-PHB antibodies were detected in 65 of 89 RA
patients (73%), 4 of 30 SjS patients (13.3%) and 1 of 70 healthy donors (1.4%). The reactivity of anti-PHB
antibodies was significantly higher than HC (***P<0.0001). (B) The patients with IgG4-RD were then divided
into the following confirmed subtypes: AIP, definite autoimmune pancreatitis (25/34, 73.5%); MD, Mikulicz’s
disease (8/15, 53.3%); RPF, retroperitoneal fibrosis (6/11, 54.5%); MIX, affect multiply organs (26/29,
89.7%). d i 10 1371/j
l
0125331 004 Fig 4. Anti-PHB autoantibodies induced in IgG4-RD patients. (A) The prevalence of autoa Fig 4. Anti-PHB autoantibodies induced in IgG4-RD patients. (A) The prevalence of autoantibodies
against human PHB in sera from patients was observed. ELISA was used to detect the reactivity of serum
IgG4 against recombinant human PHB protein. The anti-PHB antibodies were detected in 65 of 89 RA
patients (73%), 4 of 30 SjS patients (13.3%) and 1 of 70 healthy donors (1.4%). The reactivity of anti-PHB
antibodies was significantly higher than HC (***P<0.0001). (B) The patients with IgG4-RD were then divided
into the following confirmed subtypes: AIP, definite autoimmune pancreatitis (25/34, 73.5%); MD, Mikulicz’s
disease (8/15, 53.3%); RPF, retroperitoneal fibrosis (6/11, 54.5%); MIX, affect multiply organs (26/29,
89.7%). doi:10.1371/journal.pone.0125331.g004 8 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
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in inflammatory pseudotumor (plasma cell granuloma) of the lung. Hum Pathol. 2005; 36: 710–717. PMID: 16084938 12. Cornell LD, Chicano SL, Deshpande V, Collins AB, Selig MK, Lauwers GY, et al. Pseudotumors due to
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ease. Am J Surg Pathol. 2007; 31: 1586–1597. PMID: 17895762 13. Stone JH. IgG4-related disease: nomenclature, clinical features, and treatment. Semin Diagn Pathol. 2012; 29: 177–190. doi: 10.1053/j.semdp.2012.08.002 PMID: 23068296 14. Wallace ZS, Khosroshahi A, Jakobiec FA, Deshpande V, Hatton MP, Ritter J, et al. Acknowledgments This work was supported by the Fundamental Research Funds for the Central Universities,
Program for New Century Excellent Talents in University and the National Natural Science
Foundation of China (No. 21105113; No. 31371203). And same grateful to the help of Dr. Chaojun Hu from Peking Union Medical College Hospital and Prof. Dr. Shutao Sun from In-
stitute of Microbiology Chinese Academy of Sciences for the sample enrollment and mass spec-
trum analysis, respectively. 9 / 11 PLOS ONE | DOI:10.1371/journal.pone.0125331
May 1, 2015 Prohibitin and IgG4-RD Author Contributions Conceived and designed the experiments: HWD LLS. Performed the experiments: LLS WKY
PC. Analyzed the data: LLS CHY HWD. Contributed reagents/materials/analysis tools: LQZ
YBZ YPX. Wrote the paper: HWD GYC. PLOS ONE | DOI:10.1371/journal.pone.0125331
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19 human and mouse MHC class I molecules derived using positional scanning combinatorial peptide
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with increased Caspase-3 expression and cell apoptosis in renal interstitial fibrosis rats. Nephrology. 2012; 17: 189–196. doi: 10.1111/j.1440-1797.2011.01522.x PMID: 21914039 33. Mishra S, Murphy LC, Nyomba BL, Murphy LJ. Prohibitin: a potential target for new therapeutics. Trends Mol Med. 2005; 11: 192–197. PMID: 15823758 11 / 11
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Epigallocatechin Gallate Attenuates Bladder Dysfunction via Suppression of Oxidative Stress in a Rat Model of Partial Bladder Outlet Obstruction
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Oxidative medicine and cellular longevity
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cc-by
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Hindawi
Oxidative Medicine and Cellular Longevity
Volume 2018, Article ID 1393641, 10 pages
https://doi.org/10.1155/2018/1393641 Hindawi
Oxidative Medicine and Cellular Longevity
Volume 2018, Article ID 1393641, 10 pages
https://doi.org/10.1155/2018/1393641 Meng Gu
,1 Chong Liu
,1 Xiang Wan,1 Tianye Yang,2 Yanbo Chen,1 Juan Zhou,1
Qi Chen
,1 and Zhong Wang
1 Meng Gu
,1 Chong Liu
,1 Xiang Wan,1 Tianye Yang,2 Yanbo Chen,1 Juan Zhou,1
Qi Chen
,1 and Zhong Wang
1 1Department of Urology, Shanghai Ninth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine,
Shanghai 200011, China
2Department of Emergency, Shanghai Ninth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine,
Shanghai 200011, China ment of Emergency, Shanghai Ninth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medici
i 200011, China Correspondence should be addressed to Qi Chen; qiqi_chenqi@163.com and Zhong Wang; zhongwang2000@ Received 19 December 2017; Revised 29 April 2018; Accepted 14 May 2018; Published 22 July 2018 Academic Editor: Claudio Cabello-Verrugio Academic Editor: Claudio Cabello-Verrugio Copyright © 2018 Meng Gu et al. This is an open access article distributed under the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Purpose. To investigate the protective effect of epigallocatechin gallate (EGCG), a green tea extract, and its underlying mechanism
on bladder dysfunction in a rat model of bladder outlet obstruction (BOO). Materials and Methods. Sprague-Dawley rats of BOO
were surgically induced and followed by treatment with EGCG (5 mg/kg/day) or saline (control) via intraperitoneal injection. Cystometry was performed on four weeks postoperatively in conscious rats. H&E, Masson trichrome, and TUNEL staining were
performed to observe tissue alterations. Oxidative stress markers were measured, and protein expression of Nrf2-ARE pathway
was examined by immunohistochemistry and Western blotting. Results. Our data showed that EGCG could increase the peak
voiding pressure and bladder compliance and prolong micturition interval of BOO rats compared with control and finally
reduce the frequency of urinary. EGCG could ameliorate the increase of collagen fibers and ROS induced by obstruction and
increase the activity of SOD, GSH-Px, and CAT. The level of cell apoptosis was decreased in BOO rats treated with EGCG
compared with control, and caspase-3 expression was reduced as well. Moreover, EGCG could activate the Nrf2 expression with
elevation of its target antioxidant proteins. Conclusions. EGCG alleviates BOO-induced bladder dysfunction via suppression of
oxidative stress and activation of the protein expression of Nrf2-ARE pathway. Oxidative Medicine and Cellular Longevity 2 cell death but at lower levels induce subtle changes in
intracellular signaling pathways. An increase in ROS may
contribute to alter bladder function in aging [6]. Superoxide
dismutase (SOD) is one of the cell’s chief defenses against
activated oxygen free radicals. Presenting in the peroxisomes
of nearly all aerobic cells, catalase (CAT) act in association
with SOD protects cells against free radical damage [7, 8]. SOD and CAT activities are associated with the shift from
compensated to decompensated function of the bladder [7]. As a transcription factor, nuclear erythroid-related factor 2
(Nrf2) could promote expression of antioxidative genes
through the antioxidant response element (ARE) to regulate
cellular antioxidative responses and redox status [9]. It has
been established in the literature that activation of the
Nrf2-ARE pathway may ameliorate bladder dysfunction
caused by bladder outlet obstruction [10]. around it after which the needle was removed and incision
was closed. Sham operations were performed in an identical
manner without tying the silk thread. From the first day after operation, rats of the BOO +
EGCG group received daily intraperitoneally injections of
EGCG (5 mg/kg). EGCG was dissolved in PBS, and rats of
the sham group and BOO group were given the same volume
of PBS. 2.2. Cystometry Preparation and Cystometric Analysis. The
cystometry preparation and cystometric analysis were per-
formed four weeks after operation. A catheter was placed in
the bladder of rats of all groups three days before cystometric
analysis. As described in previous study, flaring the end of the
polyethylene tubing 50 (PE-50) to become a balloon serves as
an anchor to maintain the tube within the bladder [7, 11]. A
1 cm incision was made on the dorsum between the scapulas
in anesthetized rats followed by developing a plane between
the skin and the underlying muscle to create a tunnel around
the ventral abdomen. Cystometry preparation was carried
out as followed that rats were anesthetized and a 1 cm
incision was made on the dorsum between the scapulas. Then, we developed a plane between the skin and the under-
lying muscle to create a tunnel around the ventral abdomen. After an abdominal midline incision was made to expose the
bladder, we grasped the smooth end of the PE-50 tubing with
the clamp and pull it back through the dorsum incision. Oxidative Medicine and Cellular Longevity Following the bulbed end was placed in the bladder dome
and the purse string suture around the tubing was pulled
tight, the dorsal and abdominal incisions were closed for
cystometric analysis. As a major component of green tea, epigallocatechin-3-
gallate (EGCG) has been studied for its antioxidative and
anti-inflammatory properties. Reports revealed that pretreat-
ment with EGCG could induce Nrf2 activation in cells as
demonstrated by increasing expression and nuclear translo-
cation of Nrf2 [11, 12]. Mechanical stretch and hypoxia have
been reported to contribute to the functional and structural
changes in the bladder after BOO, and previous studies have
indicated that the activation of Nrf2 pathway by EGCG
shows effective protection in various diseases. However,
whether EGCG could protect bladder tissue by activating
the Nrf2 pathway in the BOO model has not been well
defined. Based on our previous study [10] that demonstrated
the decrease of oxidative stress and activation of the Nrf2-
ARE pathway may ameliorate bladder dysfunction induced
by BOO, we explored the ability of EGCG to ameliorate
bladder dysfunction by inhibiting oxidative stress via the
regulation of the Nrf2-ARE pathway in a rat model of BOO
in the present study. For cystometry, the conscious rats were placed in a
metabolic cage, and the indwelling tubing was attached to a
two-way valve that was connected to a pressure transducer
as well as an infusion pump. Saline was infused into the
bladder at a rate of 12 ml/h at room temperature in all
groups. The cystometric parameters of maximal pressure,
bladder capacity, and others were measured. The rats were
euthanized after the experiment, and the bladder tissue was
collected for further study. 1. Introduction major public health problem that seriously affects the quality
of life of patients and their partners. Benign prostatic hyperplasia (BPH) characterized by gradu-
ally nonmalignant enlargement of prostate gland [1, 2] is a
very common chronic disease in elderly men. As people
age, most BPH patient will induce bladder outlet obstruction
(BOO) with high bladder pressure and low flow [3]. BOO is a
common disorder of the urinary tract that could affect quality
of life and is a very rarely life-threatening disease but can
induce significant structural and functional changes of the
bladder, which in turn brings lower urinary tract symptoms
(LUTS) including urinary frequency, urgency, nocturia, and
urge incontinence [4]. BOO caused by BPH has become
increasingly prevalent with age and been considered as the As showed in previous studies, oxidative stress is consid-
ered to be one of the mechanisms that triggers reactions
chain involved in the development and progression of BPH
and leads to injured function of the bladder [5]. Oxidative
stress occurs in the cellular environment when there is an
imbalance between the production of reactive oxygen species
(ROS) and the ability of biological systems to repair oxidative
damage or neutralize the effects of reactive intermediates
including peroxides and free radicals. Production of high
levels of ROS causes a significant decrease in antioxidant
defense mechanisms leading to protein, lipid, and DNA
damage and subsequent disruption of cellular functions and Oxidative Medicine and Cellular Longevity 2. Materials and Methods 2.1. BOO Model and Drug Treatment. BOO model of SD was
established in adult male Sprague-Dawley rats (SD) weighing
240 to 260 g (Animal Center of the Shanghai Ninth People’s
Hospital of Shanghai Jiao Tong University School of Medi-
cine, Shanghai, China) according to our previous method
[10]. All animals were housed by two per cage in a room
under controlled temperature, humidity, and 12-hour light/
12-hour dark cycles with free access to food and water. The
rats were allowed to acclimatize for at least five days before
the experiment. All experimental procedures were approved
by the Ethics Committee of Shanghai Jiao Tong University
School of Medicine. The SD rats were randomly divided into
three groups: the sham-operated group, the BOO group, and
the BOO treated with EGCG (purity>98%, Biotech Co. Ltd,
China) group, and 8 rats were included in each group. BOO
surgical operation was applied according to the method
described previously in detail [13]. Briefly, the rats were
anesthetized and then abdominal midline incision (about
1.0 cm) was made to expose the bladder and proximal
urethra. The proximal urethra was loosely tied with the
needle using 3–0 silk thread after a 19-G needle was placed 2.3. Histological Examination and Immunohistochemical
Staining. 5 μm sections were made after bladders being fixed
in 4% paraformaldehyde and embedded in paraffin. Hema-
toxylin and eosin (H&E) staining was performed to observe
general morphology of the bladders, and Masson trichrome
staining was used to evaluate the level of tissue fibrosis. Immunohistochemical staining was also conducted as
previously described in our study. Briefly, the sections were
subjected with 10mM sodium citrate buffer (pH 6.0) to heat
for antigen retrieval. The primary antibodies of anti-Nrf2
(Abcam, Cambridge, UK), HO-1 (Abcam, Cambridge, UK),
PCNA (CST, Danvers, MA, USA), secondary antibodies of
goat-anti-rabbit IgG-HRP (DAKO, Denmark), goat-anti-
mouse IgG-HRP (DAKO, Denmark), and DAB detection
kit (DAKO, Denmark) were used according to the manufac-
turer’s instructions. Histological analysis was performed by a
pathologist in a blinded manner. Oxidative Medicine and Cellular Longevity 3 Table 1: Outcomes of cystometric parameters in conscious rats. 2. Materials and Methods Sham
BOO
BOO + EGCG
Peak voiding pressure
23.54 ± 2.13
42.4 ± 1.44∗
55.16 ± 2.6∗#
Capacity (ml)
1.15 ± 0.31
3.33 ± 0.38∗
4.12 ± 0.49∗
Compliance (μl/cm H2O)
24.37 ± 3.12
13.17 ± 3.26∗
21.36 ± 2.75#
Micturition interval (min)
3.67 ± 0.64
2.07 ± 0.47∗
3.03 ± 1.41∗#
∗Significantly different versus the sham group (P < 0 05). #Significantly different versus the BOO group (P < 0 05). Table 1: Outcomes of cystometric parameters in conscious rats. according to the manufacturer’s instructions of nuclear
protein extraction kit (Beyotime Institute of Biotechnology,
Shanghai, China). Following the steps outlined below, blad-
der tissues were cut in pieces and homogenized in cytoplasm
protein extraction reagent containing protease inhibitors, the
lysates were centrifuged (10000 ×g/min) at 4°C for 5 min, and
then the precipitation was collected and mixed with nucleo-
protein extraction reagent for 30min on ice; after the lysates
were centrifuged (10000 ×g/min) at 4°C for 10min, the
supernatant was collected and used as nuclear protein
extracts. Protein concentrations were measured using BCA
protein assay kit (Thermo Scientific, MA, USA). The samples
were run on 10% SDS-polyacrylamide gels (20 μg/lane), and
then, proteins were transferred to PVDF membranes by elec-
troblotting (200 mA). PVDF membranes were incubated in
5% BSA for 2 hours at room temperature, followed by three
5 minutes washing in TBST. The PVDF membranes were
then incubated overnight at 4°C with anti-Nrf2 (1: 1000),
HO-1 (1: 1000), NQO1 (1 : 1000), Caspase-3 (CST, Danvers,
MA, USA) (1 : 1000), GAPDH (CST, Danvers, MA, USA)
(1 : 2000),
and
Lamin-B
(CST,
Danvers,
MA,
USA)
(1 : 2000) antibodies. GAPDH and Lamin-B were used as
internal normalizer. Then, the membranes were washed
for 10min three times in TBST and incubated with IgG-
HRP antibody (1 : 2000) for 2 hours and finally examined
by chemiluminescence. 2.4. Apoptosis Assay by TUNEL. The apoptosis level in the
bladder smooth muscle was measured by the one-step
TUNEL apoptosis assay kit (KeyGen Biotech, Nanjing,
China) according to the manufacturer’s instructions. In brief,
the sections were regularly hydrated and immersed in 1%
Triton X-100 followed by being incubated with proteinase
K solution for 30 minutes. And the sections were reacted
with TdT solution for 1 hour and then streptavidin-
TRITC solution for 30 minutes in a humidified and dark
chamber, respectively. 2. Materials and Methods Finally, DAB detection kit was used
to stain the sections to observe and analyze apoptotic cells
by a pathologist in a blinded manner. 2.5. MDA, GSH-Px, Total SOD (tSOD), ROS, and CAT
Determination. According to our previous study [10], we
choose some marker routine laboratory indexes of oxidative
stress as malondialdehyde (MDA), glutathione peroxidase
(GSH-Px), total superoxide dismutase (tSOD), and catalase
activity (CAT) were conducted. The content of MDA,
GSH-Px, total tSOD, and CAT in the bladder tissues was
measured according to the manufacturer’s protocols of the
assay kit of MDA, tSOD, GSH-Px, and CAT (Nanjing
Jiancheng Bioengineering Institute, Nanjing, China). Briefly,
the maximum absorbance was at 532 nm based on thiobarbi-
turic acid (TAB) method to detect MDA level, the tSOD
activity was measured based on the combination of xanthine
and xanthine oxidase and the absorbance was read at 550 nm,
and the GSH-Px activity assay was performed using the
enzyme-catalyzed reaction product (reduced glutathione)
and the absorbance was recorded at 412 nm. To measure
the CAT activity, hydrogen peroxide reacted with ammo-
nium molybdate, and the absorbance at 405 nm was then
detected. Considering accumulation of reactive oxygen spe-
cies (ROS) occurs and leads to functional alterations and
pathological conditions such as a bladder dysfunction devel-
oped with age [6, 14, 15]; ROS was also detected in our study. According to the procedure of the ROS assay kit (Sigma-
Aldrich, MO, USA), DCFDA was used as fluorescent probe
following by washing using assay buffer. Immediately after
the excitation at a wavelength of 485 nm, the absorbance is
read at 535 nm. 2.7. Statistical Analysis. The values were presented as
mean ±SD. SPSS 17.0 was used to evaluate the difference. Differences between groups were analyzed using one-way
ANOVA with P < 0 05 considered significant. 3. Results H&E (a) and Masson trichrome (b)
staining in the sham, BOO, and BOO + EGCG bladders and (c) the percentage of collagen fibers in muscular layer in the sham, BOO, and
BOO + EGCG bladders; ∗P < 0 05 n
6 versus the sham group; #P < 0 05 n
6 versus the BOO group
4
Oxidative Medicine and Cellular Longevity Sham
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(a)
BOO
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(b)
BOO + EGCG
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(c)
Figure 1: Effect of EGCG on urodynamic changes in conscious rats. Sham
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(a)
BOO
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(b)
BOO + EGCG
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(c)
Figure 1: Effect of EGCG on urodynamic changes in conscious rats. (b) (c) Figure 1: Effect of EGCG on urodynamic changes in conscious rats. Sham
BOO
BOO + EGCG
(a)
Masson
Sham
BOO
BOO + EGCG
(b) Sham
BOO
BOO + EGCG
(a)
Masson
Sham
BOO
BOO + EGCG
(b)
40
30
20
10
The percentage of collagen fibers
0
Sham
BOO
BOO + EGCG
⁎
⁎#
(c)
Figure 2: Effect of EGCG on bladder histological changes in BOO rats. Original magnification ×100. H&E (a) and Masson trichrome (b)
staining in the sham, BOO, and BOO + EGCG bladders and (c) the percentage of collagen fibers in muscular layer in the sham, BOO, and
BOO + EGCG bladders; ∗P < 0 05, n = 6 versus the sham group; #P < 0 05, n = 6 versus the BOO group. (b) (b)
40
30
20
10
The percentage of collagen fibers
0
Sham
BOO
BOO + EGCG
⁎
⁎#
(c) (c) Figure 2: Effect of EGCG on bladder histological changes in BOO rats. Original magnification ×100. 3. Results 3.1. EGCG Ameliorated Voiding Dysfunction Induced by
BOO. The cystometry results in each group are showed in
Table 1 which were obtained according to the urodynamic
curve (Figure 1). The voiding pressure was significantly
increased in obstructed rats compared with sham rats. The
peak voiding pressure in obstructed rats with EGCG
treatment is higher than obstructed rats at the 4-week time
point. Bladder capacity was significantly higher in BOO rats
compared with sham rats. Rats in the BOO +EGCG group
showed the highest bladder capacity among all groups. Bladder compliance decreased significantly at the 4-week
time point after BOO. EGCG may rescue the compliance
deterioration through increasing bladder capacity. It was
found that the interval of micturition was shorter in BOO 2.6. Western Blotting. Total protein was extracted from
frozen bladder tissues selected randomly from each group
(n = 3) by trypan blue in RIPA buffer containing protease
inhibitors. Muscle lysates were centrifuged at 10000 ×g/min
at 4°C for 10 min, and the supernatant was collected and used
as total protein extracts. The nuclear protein was extracted Oxidative Medicine and Cellular Longevity 4 Sham
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(a)
BOO
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(b)
BOO + EGCG
60
40
20
0
0
2
4
6
Time (min)
8
10
Vesical pressure (cm H2O)
(c)
Figure 1: Effect of EGCG on urodynamic changes in conscious rats. Sham
BOO
BOO + EGCG
(a)
Masson
Sham
BOO
BOO + EGCG
(b)
40
30
20
10
The percentage of collagen fibers
0
Sham
BOO
BOO + EGCG
⁎
⁎#
(c)
Figure 2: Effect of EGCG on bladder histological changes in BOO rats. Original magnification ×100. 3. Results (d) The activity of CAT in the bladder of the three groups, ∗P < 0 05 versus the
sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (e) The relative activity of ROS in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. 5
Oxidative Medicine and Cellular Longevity Oxidative Medicine and Cellular Longevity 5 0
50
100
150
200
#
The activity of total SOD (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(b) 0
1
2
3
4
#
The content of MDA (nmol/ml)
⁎
Sham
BOO
BOO + EGCG
(a)
0
50
100
150
200
#
The activity of total SOD (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(b) 0
1
2
3
4
#
The content of MDA (nmol/ml)
⁎
Sham
BOO
BOO + EGCG
(a) (b) (a) (a)
(b)
0
100
200
300
#
The activity of GSH-Px (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(c)
0
2
4
6
8
#
Catalase activity CAT (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(d) (c)
(d)
0
100
200
300
#
ROS level (% sham)
⁎
Sham
BOO
BOO + EGCG
(e) (c)
(d)
0
100
200
300
#
ROS level (% sham)
⁎
Sham
BOO
BOO + EGCG
(e) (e) Figure 3: Effect of EGCG on oxidative stress in the bladder of BOO rats. (a) MDA level in the bladder of the three groups, ∗P < 0 05 versus the
sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (b) The activity of total SOD in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (c) The activity of GSH-Px in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (d) The activity of CAT in the bladder of the three groups, ∗P < 0 05 versus the
sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. 3. Results H&E (a) and Masson trichrome (b)
staining in the sham, BOO, and BOO + EGCG bladders and (c) the percentage of collagen fibers in muscular layer in the sham, BOO, and
BOO + EGCG bladders; ∗P < 0 05, n = 6 versus the sham group; #P < 0 05, n = 6 versus the BOO group. rats than in sham rats, and the micturition interval in
BOO +EGCG rats was significantly increased compared
to BOO rats. staining. BOO caused obvious histological changes, such as
the structural damage of detrusor smooth muscle while treat-
ment with EGCG significantly alleviated these histological
changes in the bladders of BOO rats. The area ratio of colla-
gen fibers was 10.77 ±2.39, 32.53 ±4.15, and 23.41 ± 3.53 in
the sham group, BOO group, and BOO+ EGCG group,
respectively (Figure 2(c)). EGCG suppressed collagen fibers 3.2. Effect of EGCG in Bladder Detrusor of BOO Rats on
Histological Changes. As showed in Figure 2(a), EGCG had
some protective effect on BOO bladder based on H&E 0
1
2
3
4
#
The content of MDA (nmol/ml)
⁎
Sham
BOO
BOO + EGCG
(a)
0
50
100
150
200
#
The activity of total SOD (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(b)
0
100
200
300
#
The activity of GSH-Px (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(c)
0
2
4
6
8
#
Catalase activity CAT (U/mg protein)
⁎
⁎
Sham
BOO
BOO + EGCG
(d)
0
100
200
300
#
ROS level (% sham)
⁎
Sham
BOO
BOO + EGCG
(e)
Figure 3: Effect of EGCG on oxidative stress in the bladder of BOO rats. (a) MDA level in the bladder of the three groups, ∗P < 0 05 versus the
sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (b) The activity of total SOD in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. (c) The activity of GSH-Px in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. with BOO rats, EGCG treatments significantly inhibited
MDA level increase induced by BOO (1.81 ± 0.37 versus
2.81 ± 0.58). The activities of tSOD and GSH-Px had some
content of decrease in BOO rats compared with sham rats
(89.65 ±10.70 versus 108.06 ± 11.88; 174.71 ±11.68 versus
218.18 ± 12.44), respectively. However, EGCG treatment
could significantly increase the tSOD and GSH-Px activities
in BOO rats (Figures 3(b) and 3(c)). As compared with sham
rats, CAT activity significantly decreased in the BOO group Oxidative Medicine and Cellular Longevity Oxidative Medicine and Cellular Longevity 6 (P < 0 05), which was upregulated by EGCG, even com-
pared with the sham group (Figure 3(d)). In contrast to
CAT, ROS was increased in the BOO group as compared
with the sham group, and EGCG decreased it significantly
(P < 0 05) (Figure 3(e)). [16, 17]. It is also suggested that oxidative stress plays a
critical role in bladder outlet obstruction-mediated bladder
dysfunction [16, 17]. BOO-induced bladder remodeling in a
rat model is similar to that in patients with BPH who
suffered from bladder outlet obstruction. It was showed in
our previous study that rats of BOO model were useful
models to explore structural and functional alterations in
the bladder [10]. Therefore, exploring good ways to reduce
oxidative stress of bladder caused by BOO has been
considerably attractive. 3.4. EGCG
Inhibited
Cell
Apoptosis
and
Prompted
Proliferation in the Bladder of BOO Rats. TUNEL staining
was performed to explore the effect of EGCG on the cell
apoptosis of the bladder in BOO rats. The number of apopto-
tic cells in the bladder of BOO rats was markedly increased
compared with sham rats (p < 0 01), whereas EGCG treat-
ment significantly decreased the number of apoptotic cells
in the bladder of BOO rats (p < 0 05) (Figures 4(a) and
4(b)). Western blotting showed that the caspase-3 expression
was significantly increased in the bladder of BOO rats;
however, the expression of caspase-3 was decreased in
BOO +EGCG rats (Figure 4(c)) which was in accordance
with the result of TUNEL staining. Moreover, the expres-
sion of PCNA measured by the immunohistochemical
staining showed that EGCG caused significantly increase
on cell proliferation in the BOO + EGCG group compared
with the BOO group (Figure 4(d)). EGCG is a major catechin in green tea with functions
of antioxidant, antiproliferative, anti-inflammatory, and
attenuating metabolic syndrome, without adverse effects
[18, 19]. Hsieh et al. reported that EGCG can attenuate the
prostate enlargement in BPH rats accompanied with meta-
bolic syndrome induced by high-fat diet combined with
testosterone injection [10]. For human, according to reports
in the literature, ten days’ repeated administration of oral
doses of EGCG of up to 800 mg per day was found to
be safe and very well tolerated. The content of EGCG in
green tea is about 10%. Oxidative Medicine and Cellular Longevity No obvious side effects occur in
the amount of 20 cups of green tea per day [20]. In the
present study, we investigated the effect of EGCG on
BOO-induced bladder dysfunction in vivo and the daily
intraperitoneal injection dose (5mg/kg EGCG) was used
which was similar to the dose that has been proved effective
in other’s study [10, 21]. 3.5. EGCG Affected Protein Expression of the Nrf2-ARE
Pathway. Considering that Nrf2 is a vital mediator in regulat-
ing cellular antioxidative response, we explored the effect of
EGCG on Nrf2 and its downstream target proteins in our
study. The expression of Nrf2 measured by immunohisto-
chemical staining was significantly higher in the muscular
layers of the bladder in the BOO + EGCG group compared
with the BOO group (Figure 5(a)). The expression of Nrf2
in the cell (t-Nrf2) and nucleus (n-Nrf2) was also measured
by Western blotting. It is shown in Figures 5(b) and 5(c) that
Nrf2 expression (t-Nrf2 and n-Nrf2) was significantly
increased in the bladder of the BOO +EGCG group com-
pared with the BOO group, and the t-Nrf2 was increased in
the bladder of the BOO group compared with the sham
group. It was worth noting that our results demonstrated
the expression of Nrf2 was mainly located in the nucleus of
the bladder cells while the expression of Nrf2 in the nucleus
showed no significant difference between the BOO group
and the sham group. We then detected the expression of
Nrf2’s downstream target proteins as HO-1 and NOQ1 to
investigate its antioxidative function. Our data indicated that
the expression of HO-1 was increased in the BOO + EGCG
group compared with the BOO group, which was consistent
with the result of n-Nrf2 expression (Figures 5(d) and 5(e)). The level of NQO1 in the BOO group was higher than that
in the sham group, but lower than that in the BOO +EGCG
group (Figure 5(f)). We performed urodynamic studies in conscious rats of
BOO to accurately reflect the real situation. The cystometric
parameters such as bladder capacity, maximal pressure,
compliance, and micturition interval were measured; we
found that the micturition interval, capacity, and compliance
were significantly increased, and the peak voiding pressure
had some extent of increase by treatment with EGCG in
BOO rats. The histological staining showed that bladder
smooth muscle bundles were severely damaged and collagen
deposition was increased in BOO rats. Oxidative Medicine and Cellular Longevity This increase of
collagen deposition was suppressed by EGCG treatment for
4 weeks in BOO model rats. Our results indicated that there
is an inverse relationship between bladder compliance and
collagen fibers, and EGCG could protect bladder from
BOO-induced dysfunction and morphological damage. y
p
g
g
In order to investigate antioxidant activity of EGCG in
the bladder of BOO rats, we measured MDA level of bladder
tissue in the three groups. MDA level is used as an indicator
of lipid peroxidation, as lipids in the cell membrane are
destroyed to generate MDA in an amount proportional to
the degree of tissue destruction. Our results showed that
BOO significantly increased the level of MDA in the bladder. It was also showed in our results that the increase in the level
of MDA was significantly reduced in BOO rats treated with
EGCG which corresponds with other antioxidants [9]. We
found that the activities of some redox status markers, such
as GSH-Px and total SOD, were significantly decreased in
the BOO group compared with the sham group which is
similar to the forecast result and other literature [10], and
EGCG significantly enhanced the activities of these markers
in BOO rats. Our data also showed that EGCG could upreg-
ulate CAT activity and downregulate ROS induced by BOO 3. Results (e) The relative activity of ROS in the bladder of the three groups, ∗P < 0 05 versus
the sham group, n = 6; #P < 0 05 versus the BOO group, n = 6. in the BOO + EGCG group as compared with that in the
BOO group (Figure 2(b)). with BOO rats, EGCG treatments significantly inhibited
MDA level increase induced by BOO (1.81 ± 0.37 versus
2.81 ± 0.58). The activities of tSOD and GSH-Px had some
content of decrease in BOO rats compared with sham rats
(89.65 ±10.70 versus 108.06 ± 11.88; 174.71 ±11.68 versus
218.18 ± 12.44), respectively. However, EGCG treatment
could significantly increase the tSOD and GSH-Px activities
in BOO rats (Figures 3(b) and 3(c)). As compared with sham
rats, CAT activity significantly decreased in the BOO group 3.3. EGCG Attenuated Oxidative Stress in the Bladder of BOO
Rats. To evaluate the level of oxidative stress, we measured
the content of MDA, SOD, GSH-Px, CAT activity, and
ROS. As showed in Figure 3(a), the content of MDA in the
bladder was significantly increased in BOO rats compared
with sham rats (2.81 ± 0.58 versus 1.52 ± 0.33). Compared 4. Discussion As investigated in animal models, chronic bladder ischemia
might produce oxidative leading to denervation of the blad-
der and the expression of tissue-damaging molecules in the
bladder wall, which could be responsible for the development
of bladder hyperactivity progressing to bladder underactivity 7 Oxidative Medicine and Cellular Longevity TUNEL
BOO
BOO + EGCG
Sham
(a)
0
10
20
30
40
#
The percentage of apoptotic cells
Sham
BOO
BOO + EGCG
⁎
⁎
(b)
0
2
4
6
8
10
#
Relative caspase-3 expression
Sham
BOO
BOO + EGCG
⁎
⁎
(c)
0
10
20
30
40
50
#
Relative PCNA expression
GAPDH
Caspase-3
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
⁎
(d)
BOO
BOO + EGCG
PCNA
Sham
(e)
gure 4: Effect of EGCG on cell apoptosis and proliferation in BOO rats. (a) TUNEL staining showed the cell apoptosis level of the bladde
l the three groups. (b) The statistical results of TUNEL staining in the three groups. ∗P < 0 01, n = 6 versus the sham group; #P < 0 01, n
rsus the BOO group. (c) The protein expression of caspase-3 in the bladder of the three groups. (d-e) The statistical results of PCNA in
adder of the three groups using immunohistochemical staining to show cell proliferation. ∗P < 0 05 versus the sham group; #P < 0 05 ver
e BOO group. Original magnification ×200 for TUNEL and immunohistochemical staining. TUNEL
Sham BOO + EGCG BOO
(a) Sham BOO
BOO + EGCG
a)
0
2
4
6
8
10
#
Relative caspase-3 expression
Sham
BOO
BOO + EGCG
⁎
⁎
(c) (a
0
10
20
30
40
#
The percentage of apoptotic cells
Sham
BOO
BOO + EGCG
⁎
⁎
(b) (b)
(c)
0
10
20
30
40
50
#
Relative PCNA expression
GAPDH
Caspase-3
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
⁎
(d)
PCNA (c) (b) ( )
0
10
20
30
40
50
#
Relative PCNA expression
Sham
BOO
BOO + EGCG
⁎
⁎ GAPDH
Caspase-3
Sham
BOO
BOO + EGCG (d)
BOO
(e) (d) BOO + EGCG PCNA
Sham BOO BOO + EGCG Sham (e) (e) Figure 4: Effect of EGCG on cell apoptosis and proliferation in BOO rats. (a) TUNEL staining showed the cell apoptosis level of the bladder in
all the three groups. 4. Discussion (b) The statistical results of TUNEL staining in the three groups. ∗P < 0 01, n = 6 versus the sham group; #P < 0 01, n = 6
versus the BOO group. (c) The protein expression of caspase-3 in the bladder of the three groups. (d-e) The statistical results of PCNA in the
bladder of the three groups using immunohistochemical staining to show cell proliferation. ∗P < 0 05 versus the sham group; #P < 0 05 versus
the BOO group. Original magnification ×200 for TUNEL and immunohistochemical staining. Nrf2
Sham
BOO
BOO + EGCG
(a)
0
1
2
3
4
#
Relative total Nrf2 expression
GAPDH
t-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
⁎
(b)
0
1
2
3
4
#
Relative nuclear Nrf2 expression
Lamin-B
n-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
(c)
HO-1
Sham
BOO
BOO + EGCG
(d)
0
2
4
6
8
10
#
Relative HO-1 expression
Sham
BOO
HO-1
BOO + EGCG
GAPDH
Sham
BOO
BOO + EGCG
⁎
⁎
(e)
0
5
10
15
#
Relative NQO1 expression
Sham
BOO + EGCG
GAPDH
BOO
NQO1
Sham
BOO
BOO + EGCG
⁎
⁎
(f)
ure 5: Effect of EGCG on protein expression of the Nrf2-ARE pathway. (a) The immunohistochemical staining of Nrf2. Pr
ession of total Nrf2 (t-Nrf2) and nuclear Nrf2 (n-Nrf2) in the bladder of the three groups measured by Western blotting is show
and (c). The protein expression of HO-1 measured by immunohistochemical staining and Western blotting in the bladder of the
ps is shown in (d) and (e). (e) The protein expression of NQO1 in the bladder of the three groups. ∗P < 0 05 versus the sham g
0 05 versus the BOO group. Acknowledgments This research was supported by the Program of Shanghai
City Committee of Science and Technology (15DZ1941502
and 15DZ1941503), Shanghai Pudong New Area Health
and Family Planning Project (no. PW2013D-3), Key Disci-
plines Group Construction Project of Pudong Health Bureau
of Shanghai (PWZxq2014-11), and Program for Outstanding
Medical Academic Leader and Speciality Construction Pro-
ject of Pudong Health and Family Planning Commission of
Shanghai (no. PWZz2013-16). Authors’ Contributions Meng Gu and Chong Liu contributed equally to this study. 4. Discussion Oxidative Medicine and Cellular Long Oxidative Medicine and Cellular Longevity 8 Nrf2
Sham
BOO
BOO + EGCG
(a)
0
1
2
3
4
#
Relative total Nrf2 expression
GAPDH
t-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
⁎
(b)
0
1
2
3
4
#
Relative nuclear Nrf2 expression
Lamin-B
n-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
(c) Nrf2
Sham BOO + EGCG BOO
(a) BOO
BOO + EGCG
(a)
G
0
1
2
3
4
#
Relative nuclear Nrf2 expression
Lamin-B
n-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
(c) Sham (
0
1
2
3
4
#
Relative total Nrf2 expression
GAPDH
t-Nrf2
Sham
BOO
BOO + EGCG
Sham
BOO
BOO + EGCG
⁎
⁎
(b) (b) (c) BOO
(d) BOO + EGCG HO-1
Sham Sham 0
2
4
6
8
10
#
Relative HO-1 expression
Sham
BOO
HO-1
BOO + EGCG
GAPDH
Sham
BOO
BOO + EGCG
⁎
⁎
(e) 0
5
10
15
#
Relative NQO1 expression
Sham
BOO
BOO + EGCG
⁎
⁎
(f) (f) (e) Figure 5: Effect of EGCG on protein expression of the Nrf2-ARE pathway. (a) The immunohistochemical staining of Nrf2. Protein
expression of total Nrf2 (t-Nrf2) and nuclear Nrf2 (n-Nrf2) in the bladder of the three groups measured by Western blotting is shown in
(b) and (c). The protein expression of HO-1 measured by immunohistochemical staining and Western blotting in the bladder of the three
groups is shown in (d) and (e). (e) The protein expression of NQO1 in the bladder of the three groups. ∗P < 0 05 versus the sham group;
#P < 0 05 versus the BOO group. Oxidative Medicine and Cellular Longevity 9 the Nrf2-ARE pathway and suppressing cellular apoptosis
in the bladder of BOO rats. compared with the sham group. It was worth noting that
increase of CAT activity in bladder tissue of BOO rats
after 4 weeks was similar to our previous study [22], while
not all match the other report that CAT activity increased
after 2–4 weeks of obstruction, but it decreased markedly
in the rabbit bladder with decompensation 8 weeks after
partial bladder outlet obstruction (PBOO) [7], which need
us to further explore. All the results may indicate that
EGCG could alleviate oxidative stress by increasing the
activities of antioxidative enzymes in BOO rats. Conflicts of Interest EGCG reported recently can exert a protective effect on
rats with obstructive nephropathy by activating the Nrf2
signaling pathway. The H2O2-exposed hMSCs showed cellu-
lar senescence with significantly increased protein levels of
acetyl-p53 and acetyl-p21 in comparison with the control
hMSCs which was prevented by pretreatment with EGCG
[21, 23]. By contrast, in Nrf2-knockdown hMSCs, EGCG lost
its antioxidant effect, exhibiting high levels of acetyl-p53 and
acetyl-p21 following EGCG pretreatment and H2O2 expo-
sure. This indicates that Nrf2 may be involved in the antise-
nescent effect of EGCG in hMSCs [10]. Taken together, these
findings suggested the important role of EGCG in preventing
oxidative stress-induced cellular senescence and apoptosis
through Nrf2 activation. Antioxidants could ameliorate
bladder dysfunction in BOO rats according to our previous
study [10]; the effect of EGCG on ameliorating bladder
dysfunction in BOO model and changing the Nrf2-ARE sig-
naling pathway was investigated in present study. By immu-
nohistochemical staining and Western blotting, we found
that the expression of Nrf2 protein in the bladder of BOO
rats with EGCG treatment was significantly increased
compared to BOO rats. In addition, the level of Nrf2 in the
nucleus was markedly increased in the BOO rats when
treated with EGCG. The result indicated that EGCG could
promote the transportation of Nrf2 into nucleus and the
transcription of its target antioxidant genes. We next mea-
sured the expression level of HO-1 and NQO1, the down-
stream genes of Nrf2-ARE pathway by Western blotting. The levels of HO-1 and NQO1 increased significantly in
BOO rats after EGCG treatment. Above all, our study sug-
gested that EGCG could promote Nrf2’s translocation into
the nucleus and the expression of its target antioxidant genes,
which ameliorated the oxidative stress in BOO rats. The authors declare that they have no competing interests. Abbreviations ARE:
Antioxidant response element
BOO:
Bladder outlet obstruction
BPH:
Benign prostatic hyperplasia
GSH-Px: Glutathione peroxidase
CAT:
Catalase activity
H&E:
Hematoxylin and eosin
HO-1:
Heme oxygenase-1
LUTS:
Lower urinary tract symptoms
MDA:
Malondialdehyde
NQO1:
NAD(P)H : quinone oxidoreductase 1
Nrf2:
Nuclear erythroid-related factor 2
PE-50:
Polyethylene tubing 50
ROS:
Reactive oxygen species
EGCG:
Epigallocatechin-3-gallate
SOD:
Superoxide dismutase
TUNEL: TdT-mediated dUTP nick end labeling. It is well known that cell apoptosis plays a vital role in
leading to bladder dysfunction in BOO model. In our study,
TUNEL staining results manifested that a significant reduc-
tion of the number of apoptotic cells was found in the
treatment of EGCG in BOO rats; it is also found that the
expression of caspase-3 in the bladder was decreased in
BOO rats when treated with EGCG. These results suggested
that EGCG as an antioxidant might protect bladder against
BOO-induced apoptosis via decreasing the expression of
caspase-3. Meanwhile, the effect of EGCG on cell prolifera-
tion by PCNA staining was also measured. Results showed
that the cell proliferation level was significantly higher in
the bladder of BOO rats with EGCG treatment. Oxidative Medicine and Cellular Longevity 10 2011,” Neurourology and Urodynamics, vol. 31, no. 3, pp. 322–
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evolution, and expression,” Free Radical Biology & Medicine,
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“Therapeutic potential of EGCG on acute renal damage in a
rat model of obstructive nephropathy,” Molecular Medicine
Reports, vol. 7, no. 4, pp. 1096–1102, 2013. [9] B. Zhang, B. Wang, S. Cao, and Y. Wang, “Epigallocatechin-3-
gallate (EGCG) attenuates traumatic brain injury by inhibition
of edema formation and oxidative stress,” The Korean Journal
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497, 2015. [22] C. Liu, H. Xu, S. References [1] J. L. H. Ruud Bosch, W. C. J. Hop, W. J. Kirkels, and F. H. Schröder, “Natural history of benign prostatic hyperplasia:
appropriate case definition and estimation of its prevalence
in the community,” Urology, vol. 46, no. 3, Supplement 1,
pp. 34–40, 1995. [2] J. M. Fitzpatrick, “The natural history of benign prostatic
hyperplasia,” BJU International, vol. 97, no. s2, pp. 3–6, 2006. [3] S. Madersbacher, G. Alivizatos, J. Nordling, C. R. Sanz,
M. Emberton, and J. J. M. C. H. de la Rosette, “EAU 2004
guidelines on assessment, therapy and follow-up of men with
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obstruction (BPH guidelines),” European Urology, vol. 46,
no. 5, pp. 547–554, 2004. In conclusion, our study suggested that EGCG has signif-
icant protective effects against oxidative stress and could
ameliorate bladder dysfunction which may be activation of [4] M. Oelke, R. Kirschner-Hermanns, N. Thiruchelvam, and
J. Heesakkers, “Can we identify men who will have complica-
tions from benign prostatic obstruction (BPO)? ICI-RS Oxidative Medicine and Cellular Longevity Oxidative Medicine and Cellular Longevity Fu et al., “Sulforaphane ameliorates bladder
dysfunction through activation of the Nrf2-ARE pathway in
a rat model of partial bladder outlet obstruction,” Oxidative
Medicine and Cellular Longevity, vol. 2016, Article ID
7598294, 12 pages, 2016. [10] J. T. Hsieh, K. L. Kuo, S. H. Liu et al., “Epigallocatechin
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pp. 242.e1–242.e9, 2016. [23] H. S. Zhang, T. C. Wu, W. W. Sang, and Z. Ruan, “EGCG
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chronic treatment with cilostazol, a phosphodiesterase 3 inhib-
itor, on female rat bladder in a partial bladder outlet obstruc-
tion model,” Urology, vol. 83, no. 3, pp. 675.e7–675.e11, 2014. [14] P. J. Gomez-Pinilla, M. J. Pozo, and P. J. Camello, “Aging
impairs neurogenic contraction in guinea pig urinary bladder:
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Physiology-Regulatory, Integrative and Comparative Physiol-
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stress in aging: basic mechanisms, functional effects, and
pathological considerations,” American Journal of Physiology-
Regulatory, Integrative and Comparative Physiology, vol. 292,
no. 1, pp. R18–R36, 2007. [16] M. Nomiya, K. E. Andersson, and O. Yamaguchi, “Chronic
bladder ischemia and oxidative stress: new pharmacothera-
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An overview of <i>Penicillium</ (Hyphomycetes) and associated teleomorphs in southern Africa
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INTRODUCTION activity, correlated with penicillus types, as well as growth
rates at 5°C and 37°C, as differential criteria. This concept
was later fully developed in a monograph (Pitt 1979). Shortly afterwards, a well-illustrated atlas of penicillia by
Ramirez (1982) was published. However, the value of Pitt’s
(1979) guide to the taxonomy of Penicillium was confirmed
at the First international Penicillium and Aspergillus
workshop (Samson & Pitt 1985), when Pitt’s species
concept and methods were incorporated in the recommen
dations for future taxonomic practice in this genus. ‘Species of Penicillium are so abundant and so con
spicuous in all sorts of stale or decaying organic matter
that they constitute a part of the common conception of
mould, and are loosely referred to as ‘blue’ or ‘green’
mould' (Raper & Thom 1949). Representatives of this
multi-faceted genus are of ecological importance because
they are abundant and widespread in the environment; they
are fruit deteriorators and contribute greatly to post-harvest
decay; they have industrial applications such as in cheese-
making; and they produce secondary metabolites and
mycotoxins, including the indispensable antibiotics. Previously, the name Penicillium was applied to both
the hyphomycetous and ascomycetous states. However,
separation of the teleomorphic states of Penicillium from
the anamorph, as implemented by Pitt (1979), is in accor
dance with Art. 59 of the International Code of Botanical
Nomenclature and is of practical value for the taxonomist. Stolk & Scott (1967) re-introduced the use of the teleo-
morph name Eupenicillium Ludwig for a portion of the
genus Penicillium. Monographic contributions to the genus
Eupenicillium were made by Scott (1968a, b) and Stolk
& Samson (1983). The teleomorphic genus Talaromyces
C.R. Benjamin is separated from Eupenicillium on the
basis of ascocarp morphology. The former genus is charac
terised by the production of gymnothecia composed of
loosely intertwined hyphae, as opposed to cleistothecia. Stolk & Samson (1972) as well as Pitt (1979) have
contributed to the taxonomy of this group. The generic name Penicillium (Latin, penicillus = little
brush) was first introduced in 1809 by Link who very
briefly described the genus with three species, namely P. candidum Link, P expansum Link and P. glaucum Link. The true identity of these fungi has been difficult to
determine, but an apple-rotting fungus was linked to P. expansum by Thom (1910). Bothalia 22,1: 7 7 -9 1 (1992) Bothalia 22,1: 7 7 -9 1 (1992) An overview of Penicillium (Hyphomycetes) and associated teleomorphs
in southern Africa A.L. SCHUTTE* Keywords: Eupenicillium, fungi, Hyphomycetes, Penicillium, overview, southern Africa, Talaromyces, taxonomy * Mycology Unit, Plant Protection Research Institute, Private Bag X134,
Pretoria 0001.
MS. received: 1991-09-26. UITTREKSEL Literatuur aangaande die hifomiseetgenus Penicillium Link en sy teleomorwe Eupenicillium Ludwig en Talaromyces C.R. Benjamin in die Republiek van Suid-Afrika, Lesotho, Mosambiek, Namibie, Swaziland en Transkei is nagegaan tot 1990. Die verwysings word gegroepeer onder die opskrifte mikologie, plantpatologie, industriele toepassing. mediese belang. mikotoksiene en chemiese werk. 'n Alfabetiese lys van die spesies wat in suidelike Afrika aangeteken is, asook die gasheer
en/of substraat waarop elke spesie aangemeld is, word met die toepaslike verwysings gegee; eksemplare in verskeie fungus-
versamelings word ook ingesluit. Alhoewel die meeste van die bekende PenicilUum-spcsies reeds in suidelike Afrika aangeteken
is, is diepgaande werk op alle navorsingsgebiede random hierdie genus steeds nodig. ABSTRACT Literature on the hyphomycete genus Penicillium Link and its teleomorphs, Eupenicillium Ludwig and Talaromyces C.R. Benjamin, is surveyed in the Republic of South Africa, Lesotho, Mozambique, Namibia, Swaziland and Transkei up to
1990. References are grouped under the headings, general mycology, plant pathology, industrial application, medical importance,
mycotoxins and chemical work. An alphabetical list of the species recorded in southern Africa as well as the host and/or
substrate from which each species has been reported is presented with relevant literature references; specimens in various
culture collections are also incorporated. Although most of the known Penicillium species have already been reported from
southern Africa, in-depth work is still required in all fields of research concerning this genus. INTRODUCTION Although the validity of the
generic name has been questioned over the years,
Hawksworth (1985) concluded that Penicillium Link should
be considered correct and indicated that he had previously
designated a neotype of P. expansum Link as the type
species of the genus. Succeeding the works of Thom (1910, 1930), the manual
by Raper & Thom (1949) has been the standard work on
Penicillium for nearly 30 years. Subsequently, a new era
in Penicillium identification was heralded by Pitt (1973),
who used the ability of isolates to grow at reduced water A multidisciplinary approach to the identification of
Penicillium is becoming more prevalent (Bridge et al. 1985). Protein electrophoresis (Bent 1967), the API ZYM
testing system (Bridge & Hawksworth 1984), pyrolysis gas
chromatography (Soderstrom & Frisvad 1984), physio
logical and biochemical methods (Bridge 1985), enzyme
electrophoresis (Cruickshank & Pitt 1987), studies on Bothalia 22,1 (1992) Bothalia 22,1 (1992) 78 however, as the name is no longer in use and Raper &
Thom (1949) referred to P. gratioti only as: ‘apparently
some member of the P. janthinellum series’. thermal denaturation of DNA (Paterson et al. 1990), elec
tron microscopy (Ramirez 1982; Kozakiewicz 1989) and
the production of secondary metabolites and mycotoxins
(Frisvad & Filtenborg 1983; Frisvad et al. 1990) have
recently been used to supplement traditional methods of
identification. Numerous penicillia have been reported subsequently
in general surveys of fungi on various substrates. Cohen
(1950) conducted the first survey of soil fungi in South
Africa, comparing the effect of different burning and
grazing treatments, and he recorded nine Penicillium
species. Scott (1968a) described eight new Eupenicillium
species from soil and included these in a more extensive
monograph of the genus (Scott 1968b). Penicillium was
found to be the genus of Fungi Imperfecti with the largest
number of species represented in Zululand soil (Eicker
1969). The same locality yielded P. olsonii Bain. & Sartory
throughout the soil profile, whereas P. javanicum Van
Beyma showed a marked decrease with increasing soil
depth (Eicker 1970). Eicker (1973) found the penicillia to
have an even distribution in different litter layers of
Eucalyptus maculata Hook. f. and later found the genus
to be common on Panicum coloratum L. litter (Eicker
1976). P. cyclopium Westling was isolated from angora goat
dung, but Mitchel (1970) indicated that it was probably an
aerial contaminant. INTRODUCTION Members of this genus identified at the Mycology Unit
in recent years were often found to differ somewhat from
the descriptions given by Pitt (1979). This raised the ques
tion of whether these variations are consistent for all South
African isolates. In addition, preliminary investigations
indicated that Penicillium species are frequently only
briefly mentioned in publications or included in lists of
fungi from surveys. It was therefore considered advan
tageous to gather this scattered information in order to
compile a list of Penicillium species recorded in southern
Africa, to bring this information in line with modem
taxonomic systems, and to indicate areas requiring further
research. This paper is an overview of publications dealing with
all aspects of the Penicillium species reported in South
Africa, Lesotho, Mozambique, Namibia, Swaziland and
Transkei up to 1990. Literature is grouped according to
various fields of research and presented in chronological
order. The National Collection of Fungi, including the
dried collection and the culture collection, collections
donated to the Mycology Unit, the collection of the
Medical Research Council as well as catalogues of inter
national culture collections, served as additional sources
of information. Foreign isolates used for chemical work,
have been mentioned but not listed. No attempt has been
made to verify published data, the identity of Penicillium
isolates, or any other information. High quality stored maize obtained from six localities,
studied by Van der Westhuizen & Bredell (1972) was found
to have a high percentage of Penicillium spp., with P. oxalicum Currie & Thom often comprising 30% of the
fungi recorded. On stored lucerne seed, species of this
genus did not increase during an increased period of
storage (Marasas & Bredell 1973). The composition and
distribution of soil fungi in the western Transvaal was
studied by Papendorf (1976) and one of his isolates,
described as the new species P. striatosporum Stolk (Stolk
1969), was later re-identified by Pitt (1979) as P. restric-
tum Gilman & Abbott. Penicillium spp. were found to be
scarce on leaves and litter of Cenchrus ciliaris L. (Bezuidenhout 1977), in aerospora of an Eragrostis curvula
(Schrad.) Nees pasture (Van der Merwe et al. 1979) and
in the soil of Kaokoland, Namibia (Eicker et al. 1982). Many of the above-mentioned species are included in the
checklist and bibliography of South African fungi com
piled by Gorter (1979) for the period 1947-1977. Industrial applications Penicillia encountered in industry were first reported
by Van der Bijl (1920) in his study of the deterioration of
cane sugar crystals and solutions in storage. This record
is also of taxonomic interest as two of these Penicillium
isolates had been sent to Thom, whose comments accom
panying the identifications are included. One of these
isolates was deposited in PREM: 14262 P. luteum-
purpurogenum group. P. digitatum on citrus was reported by Pole Evans (1911)
who stressed the importance of good sanitation in orchards
to combat this fungus. To determine the presence of patho
genic fungal spores at the Cape harbour, Pole Evans (1920)
exposed agar plates in the railway trucks and in cold
storage rooms on the docks and on the ships. Davel & Neethling (1930) dealt with fungi in dairies and
mentioned the use of P. camembertii Thom, P. glaucum
and P. roquefortii Thom in cheese factories, indicating that
members of this group can be troublesome in these
surroundings. Coles (1925) recorded P. glaucum on Stilton
and Wenslydale cheese and Radmore (1986) did a micro
biological study of air in dairies. Other work done on
penicillia in the dairy industry is discussed under the
heading ‘Mycotoxins’. These pathogens were later listed by Verwoerd (1929). Doidge & Van der Plank (1936) subsequently conducted
a survey on the fungi causing rot of oranges and lemons,
indicating P. digitatum as the most important, with P. italicum and P. verrucosum Dierckx also present. They
(Doidge & Van Der Plank 1936) remarked that although
a large number of additional Penicillium spp. were isolated
during the survey, no attempt was made to identify these
species which were apparently saprophytic and growing
on decaying tissues. Van der Plank (1945) did experimental
work with hypochlorous acid as a bleach and disinfectant
of citrus fruit, finding it effective against P. digitatum
conidia. Martin (1960) listed seven saprophytic Penicillium
species in citrus soil and found five species in adjacent
virgin soil. Other Penicillium species of plant pathologi
cal interest were mentioned by Doidge et al. (1953), Roth
(1967), Wager (1972) and Gorter (1977). The bulb pathogen
P. corymbiferum Westling, isolated by Wager, was de
posited in the IMI culture collection where it was examined
by Pitt (1979). An interesting use for Penicillium was found in reducing
the stickiness of molasses meal (Roth 1968), for which
P. notatum Westling was used on a commercial scale. Plant pathology During the early 1900’s the deteriorators, P. digitatum,
P. expansum Link and P. italicum Wehmer, became
a major problem for the fruit producing industry by
hampering exports to Europe (Pole Evans 1920). Most of
the South African isolates mentioned by Thom (1930) had
been sent to the USA for identification by V.A. Putterill. Putterill was in charge of a mycological laboratory in Cape
Town in 1918, and later worked at the fruit inspection
service (Doidge 1950). These first South African Penicil
lium records probably concerned fruit rot, although they
are listed as having an undetermined host. General mycology 79 Bothalia 22,1 (1992) Apparently the type material of this fungus has been lost
(C. Ramirez pers. comm.). Apparently the type material of this fungus has been lost
(C. Ramirez pers. comm.). 1988). This fungus was able to decompose filter paper as
well as detached groundnut pods. Surface disinfected roots
of Medicago spp. yielded eight different Penicillium spp. (Lamprecht et al. 1988). P. spinulosum Thom was found
to be pathogenic on onions (Naude & Jooste 1989) and
P. hirsutum Dierckx on bulbs of flowering plants (Schutte
1990). 1988). This fungus was able to decompose filter paper as
well as detached groundnut pods. Surface disinfected roots
of Medicago spp. yielded eight different Penicillium spp. (Lamprecht et al. 1988). P. spinulosum Thom was found
to be pathogenic on onions (Naude & Jooste 1989) and
P. hirsutum Dierckx on bulbs of flowering plants (Schutte
1990). Additional reports of South African isolates may be
found in the monographs on Penicillium by Thom (1930),
Raper & Thom (1949), Pitt (1979) and Stolk & Samson
(1983), as well as in catalogues of international culture
collections. Unidentified members of the genus were reported on
Japanese radish seed (Holtzhausen 1978), groundnuts
(Ferreira & Lutchman 1989), recalcitrant seed (Berjak et
al. 1989; Mycock & Berjak 1990), barley seed (Liibben
et al. 1989) and maize cultivars (Rheeder et al. 1990). Industrial applications Although photographs of eight different Penicillium spp. are included, only the series to which they belong are
given. The wine industry noted various identified and
unidentified Penicillium spp. on grapes (Le Roux et al. 1973), their incidence on healthy grapes being 60% and
on Botrytis infected fruit 70%. Heat resistant fungi posing problems for apple juice
canners, turned out to be teleomorphs of P. vermiculatum
Dangeard and P. brefeldianum Dodge (Van der Spuy et
al. 1975). This work is referred to world-wide in connec
tion with heat resistance of fungal spores. The thermophilic
Talaromyces dupontii Griffen & Maublanc. was isolated
during a study of fungi in mushroom compost (Eicker
1977). Penicillium species encountered later when various
casings for mushroom production were tested, were
indicated as potentially harmful (Smit 1984). Martin &
Keen (1978) found P. crustosum to be common in home
made beer as well as on sorghum malt used for brewing. A low incidence of Penicillium spp. on commercial and
industrial sorghum malt was reported by Rabie & Liibben
(1984). Matthee (1968) studied P. expansum, the pathogen and
deteriorator of stored pome fruits, and indicated that older
or bruised fruit was more susceptible. Holtzhausen &
Knox-Davies (1974) used this fungus as an experimental
organism in chemical seed treatments. Combrink et al. (1980) found that a longer exposure time of apples to a
sodium hypochlorite solution had a better fungicidal effect
on P. expansum conidia than a stronger solution. P. funiculosum Thom reportedly caused a core rot of apples
and formed a moist infection (Combrink et al. 1985). Members of the genus were also isolated from litchi fruit
(Roth 1963), bananas (Roth & Loest 1965) and mangoes
(Wehner et al. 1981). P. pinophilum Hedgcock apparently
enhances disease symptoms of groundnut pods in the
presence of Chalara elegans Nag Raj & Kendrick (Baard General mycology The first published record of the genus Penicillium in
southern Africa appears to be that of P. digitatum (Pers. ex Fr.) Sacc. on citrus (Pole Evans 1911). In this publica
tion Pole Evans mentioned that in 1903, the Government
Entomologist for Natal reported great losses to the orange
crop, due to a mould. He noted that he had collected the
causative fungus, P. digitatum, from fallen oranges in the
Northern Transvaal five years before (i.e in 1906). Doidge
(1950) listed all Penicillium species recorded up to 1945,
including specimens in the Collection of the Timber
Research Laboratories, Chamber of Mines, Johannesburg,
as well as those mentioned by Thom (1930). Allsop et al. (1987) found a more varied fungal flora
present in the rhizosphere than in the non-rhizosphere area
of a fynbos site; several Penicillium species were reported,
including P. novae-zeelandiae Van Beyma and Eupenicil
lium pinetorum Stolk, reported in South Africa for the first
time. McLean & Berjak (1987) studied the mycoflora of
maize and indicated P. variabile Sopp as the most frequent
internal contaminant of maize seed, while P. brexicom-
pactum Dierckx was isolated from 15% of the seedlings. Wittaker et al. (1989) reported a decline in Penicillium
species after hot water treatment of stored maize seed,
penicillia were found to be present on Eucalyptus (Lund-
quist & Baxter 1985), Pinus in the Transvaal (Lundquist
1986), Pinus in the Cape (Lundquist 1987) and common
on stored seed of indigenous plants (Isaacs & Benic 1990). P. crustosum Thom and P. purpurescens (Sopp) Biourge
have been indicated as endophytes of grass species (De
Villiers 1989). Ramirez (1990) based the description of P. krugeri Ramirez on 26 isolates collected from soil at
different localities in the Kruger National Park in 1987. The Penicillium specimen accessioned in the National
Collection of Fungi first was lP armeniacum Berk’
(PREM 187— see checklist), recorded by the Government
Laboratories Johannesburg, on Zea mays on 12 September
1906. This fungus was not a Penicillium, however, but
probably belongs in Monilia (Thom 1930). The second Penicillium entry, ‘P. gratioti Sartory’
(PREM 5587— see checklist), was recorded by PA. van
der Bijl from the City Deep Mine in Johannesburg, on
7 December 1912. Thom (1930) provided more data about
this isolate, recording its optimum temperature and utili
zation of various sugars. Its true identity is not clear. Mycotoxins The discovery in the 1960’s of aflatoxin and its carcino
genic effects created renewed interest in fungal contamina
tion. In the search for members of the aflatoxin-producing
Aspergillus flavus group, numerous species of the closely
related genus Penicillium were also encountered and details
of their distribution recorded. Scott (1965), the first South
African to test fungi for toxicity by feeding day old
ducklings with infected meal, found P. islandicum Sopp,
P. oxalicum, P. rubrum Stoll and P. urticae to be acutely
toxic, whereas P. piceum Raper & Fennell had a less severe
effect. This paper subsequently became a citation classic. The fungal flora of stock feeds, and the incidence of
toxicity, was investigated by Van Warmelo (1967), who
found that Penicillium had a low incidence on these
substrates. Wehner & Rabie (1970) did toxicity tests with
micro-organisms from nuts and dried fruit, including P. frequentans Westling, P. notatum and three unidentified
Penicillium spp., none of which turned out to be toxic. Holzapfel (1968), Steyn et al. (1975), McGrath et al. (1976) and Neethling & McGrath (1977) studied various
aspects of cyclopiazonic acid (e.g. biosynthesis, structure
and production), a toxic metabolite of P. cyclopium. However, Frisvad (1989) stated that the isolate used for
all the above-mentioned cyclopiazonic acid work, namely
CSIR 1085, was not P. cyclopium but P. griseofulvum
Dierckx. Pitt came to the same conclusion as indicated
by De Jesus et al. (1981). Frisvad (1989) stated that P. viridicatum (CSIR 1029) used by Hutchison et al. (1973)
had also been misidentified. Martin (1974) compiled a table of all information avail
able on mycotoxin-producing fungi, dividing them into
field and storage fungi. Mutagenicity of Penicillium
mycotoxins to Salmonella typhimurium was studied by
Wehner et al. (1978) and negative results were reported
for griseofulvin, patulin and penicillic acid. In a similar
study, the mycotoxin emodin, produced by P. rugulosum
Thom, was found to be a frameshift mutagen (Wehner et
al. 1979). As no local isolates were mentioned in the above-
mentioned work, the species concerned have not been
included in the appended list. Various mycotoxins other than the above-mentioned
were studied locally. Oxalin produced by P. oxalicum
received attention from Nagel et al. (1976), Vleggaar &
Wessels (1980) and Steyn & Vleggaar (1983), while PR
toxin produced by P. roquefortii was studied by Gorst-
Allman & Steyn (1982). Certain isolates of P. Chemical work Chemical work A variety of Penicillium mycotoxins have been extracted
and characterized in South Africa. Steyn (1969) described
a new, rapid and sensitive system for the separation and
detection of eleven different mycotoxins, followed by work
on secalonic acid D, a toxic metabolite of P. oxalicum
(Steyn 1970). The isolation of viridicatum toxin from P. viridicatum Westling was reported by Hutchison et al. (1973). Nagel et al. (1972) reported on the production of
the highly toxic citreoviridin and made a study of the
morphological characteristics of various isolates of its
producer, P. puhillorum Turfitt. Steyn et al. (1982) studied
the biosynthesis of the above-mentioned citreoviridin. Medical importance Marasas & Van Rensburg (1986) found this genus most
prevalent on crops in the area where Mseleni joint disease
occurs in Kwazulu. Some of the work mentioned under
the heading “Mycotoxins1 also has a medical application. milk curd. Kriek & Wehner (1981) proved the toxicity of
P. i tali cum, isolated from an orange, to laboratory animals. The effect of maize meal infected with this fungus was
not as detrimental to ducklings as to rats. The nature of
the lesions observed in rats was similar to those caused
by the toxic P. islandicum. Dutton & Westlake (1985) found
the incidence of Penicillium spp. as well as contamination
by its mycotoxins to be low on cereal and animal feedstuffs. Kellerman et al. (1988) implicated Penicillium as a
mycotoxin producer but gave no examples. The Medical
Research Council tested various isolates of 30 Penicillium
spp. for toxicity to ducklings and found most to have a
detrimental effect (C.J. Rabie pers. comm.). All isolates
were identified by J.I. Pitt and are listed under the
abbreviation MRC. These authors all studied the relation
ship between fungi and mycotoxins, but the mycotoxins
themselves called for more detailed chemical studies. milk curd. Kriek & Wehner (1981) proved the toxicity of
P. i tali cum, isolated from an orange, to laboratory animals. The effect of maize meal infected with this fungus was
not as detrimental to ducklings as to rats. The nature of
the lesions observed in rats was similar to those caused
by the toxic P. islandicum. Dutton & Westlake (1985) found
the incidence of Penicillium spp. as well as contamination
by its mycotoxins to be low on cereal and animal feedstuffs. Kellerman et al. (1988) implicated Penicillium as a
mycotoxin producer but gave no examples. The Medical
Research Council tested various isolates of 30 Penicillium
spp. for toxicity to ducklings and found most to have a
detrimental effect (C.J. Rabie pers. comm.). All isolates
were identified by J.I. Pitt and are listed under the
abbreviation MRC. These authors all studied the relation
ship between fungi and mycotoxins, but the mycotoxins
themselves called for more detailed chemical studies. Medical importance Although members of the genus are known to cause
allergies and to produce mycotoxins, Penicillium is men
tioned infrequently in literature on medical mycology. Bothalia 22.1 (1992) 80 Bothalia 22.1 (1992) Fungal allergy was the motivation for three five-year
surveys of aerospora, two done in Johannesburg (Ordman
& Etter 1956; Ordman 1963) and one in Windhoek
(Ordman 1970). Penicillium made up about 10% of the
fungi isolated and showed no seasonal prevalence. Fungal
contamination of food was investigated by Gilman (1972),
in an attempt to correlate diet and liver cancer in man and
a variety of identified penicillia were listed. Antimycotic
and antibacterial activity of soil fungi was studied by
Eicker (1975) who found positive effects against both
organisms, by P. chrysogenum and P. cyclopium. Horwitz
& Wehner (1977) warned that the presence of antibiotics
produced by P. chrysogenum Thom used in salami curing
may pose a health hazard for persons sensitive to penicil
lin. Penicillium was also amongst the fungi present on com
believed to be the cause of oesophageal cancer in Transkei
and in the high rate area of the disease, 43 % of the samples
were infected with this organism (Marasas et al. 1981). Marasas & Van Rensburg (1986) found this genus most
prevalent on crops in the area where Mseleni joint disease
occurs in Kwazulu. Some of the work mentioned under
the heading “Mycotoxins1 also has a medical application. Fungal allergy was the motivation for three five-year
surveys of aerospora, two done in Johannesburg (Ordman
& Etter 1956; Ordman 1963) and one in Windhoek
(Ordman 1970). Penicillium made up about 10% of the
fungi isolated and showed no seasonal prevalence. Fungal
contamination of food was investigated by Gilman (1972),
in an attempt to correlate diet and liver cancer in man and
a variety of identified penicillia were listed. Antimycotic
and antibacterial activity of soil fungi was studied by
Eicker (1975) who found positive effects against both
organisms, by P. chrysogenum and P. cyclopium. Horwitz
& Wehner (1977) warned that the presence of antibiotics
produced by P. chrysogenum Thom used in salami curing
may pose a health hazard for persons sensitive to penicil
lin. Penicillium was also amongst the fungi present on com
believed to be the cause of oesophageal cancer in Transkei
and in the high rate area of the disease, 43 % of the samples
were infected with this organism (Marasas et al. 1981). DISCUSSION Union of South Africa Department of Agriculture Reprint No. 20 : 1- 10. COMBRINK, J.C., KOTZE, J.M .. WEHNER, F.C. & GROBBELAAR,
C.J. 1985. Fungi associated with core rot of Starking apples in
South Africa. Phytophylactica 17: 81-83. COMBRINK, J.C.. MATTHEE. F.N. & KOCK. J.S. 1980. Stability of
sodium hypochlorite solutions and their effectiveness against
conidia of Penicillium expansum Thom. Phytophylactica 12:
85-87. The role that penicillia play in the ecology of natural
ecosystems as well as in cultivated areas, has not been
investigated in this country. Certain Penicillium species
have antimycotic as well as antibacterial activities (Eicker
1975). Others are strongly antagonistic to soil-borne plant
pathogens such as Gaeumarmomyces, Pythium and Rhizoc-
tonia, whereas some members of Talaromyces have
antifungal as well as antiprotozoal capacities (Domsch et
al. 1980). Biological control of plant pathogens by Penicil
lium species deserves attention, as it may well be of
economic importance. CRUICKSHANK. R.H. & PITT. J.I. 1987. Identification of species in
Penicillium subgenus Penicillium by enzyme electrophoresis. Mycologia 79: 614—620. DAVEL. H.B. & NEETHLING. H.L. 1930. Skimmels en hid bestryding
in die melkery. Union of South Africa Department of Agriculture
Science Bulletin No. 80: 1—18. DE JESUS, A.E., GORST-ALLMAN, C .P, STEYN, PS., VAN
HEERDEN, F.R.. VLEGGAAR. R & WESSELS. PL. 1983a. Tremorgenic mycotoxins from Penicillium crustosum. Biosynthesis
of Penitrem A. Journal of the Chemical Society Perkin Trans 1
8: 1863-1983. DE JESUS. A.E., STEYN, P.S., VAN HEERDEN. F.R. & VLEG
GAAR. R. 1984. Structure elucidation of the janthitrems. novel
tremorgenic mycotoxins from Penicillium janthinellum. Journal
of the Chemical Society Perkin Trans 1 4: 697-701. The successful use in Penicillium taxonomy of physio
logical and various biochemical methods, mycotoxin
profiles and electron microscopy, has been indicated. However, these techniques have not yet been applied to
this genus in South Africa and may be of value in
determining relationships between species and groups as
well as indicating new species. DE JESUS, A.E., STEYN. PS'. VAN HEERDEN. F.R . VLEGGAAR,
R. & WESSELS. PL. 1983b. Tremorgenic mycotoxins from
Penicillium crustosum: isolation of pemtrems A-F and the structure
elucidation and absolute configuration of penitrem A1. Journal
of the Chemical Society Perkin Trans I 8: 1847-1983. DEJESUS. A.E.. STEYN. P.s’. VAN HEERDEN, F.R.. VLEGGAAR. R & WESSELS. PL. 1983c. Tremorgenic mycotoxins from
Penicillium crustosum. Structure elucidation and absolute con
figuration of pemtrems B-F1. Journal of the Chemical Society'
Perkin Trans I 8: 1857-1861. DISCUSSION BENT, K.J. 1967. Electrophoresis of proteins of 3 Penicillium species
on acrylamide gels. Journal of General Microbiology 49:
195-200. DISCUSSION The large number of undetermined Penicillium species
in the literature cited is an indication that scientists in South
Africa have a history of not attempting to identify mem
bers of this genus. Other than that done by Scott (1968a,
b), work published on Penicillium in South Africa is
clearly fragmentary and many of the isolates obtained early
this century were identified overseas. The use of correctly
identified Penicillium isolates in any scientific research
must be stressed. Mistaken identities have been reported
for South African studies (Frisvad 1989); voucher speci
mens deposited in recognized culture collections will assist
in overcoming this problem and will also make isolates
available to other scientists. BERJAK. P., FARRANT. J.M., MYCOCK, D.J. & PAMMENTER,
N.W. 1989. Deterioration and pathology of recalcitrant seeds. Twenty-seventh annual congress of the South African Society for
Plant Pathology. Phytophylactica 21: 106 (Abstract). Plant Pathology. Phytophylactica 21: 106 (Abstract). BEZUIDENHOUT, H. 1977. ’n Ondersoek van die Hyphomycetes ge-
assosieer met Cenchrus ciliaris L. M.Sc. thesis, University of
Pretoria. BRIDGE. PD. 1985. An evaluation of some physiological and biochem
ical methods as an aid to the characterization of species of
Penicillium subsection Fdsciculala. Journal of General Microbi
ology 131: 1887-1895. BRIDGE, PD. & HAWKSWORTH. D.L. 1984. The API ZYM enzyme
testing system as an aid to the rapid identification of Penicillium
isolates. Microbiological Sciences 1: 232-234. BRIDGE, P D ., HAWKSWORTH, D.L., KOZAKIEWICZ, Z.,
ONIONS, A H.S., PATERSON, R.R.M. & SACKIN. M.J. 1985. An integrated approach to Penicillium systematics. In R.A. Samson & J.I.Pitt. Advances in Penicillium and Aspergillus
systematics. Plenum Press. New York. With the exception of P. hordei Stolk, P. olivicolor Pitt
and Talaromyces stipitatus (Thom) C. R. Benjamin, all
the Penicillium species listed by Samson & Pitt (1985)
as common, have been recorded in southern Africa. However, teleomorphic penicillia have been reported
infrequently as they require special isolation techniques
(Scott 1968b). Synnematous members of the genus appear
to be scarce and most representatives in the National
Collection of Fungi, PREM and PPRI are recent acquisi
tions. COHEN, C. 1950. The occurrence of fungi in the soil, after different
burning and grazing treatments of the veld in the Transvaal. South
African Journal of Science 46 : 260—264. COLES, L. 1925. The manufacture of Stilton and Wensleydale cheese. DISCUSSION Much meaningful work on Penicillium. one of the more
common and economically important genera of fungi, is
therefore still to be done in the fields of taxonomy, ecology,
biological control and chemotaxonomy. DE JESUS, A.E.. STEYN. PS.. VLEGGAAR. R , KIRBY. G.W.,
VARLEY. M.J. & FERREIRA. N.P 1981. Biosynthesis of
a-cyclopiazonic acid. Steric course of proton removal during
cyclisation of 0-cyclopiazonic acid in Penicillium griseofidvum. Journal of the Chemical Society Perkin Trans 1 12: 3292—3294. ACKNOWLEDGEMENTS DE VILLIERS. J.C. 1989. Endofitiese fungusse teenwoordig in n aantal
Suid-Afrikaanse gnasspesies M.Sc. thesis. University of Potchef-
stroom for C H E. The encouragement of members of staff and assistance
of Alice Baxter of the Plant Protection Research Institute
in preparing this manuscript, is gratefully acknowledged. DOIDGE, E M. 1950. The South African fungi and lichens to the end
of 1945 Bothalia 5: 1-1094. DOIDGE. E M , BOTTOMLEY, A.M ., VAN DER PLANK. J.E. &
PAUER. G.D 1953 A revised list of plant diseases in South Africa. Union of South Africa Department of Agriculture Science Bulletin
No. 346: 1-125. Mycotoxins crustosum
are able to produce tremorgenic mycotoxins and these were
examined in detail by Maes et al. (1982) and De Jesus et
al. (1983a, b, c). P. janthinellum Biourge, associated with
rye grass staggers was found to produce janthitrems,
tremorgenic mycotoxins studied by De Jesus et al. (1984). For most of these investigations the authors obtained
authenticated isolates or had their fungal cultures verified,
mostly by Pitt. The presence of mycotoxin-producing fungi on cheese
was investigated by Liick et al. (1976) and unidentified
Penicillium spp. were isolated from 33 out of 43 cheese
samples. Some of the isolates tested had a toxic effect on
ducklings. Seven isolates of P. roquefortii, isolated from
blue cheese showed a variation in toxicity, whereas the four
isolates of P. camembertii tested had a less pronounced
effect (Liick et al. 1978). A noteworthy finding of Liick
& Wehner (1979) was that Penicillium isolates grown on
maize were more toxic to ducklings than those grown on In 1985, South Africa hosted the IUPAC Symposium on
mycotoxins and phycotoxins (Steyn & Vleggaar 1986)
where a paper concerning synthesis of the Penicillium
mycotoxins cyclopiazonic acid and viridamine was
presented by Holzapfel (1986). 81 Bothalia 22,1 (1992) Bothalia 22,1 (1992) BAARD, S.W 1988. Interactions between fungi from blackhulled ground
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the Bureau of Animal Industry 118: 1—109. U.S. Department of
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Amsterdam. THOM, C. 1930. The Penicillia. Bailliere, Tindall & Cox, London. THOM, C. 1930. The Penicillia. Bailliere, Tindall & Cox, London. VAN DER BUL, PA. 1920. Studies on some fungi and the deterioration
of sugar. Union of South Africa, Department of Agriculture
Science Bulletin No. 18: 1-19. RAMIREZ, C. 1990. A new species of Penicillium isolated from soil
at the Kruger National Park in South Africa. Mycopathologia
110: 23-29. RAPER, K.B. & THOM, C. 1949. A manual of the penicillia. Baltimore,
Williams & Wilkins. VAN DER MERWE, W.J.J., EICKER. A.. MARASAS. W.F.O. &
KELLERMAN, T.S. 1979. Aerospora of an Eragrostis curvula
pasture in South Africa. Onderstepoort Journal of Veterinary
Research 46: 19-25. RHEEDER, J P., MARASAS, W.F.O., VAN WYK. PS., DU TOIT, W.,
PRETORIUS, A.J. & VAN SCHALKWYK. D.J. 1990. Incidence
of Fusarium and Diplodia species and other fungi in naturally
infected grain of South African maize cultivars. Phytophylactica
22 : 97-102. VAN DER PLANK. J.E. 1945. The use of hypochlorous acid and its
salts in citrus packhouses for bleaching sooty blotch and as
disinfectants against mould. Union of South Africa. Department
of Agriculture and Forestry Science Bulletin No. 241: 1-60. ROTH, G. 1963. Post harvest decay of litchi fruit Republic of South
Africa, Department of Agricultural Technical Services Technical
Communication No. 11: 1-16. VAN DER SPUY. J.E., MATTHEE, F.N. & CRAFFORD. D.J.A. 1975. The heat resistance of moulds Penicillium vemuculatum Dangeard
and Penicillium brefeldianum Dodge in apple juice. Phytophylac
tica 7: 105-107. ROTH, G. 1967. Citrus fruit decay in South Africa caused by Penicillium
digitatum Sacc. Phytopathologische Zeitschrift 58: 383-3% . ROTH. G. 1968. Biological treatment of molasses meal to reduce
stickiness. Proceedings of the South African Sugar Technologists’
Association, April 1968: 57-64. VAN DER WESTHUIZEN. G.C.A. & BREDELL, I .H .1972. The fungus
flora of high quality stored maize in South Africa. 1966-1972. Final Report Republic of South Africa Department of Agricul
tural Technical Services. Unpublished. ROTH. G. & LOEST, F.C. 1965 Collar rot of banana hands and its
associated micro-organisms. Republic of South Africa, Depart
ment of Agricultural Technical Services Technical Communica
tion No. 44: 1-14. REFERENCES 1983. Roquefortine, an intermediate
in the biosynthesis of oxaline in cultures of Penicillium oxalicum. Journal of Chemical Society Chemical Communications 1983:
560, 561. ORDMAN, D. 1970. Seasonal respiratory allergy in Windhoek: the pollen
and fungus factor. South African Medical Journal 44: 250—253. ORDMAN, D., & ETTER, K.G. 1956. The air-borne fungi in Johan
nesburg. A five-year survey as a basis for the study of fungus
allergy in South Africa. South African Medical Journal 30:
1054-1058. STEYN, P.S. & VLEGGAAR, R. 1986. Mycotoxins and phycotoxins. Papers presented at the sixth International IUPAC Symposium. Elsevier, Amsterdam. PAPENDORF, M.C. 1976. The soil mycoflora of an Acacia karroo com
munity in the western Transvaal. Bothalia 12: 123-127. STEYN, PS., VLEGGAAR, R., FERREIRA, N.P., KIRBY. G.W. &
VARLEY, M.J. 1975. Steric course of proton removal during the
cyclisation of /3-cyclopiazonic acid in Penicillium cyclopium. Journal of the Chemical Society Chemical Communications 459:
465. 466. PATERSON, R.R.M., KING, G.J. & BRIDGE, PD. 1990. High
resolution thermal denaturation studies on DNA from 14 Penicil
lium strains. Mycological Research 94: 152-156. PITT, J.I. 1973. An appraisal of identification methods for Penicillium
species: novel taxonomic criteria based on temperature and water
relations. Mycologia 65: 1135-1157. STEYN, P.S., VLEGGAAR, R., WESSELS, P.L. & WOUDENBERG,
M. 1982. Biosynthesis of citreoviridin. A carbon-13 N.M.R. study. Journal of the Chemical Society Perkin Trans I 9 : 2175 -2178. PITT, J.I. 1979. The genus Penicillium and its teleomorphic states
Eupenicillium and Talaromyces. Academic Press, London. STOLK, A.C. 1969. Four new species of Penicillium. Antonie van
Leeuwenhoek 35 : 261-274. STOLK, A.C. & SAMSON, R.A. 1972. The genus Talaromyces. Studies
on Talaromyces and related genera 2. Studies in Mycology 2:
1-65. POLE EVANS, I.B. 1911. The citrus fruit-rot, caused by the blue mould. Penicillium digitatum (Fr.), Sacc. Union of South Africa
Department of Agriculture Farmers Bulletin No. 11: 1-7. STOLK, A.C. & SAMSON, R.A. 1983. The ascomycete genus Eupenicil
lium and related Penicillium anamorphs. Studies in Mycology 23:
1-149. POLE EVANS, I.B. 1920. Report on cold storage conditions for export
fruit at Cape Town. Union of South Africa Department of
Agriculture No. 2: 1-11. STOLK, A.C. & SCOTT, D.B. 1967. Studies on the genus Eupenicillium
Ludwig. 1. Taxonomy and nomenclature of penicillia in relation
to their sclerotioid ascocarpic states. Persoonia 4: 391-405. RABIE, C.J. & LUBBEN, A. 1984. The mycoflora of sorghum malt. South African Journal of Botany 3: 251-255. RADMORE, K. 1986. CHECKLIST OF PENICILLIUM, EUPENICILUUM AND TALAROMYCES SPECIES RECORDED IN SOUTHERN AFRICA These isolates are listed under the substrate
soil, but some isolates could have been isolated from Acacia karroo litter. C ,
e co ec o
o
ape do
( 9 6),
ece ved
o
e U
ve s y o
o c e s
oo
o C. . . ese so a es a e
s ed u de
e subs a e
soil, but some isolates could have been isolated from Acacia karroo litter. l soil, but some isolates could have been isolated from Acacia karroo litter. UCT, a collection obtained from the University of Cape Town which contained isolates of Alls ,
UCT, a collection obtained from the University of Cape Town which contained isolates of Allsopp et al. (1987). soil: Eicker (1969, 1973)
= cyclopium Westling
Allium cepa: PREM 44737
Arachis hypogaea: Gilman (1972)
cereal and legume products: Scott (1965)
cheese: Luck & Wehner (1979)
dung: Mitchell (1970)
natural gum: Roth (1968)
soil: Eicker (1975); CSIR 409; MCP 378
Sorghum caffrorum: CSIR 519, 534, 542, 543
Vitis vinifera: Doidge (1950, et al. 1953)
Zea mays: Van der Westhuizen & Bredell (1972) CSIR 258, 303, 358,
403,
461, 462, 543, 659, 719; PREM 43751, 44302, 44303
= johanniolii Zaleski
undetermined host: Thom (1930)
= lanosocoeruleum Thom
Medicago spp.: Van Warmelo (1967)
Vitis spp.; Le Roux et al. (1973)
= martensii Biourge
Arachis hypogaea: Gilman (1972)
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); CSIR
660
= solitum Westling
material: Doidge (1950)
biforme (see P. camembertii)
brefeldianum (see E. javanicum var javanicum)
brevicompactum Dierckx
aerospora: Roth (1968)
apple puree: MRC 3137
Avena saliva: MRC 2824
brattice cloth: Doidge (1950)
cereal and legume products: Scott (1965)
compost: PPRI 3186
debris: PPRI 4068
fodder: PPRI 3631
Medicago saliva: PREM 44475, 44477, 44519
natural gum: Roth (1968)
Prunus persica var. nucipersica: PPRI 3597
soil: Eicker (1975); CSIR 327; MCP 371 REFERENCES VAN WARMELO, K.T. 1967. The fungus flora of stock feeds in South
Africa Onderstepoort Journal of Veterinary Research 34: 4 3 9 -
450. SAMSON, R.A. & PITT, J.I. 1985. Advances in Penicillium and
Aspergillus systematics. Plenum Press, New York. VERWOERD. L. 1929. A preliminary checklist of diseases of cultivated
plants in the winter rainfall area of the Cape Province. Union
of South Africa. Department of Agricultural Science Bulletin No. 88: 1-18. SCHUTTE, A.L. 1990. A Penicillium bulb pathogen Twenty-eighth
annual Congress of the South African Society for Plant Pathology
Phytophylactica 22: 150 (Abstract). VLEGGAAR. R & WESSELS, PL. 1980. Stereochemistry of the
dehydrogenation of (2S)-histidine in the biosynthesis of roque
fortine and oxaline Journal of the Chemical Society Chemical
Communication 4: 160-162. SCOTT, D.B 1965. Toxigenic fungi isolated from cereal and legume
products. Mycopathologia et Mycologia Applicata 25: 2 0 -2 2 2 . SCOTT, D B 1968a. Studies on the genus Eupenicillium Ludwig. 4. New
species from soil. Mycopathologia el Mycologia Applicata 36:
1-27. WAGER. V.A. 1972. Records of diseases of ornamental plants not
pre\iously recorded in South Africa. Republic of South Africa,
Department of Agricultural Technical Services Technical Com
munication No. 100: 1-14. SCOTT, D.B. 1968b. The genus Eupenicillium Ludwig. CSIR Research
Report No. 272: 1-150. Pretoria SEIFERT, K.A & SAMSON, R.A 1985. The genus Coremium and the
synnematous penicillia In R.A Samson & J.I Pitt, Advances in
Penicillium and Aspergillus systematics Plenum Press, New
York. WEHNER. F.C., BESTER. S.. KCTTZE. J M & BRODRICK. H.T. 1981
Fungi associated with post-harvest decay of mangoes in South
Africa. South African Mango Grower's Association Research
Report 2: 81-88 84 Bothalia 22,1 (1992) WEHNER, F.C. & RABIE, C.J. 1970. The micro-organisms in nuts and
dried fruits. Phytophylactica 2: 165-170. Aspergillus and Penicillium mycotoxins. Mutation Research 58:
193-203. Aspergillus and Penicillium mycotoxins. Mutation Research 58:
193-203. Aspergillus and Penicillium mycotoxins. Mutation Research 58:
193-203. y
p y
WEHNER, F.C., THIEL, PG. & DU RAND, M. 1979. Mutagenicity
of the mycotoxin emodin in the Salmonella!microsome system. Applied and Environmental Microbiology 37: 658—660. WITTAKER, A., MYCOCK, D.J. & BERJAK, P. 1989. Towards
elimination of seed storage mycoflora: wet-heat trails with
maize. Twenty-seventh Annual Congress of the South Afri
can Society for Plant Pathology. Phytophylactica 21: 110 (Ab
stract). WITTAKER, A., MYCOCK, D.J. & BERJAK, P. 1989. Towards
elimination of seed storage mycoflora: wet-heat trails with
maize. CHECKLIST OF PENICILLIUM, EUPENICILUUM AND TALAROMYCES SPECIES RECORDED IN SOUTHERN AFRICA Penicillium species recorded in southern Africa up to 1990 are arranged alphabetically and the host and/or substrate from which each species
has been recorded is given with the relevant literature reference. Species names are listed as cited in the original publication in roman type, with
a cross reference to the epithet currently accepted by Pitt (1979) in bold, except in the case of Eupenicillium, where the revision proposed by
Stolk & Samson (1983) has been followed, or where older epithets have been traced (Seifert & Samson 1985). In the past, ascosporic fungi were
included in the genus Penicillium, posing nomenclatural problems ( * ) in designating the anamorph-teleomorph relationship. Consequently, species
known to produce a teleomorphic state have been listed under Penicillium with a cross reference to either Eupenicillium or Talaromyces, which
are listed separately. The following abbreviations are used in the list: CBS, South African isolates listed in the 1990 List of Cultures of the Centraalbureau voor Schimmelcultures, Baarn, The Netherlands. IMI, cultures in the 1988 Catalogue of the Culture Collection of CAB International Mycological Institute, Kew, United Kingdom. ,
g
y
g
,
,
g
MRC, isolates in the Culture Collection of the Medical Research Council, all identified by Pitt (C.J. Rabie pers. comm ). PPRI, isolates in the Culture Collection of the National Collection of Fungi. Several of these have been identified or verified by Pitt. PREM, isolates deposited in the National Collection of Fungi as dried material. The National Collection of Fungi recently acquired three additional fungal culture collections. Most of these cultures were
and had scant accompanying data, but local isolates are listed with numbers under their appropriate abbreviations: CSIR, isolates listed in a collection obtained from the Council for Scientific and Industrial Research, which included some isolates of CSIR, isolates listed in a collection obtained from the Council for Scientific and Industrial Research, which included some isolates of Scott (1968a, b). MCP, the collection of Papendorf (1976), received from the University of Potchefstroom for C.H.E. These isolates are listed under the substrate
soil, but some isolates could have been isolated from Acacia karroo litter. MCP, the collection of Papendorf (1976), received from the University of Potchefstroom for C.H. il
b t
i
l t
ld h
b
i
l t d f
A
i
k
litt MCP, the collection of Papendorf (1976), received from the University of Potchefstroom for C.H.E. GENUS PENICILLIUM acidoferum (see P. canescens)
aculeatum Raper & Fennell
cereal and legume products: Scott (1965)
soil: CSIR 348
adametzii Zaleski
Allium cepa: PREM 44729
soil: Papendorf (1976); Allsopp et al. (1987); MCP 35, 221, 222, 1159
ventilation tubing: Doidge (1950)
Zea mays. Van der Westhuizen & Bredell (1972)
adametzioides Abe ex G. Smith
Zea mays'. McLean & Berjak (1987); PREM 47619
alutaceum (see E. terrenum)
arenicola Chalabuda
mushroom casing: Smit (1984)
asperum (see E. crustaceum)
atramentosum Thom
chicken feathers and droppings: PPRI 4086; PREM 48602
dung: PPRI 3703, 4049; PREM 49878, 50682
atrovenetum (see P. melinii)
armeniacum Berk (Monilia, Thom 1930)
Zea mays: PREM 187
aurantiobrunneum (see P. glabrum)
aurantiocandidum (see P. aurantiogriseum)
aurantiogriseum Dierckx
Arachis hypogaea: MRC 330
Aristea major: PPRI 4302
cheese: PREM 49040. 49042
Hordeum vulgare: MRC 2670
Panicum miliaceum: MRC 245
Vigna subterranea: MRC 284
Zea mays: McLean & Berjak (1987); PREM 47622
= aurantiocandidum Dierckx REFERENCES Twenty-seventh Annual Congress of the South Afri
can Society for Plant Pathology. Phytophylactica 21: 110 (Ab
stract). pp
gy
WEHNER, F.C., THIEL, RG., VAN RENSBURG, S.J. & DEMASIUS,
I.P.C. 1978. Mutagenicity to Salmonella typhimurium of some acidoferum (see P. canescens) aculeatum Raper & Fennell
cereal and legume products: Scott (1965)
soil: CSIR 348 aculeatum Raper & Fennell
cereal and legume products: Scott (1965)
soil: CSIR 348 cheese: Luck & Wehner (1979) dung: Mitchell (1970) natural gum: Roth (1968) adametzii Zaleski
Allium cepa: PREM 44729
soil: Papendorf (1976); Allsopp et al. (1987); MCP 35, 221, 222, 1159
ventilation tubing: Doidge (1950)
Zea mays. Van der Westhuizen & Bredell (1972) (
);
;
Sorghum caffrorum: CSIR 519, 534, 542, 543 g
ff
Vitis vinifera: Doidge (1950, et al. 1953) f
g
Zea mays: Van der Westhuizen & Bredell (1972) CSIR 258, 303, concentricum (see P. coprophilum) concentricum (see P. coprophilum) molasses meal: Roth (1968) citreonigrum Dierckx
mushroom casing: Smit (1984)
= citreoviride Biourge
Zea mays: Van der Westhuizen & Bredell (1972); CBS 239.65; CSIR
138, 505, 568, 590 brefeldianum (see E. javanicum var javanicum) 85 Bothalia 22,1 (1992) Allium cepa: PREM 44777
Arachis hypogaea: Gilman (1972); MRC 241, 263, 283, 294, 2109
Avicennia spp.: PREM 47616, 47617
cereal and legume products: Scott (1965)
dried leaves: MRC 320, 333, 334
fruit: Doidge (1950); Thom (1930)
Ipomoea batatas: PPRI 3571
Manihot esculenta: MRC 212, 232, 249
Medicago spp. . Lamprecht (1988); PREM 48312
natural gum: Roth (1968)
Ph
l
MRC 178 210 222
304
313 Allium cepa: PREM 44777
Arachis hypogaea: Gilman (1972); MRC 241, 263, 283, 294, 2109
Avicennia spp.: PREM 47616, 47617
cereal and legume products: Scott (1965)
dried leaves: MRC 320, 333, 334
fruit: Doidge (1950); Thom (1930)
Ipomoea batatas: PPRI 3571
Manihot esculenta: MRC 212, 232, 249
Medicago spp. . Lamprecht (1988); PREM 48312
natural gum: Roth (1968)
Phaseolus spp.: MRC 178, 210, 222, 304, 313
soil: Allsopp et al (1987); Cohen (1950); Eicker (1969, 1970); Papendorf Sorghum caffrorum: CSIR 531, 547 Vitis spp.: Le Roux et al. (1973) pp
(
)
Zea mays: McLean & Berjak (1987); Pitt (1979); Van der Westhuizen
& Bredell (1972); CSIR 81, 95, 219, 330, 378, 459, 593, 623, 665,
675; PPRI 3630; PREM 43741, 43742 , 47537, 47831
undetermined host: CBS 287.53 (albino mutant)
= stoloniferum Thom
soil: Cohen (1950)
Z
V
d
W
th i
& B
d ll (1972)
CSIR 238 Zea mays: McLean & Berjak (1987); Pitt (1979); Van der Westhuizen
& Bredell (1972); CSIR 81, 95, 219, 330, 378, 459, 593, 623, 665,
675; PPRI 3630; PREM 43741, 43742 , 47537, 47831 undetermined host: CBS 287.53 (albino mutant) Ipomoea batatas: PPRI 3571 Manihot esculenta: MRC 212, 232, 249 soil: Cohen (1950) Zea mays: Van der Westhuizen & Bredell (1972); CSIR 238 Sorghum caffrorum: MRC 2332 (1973)
Zea mays: Van der Westhuizen & Bredell (1972); CSIR 265, 302, 328,
428, 434, 644
undetermined host: Doidge (1950)
citreonigrum Dierckx
mushroom casing: Smit (1984)
= citreoviride Biourge
Zea mays: Van der Westhuizen & Bredell (1972); CBS 239.65; CSIR
138, 505, 568, 590
citreoviride (see P. citreonigrum)
citrinum Thom
R h (1968) canescens Sopp
Barleria obtusa: PPRI 3808
flannel: PREM 33287
Protea cynaroides: PPRI 3786
soil: Papendorf (1976)
Zea mays: Van der Westhuizen & Bredell (1972)
= acidoferum Sopp (near P. canescens. Raper & Thom 1949)
Citrus sinensis: Doidge (1950)
= kapuscinskii Zaleski
soil: MCP 384
swine meal: Van Warmelo (1967) = steckii Zaleski Arachis hypogaea: Van Warmelo (1967) cereal and legume products: Scott (1965) soil: Eicker (1969, 1970); CSIR 346, 381, 382, 384. 385, 387 Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967);
CSIR 341, 383, 426, 444. 454, 595, 670: PREM 43752 Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967);
CSIR 341, 383, 426, 444. 454, 595, 670: PREM 43752 camembertii Thom Phaseolus spp.: MRC 178, 210, 222, 304, 313 cheese. Davel & Neethling (1930); Luck et al. (1978); PPRI 3122; PREM
47740 soil: Allsopp et al. (1987); Cohen (1950); Eicker (1969, 1970); Papendorf
(1976); CSIR 370, 372 , 373, 374 = biforme Thom Sorghum caffrorum: MRC 2332 Sorghum caffrorum: MRC 2332 Arachis hypogaea: Van Warmelo (1967) Arachis hypogaea: Van Warmelo (1967) Vigna subterranea: MRC 224, 280 Medicago spp.: Van Warmelo (1967) g
,
Zea mays: Gilman (1972); McLean & Berjak (1987); Van der Westhuizen
& Bredell (1972); CSIR 152, 352, 393, 394, 549, 661, 708; MRC
257, 258, 262, 266, 293, 294, 307, 437, 444; PREM 44304, 44305. 47620, 47621
= steckii Zaleski
Arachis hypogaea: Van Warmelo (1967)
cereal and legume products: Scott (1965)
soil: Eicker (1969, 1970); CSIR 346, 381, 382, 384. 385, 387
Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967);
CSIR 341, 383, 426, 444. 454, 595, 670: PREM 43752 Zea mays: Gilman (1972); McLean & Berjak (1987); Van der Westhuizen
& Bredell (1972); CSIR 152, 352, 393, 394, 549, 661, 708; MRC
257, 258, 262, 266, 293, 294, 307, 437, 444; PREM 44304, 44305. 47620, 47621 Medicago spp.: Van Warmelo (1967)
canescens Sopp
Barleria obtusa: PPRI 3808
flannel: PREM 33287
Protea cynaroides: PPRI 3786
soil: Papendorf (1976)
Zea mays: Van der Westhuizen & Bredell (1972)
= acidoferum Sopp (near P. canescens. Raper & Thom 1949)
Citrus sinensis: Doidge (1950)
= kapuscinskii Zaleski
soil: MCP 384
swine meal: Van Warmelo (1967)
capsulatum Raper & Fennell
dried fish: Pitt (1979); IMI 140 284
Medicago saliva: PREM 44469
Zea mays: CSIR 181
casei (see P. roquefortii)
charlesii (see P. fellutanum)
chermesinum Biourge
soil: Martin (1960)
chrysogenum Thom
aerospora: Roth (1968)
Arachis hypogaea: Van Warmelo (1967); PPRI 3658; PREM 48261
cereal and legume products: Scott (1965)
fishmoth gut: PREM 49016, 49017
grass: PPRI 4277
Hordeum vulgare: MRC 2807
Medicago spp.: Lamprecht (1988); PREM 48321
molasses meal: Roth (1968)
mushroom casing: Smit (1984)
natural gum: Roth (1968)
nuts and dried fruit: Wehner & Rabie (1970)
soil: Eicker (1975); Martin (1960); PREM 48767
Sorghum caffrorum: CSIR 427; MRC 1682
Zea mays: Gilman (1972); McLean & Berjak (1987); Van der Wssthuizen
& Bredell (1972); Van Warmelo (1967); CSIR 436, 453, 477
= notatum Westling
aerospora: Roth (1968)
Allium cepa: PREM 44738
Cenchrus ciliaris: Bezuidenhout (1977)
cereal and legume products: Scott (1965)
Medicago saliva: PREM 44466, 44552
molasses meal: Roth (1968)
natural gum: Roth (1968)
nuts and dned fruit: Wehner & Rabie (1970)
soil: CSIR 317, 318
Sorghum caffrorum CSIR 285, 286
Vitis spp. Le Roux et al. claviforme (see P. vulpinum) claviforme (see P. vulpinum) claviforme (see P. vulpinum) commune (see P. puberulum) citreoviride (see P. citreonigrum) 1953); Doidge & Van der Plank
(1936); Van der Plank (1945); Venwerd (1929); CSIR 558, 561;
PPRI 3737 soil: Eicker (1969, 1973) soil: Eicker (1969, 1973)
= digitatum Sacc. var. califomicum Thom soil: Eicker (1969, 1973)
= digitatum Sacc. var. califomicum Thom = digitatum Sacc. var. califomicum Thom Physalis peruviana: Doidge et al. (1953) Citrus sinensis: Doidge (1950); Doidge & Van der Plank (1936); PREM
30659 Zea mays: Van Warmelo (1967) fuscum (Sopp) Biourge (application uncertain, Pitt 1979)
Medicago sativa: PREM 44401 expansum Link p
Arachis hypogaea: Pitt (1979); MRC 199; PREM 48381 cereal and legume products: Scott (1965) Vigna subterranea: MRC 174 griseofulvum Dierckx
birdseed: PPRI 3701
cereal and legume products: Scott (1965)
cubed dogfood: PPRI 3306, 3679
Dalbergia obovata: PPRI 3702; PREM 49887
fishmoth gut: PPRI 3123
Manihot esculenta: Pitt (1979); MRC 270, 273
Medicago spp.: Lamprecht (1988); PREM 48317, 48318
silage: CBS 315.63
soil: De Jesus et al. (1981); Cohen (1950); PPRI 4281
Vigna subterranea: MRC 312
Watsonia marginata PPRI 3809
Zea mays: MRC 214
= urticae Bain,
cereal and legume products: Scott (1965)
soil: CSIR 391 fellutanum Biourge
face cream: PPRI 4306
Protea spp.: PPRI 3980
soil: MCP 390, 391
Zea mays: Pitt (1979); CBS 268.65; IMI 162 083, 162 114; CSIR 284
= charlesii G. Smith
cereal and legume products: Scott (1965)
soil: Papendorf (1976); MCP 48, 117
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); CSIR
284, 389, 401, 476 citreoviride (see P. citreonigrum) citrinum Thom
aerospora: Roth (1968) Bothalia 22,1 (1992) Bothalia 22,1 (1992) 86 frequentans (see P. glabrum) debris: PPRI 3782
fodder: PPRI 3887, 4225
Protea scolopendriifolia: PPRI 4014; PREM 47704
Watsonia marginata: PPRI 3724 funiculosum Thom
Ananas comosus: Doidge (1950, et al. 1953); PPRI 4307
Arachis hypogaea: Baard (1988); Gilman (1972); Pitt (1979); PPRI 3634;
PREM 48015
cereal and legume products: Scott (1965)
Cyperaceae spp.: PPRI 3632; PREM 48604
Eucalyptus maculata: Eicker (1973)
Malus sylvestris: Combrink et al. (1985)
Medicago sativa: PREM 44513
Phaseolus spp.: MRC 281
soil: Allsopp et al. (1987); Doidge (1950); Eicker (1969, 1973) Martin
(1960); Papendorf (1976); CSIR 141, 362, 365, 367, 368, 369;
MCP 189, 336; PPRI 3504; UCT
Zea mays: Gilman (1972); McLean & Berjak (1987); Van der Westhuizen
& Bredell (1972); CSIR 23, 82, 83, 92, 93, 221, 242, 300, 613;
PPRI 3633; PREM 43754, 43755, 43756, 43757, 47637
undetermined host: Thom (1930); Raper & Thom (1949)
= varians G. Smith
Zea mays: Van Warmelo (1967) funiculosum Thom
Ananas comosus: Doidge (1950, et al. 1953); PPRI 4307
Arachis hypogaea: Baard (1988); Gilman (1972); Pitt (1979); PPRI 3634;
PREM 48015 digitatum (Pers. ex Fr.) Sacc. aerospora: Pole Evans (1920)
Carica papaya: Doidge (1950, et al. 1953)
Citrus aurantium: Doidge et al. (1953)
citrus fruit: Pole Evans (1911); Roth (1967)
Citrus limonia: Doidge (1950, et al. 1953); CSIR 562, 563; PPRI 37
Citrus nobilis var deliciosa: Doidge (1950 et al
1953) digitatum (Pers. ex Fr.) Sacc. aerospora: Pole Evans (1920)
Carica papaya: Doidge (1950, et al. 1953)
Citrus aurantium: Doidge et al. (1953)
citrus fruit: Pole Evans (1911); Roth (1967) yp
pp
;
Eucalyptus maculata: Eicker (1973) yp
Malus sylvestris: Combrink et al. (1985) Citrus limonia: Doidge (1950, et al. 1953); CSIR 562, 563; PPRI 3740 Citrus limonia: Doidge (1950, et al. 1953); CSIR 562, 563; PPRI 3740
Citrus nobilis var. deliciosa: Doidge (1950, et al. 1953) g
(
,
);
,
;
Citrus nobilis var. deliciosa: Doidge (1950, et al. 1953) Phaseolus spp.: MRC 281
soil: Allsopp et al. (1987); Doidge (1950); Eicker (1969, 1973) Martin
(1960); Papendorf (1976); CSIR 141, 362, 365, 367, 368, 369;
MCP 189, 336; PPRI 3504; UCT g
(
,
Citrus paradisi: PPRI 3319; PREM 48908 p
Citrus sinensis: Doidge (1950, et al. digitatum var. califomicum (see P. digitatum) divaricatum Thom (Scopulariopsis, Raper & Thom 1949)
sugar: Van der Bijl (1920) glabrum (Wehmer) Westling
dung: PPRI 4308
Medicago sativa: PREM 44535, 44550
Melianthus comosus: PPRI 3807
soil: Allsopp et al. (1987)
wine bottle cork: PPRI 3637; PREM 48406
= aurantiobrunneum Dierckx
soil: Cohen (1950)
= flavidorsum Biourge
soil: Cohen (1950)
= frequentans Westling
Allium cepa: PREM 44767
Arachis hypogaea: Gilman (1972)
cereal and legume products: Scott (1965)
nuts and dried fruit: Wehner & Rabie (1970)
soil: Papendorf (1976); MCP 122, 185, 190
Sorghum caffrorum: CSIR 546
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); Van
Warmelo (1967); PREM 44300
l di li (
E
t
) diversum Raper & Fennell
Eucalyptus cloeziana: PPRI 3731; PREM 49865
Medicago sativa: PREM 44517 duclauxii Delacr. aerospora: Roth (1968)
Asparagus officinalis: PPRI 4083
grass roots: PPRI 3B0; PREM 47754
mine timber: Doidge (1950); Pitt (1979); Raper & Thom (1949); IMI
200 309
molasses meal: Roth (1968)
natural gum: Roth (1968)
soil: PPRI 3983, 4305; PREM 48938
dupontii (see T. thermophilus)
echinulatum Raper & Thom ex Fassatiova
granadilla juice: PPRI 3585
elongatum (see P. expansum)
erubescens (see E. terrenum)
expansum Link
aerospora: Pole Evans (1920)
Arachis hypogaea: Pitt (1979); MRC 199; PREM 48381
cereal and legume products: Scott (1965)
granadilla juice: PPRI 3584; PREM 49415
Malus sylvestris: Combrink et al. (1980); Doidge (1950, et al. 1953);
PPRI 4215
molasses meal: Roth (1968)
natural gum: Roth (1968)
pome fruit: Matthee (1968)
Psidium guajava: PREM 48383
Strelitzia reginae: PPRI 4278
soil: CSIR 398, 410; PPRI 4279
Vigna subterranea: MRC 174
Vitis vinifera: Doidge (1950, et al. 1953); Le Roux et al. (1973); MRC
101
Zea mays: Van der Westhuizen & Bredell (1972); CSIR 15, 71, 226, 326,
404,
443, 483, 527, 659, 717; MRC 177; PREM 47512
undetermined host: Holtzhausen & Knox-Davies (1974)
= elongatum Dierckx
Vitis vinifera: Doidge (1950, et al. 1953)
fellutanum Biourge
face cream: PPRI 4306
Protea spp.: PPRI 3980
soil: MCP 390, 391
Zea mays: Pitt (1979); CBS 268.65; IMI 162 083, 162 114; CSIR 284
= charlesii G. Smith
cereal and legume products: Scott (1965)
soil: Papendorf (1976); MCP 48, 117
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); CSIR
284, 389, 401, 476 erubescens (see E. terrenum) Venvoerd (1929) Citrus limonia: Doidge (1950, et al. 1953) Citrus maxima: Doidge (1950, et al. 1953) Citrus nobilis var. deliciosa: Doidge (1950); PPRI 3723; PREM 48607 islandieum Sopp cereal and legume products: Scott (1965) g
p
contaminant: PPRI 3124, 3714; PREM 47753, 49869 Sorghum caffrorum: Rabie & Liibben (1984) Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1 Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972)
d
i
d h
R
& Th
(1949) Th
(1930) CBS 176 6 y
(
);
(
)
ndetermined host: Raper & Thom (1949); Thom (1930); CBS 176.6 janczewskii Zaleski = soppii Zaleski
Eucalyptus maculata: Eicker (1973)
soil: Eicker (1969, 1970, 1973): PREM 44281
undetermined host: CSIR 1398 yp
(
)
soil: Eicker (1969, 1970, 1973): PREM 44281 undetermined host: CSIR 1398 minioluteum Dierckx
Dianthus caryophyllus: PPRI 3982
Hordeum vulgare: MRC 1756
paper: PPRI 3659; PREM 49874
soil: PREM 48586. 48587
Zea mays McLean & Berjak (1987); PPRI 3984. 4020: PREM 47533,
47538, 47539, 47544 . 47618 janthinellum Biourge
Arachis hypogaea PREM 48262
brattice cloth: Doidge (1950)
cereal and legume products: Scott (1965)
Medicago spp. Lamprecht (1988); PREM 48319 PPRI 4309; PREM 48606 mushroom casing: Smit (1984) Prunus persica: Doidge (1950) Prunus salicina: Doidge (1950) = pedemontanum Mosca & Fontana janczewskii Zaleski
Barleria obtusa: PREM 49890
contaminant: PREM 47702
Encephalartos laevifolius: PPRI 3179
Medicago spp.: Lamprecht (1988); PREM 48320
Pinus elliottii: PREM 48907
soil: Allsopp et al. (1987); Eicker (1969); PPRI 3586
undetermined host: CBS 384.67
= nigricans Bain,
cereal and legume products: Scott (1965)
Medicago saliva: PREM 44523
soil: Martin (1960); CSIR 325
Sorghum caffrvrum: MRC 1552
Zea mays Van der Westhuizen & Bredell (1972); Van Warmelo (1967)
janthinellum Biourge
Arachis hypogaea PREM 48262
brattice cloth: Doidge (1950)
cereal and legume products: Scott (1965)
Medicago spp
Lamprecht (1988); PREM 48319 italicum Wehmer Citrus sinensis: Doidge et al. (1953); Doidge & Van der Plank (1936);
Venvoerd (1929) hirayamae (see E. euglaucum) = corymbiferum Westling Omithogalum spp.: Wager (1972); IMI 068 414 cereal and legume products: Scott (1965) inusitatum (see E. inusitatum) flavidorsum (see P. glabrum) javanicum)
jensenii Zaleski
Allium cepa: PREM 44761
mushroom casing : Smit (1984)
soil: Eicker (1969, 1970); PREM 44256
Zea mays: Van der Westhuizen & Bredell (1972), PREM 43740, 43753
= intricatum Thom
soil: Cohen (1950)
flannel: Doidge (1950)
johannioli (see P. aurantiogriseum)
kapuscinskii (see P. canescens)
krugeri Ramirez
soil: Ramirez (1990)
lanosocoeruleum (see P. aurantiogriseum)
lanosum (see P. puberulum)
lapidosum (see E. lapidosum)
lilacinum Thom (Paecilomyces lilacinus, Pitt 1979)
soil: Martin (1960); Papendorf (1976)
swine meal: Van Warmelo (1967)
Zea mays: Van der Westhuizen & Bredell (1972)
lividum Westling
debris: PPRI 3707; PREM 49886
soil: PPRI 4043
luteum (see T. luteus)
luteoviride Biourge (indeterminate, Pitt 1979)
aerospora: Doidge (1950); Thom (1930)
martensii (see P. aurantiogriseum)
megasporum Orput & Fennell
Encephalartos laevifolius: PREM 49069
melinii Thom
debris: PREM 47699
Encephalartos laevifolius: PPRI 3178; PREM 49070
mouse nest material: PPRI 4223
mushroom casing: Smit (1984)
soil: Allsopp et al. (1987); Pitt (1979); PPRI 4042; PREM 47699
= at rove ne turn G. Smith
Arachis hypogaea: CBS 240.65
Zea mays: Van der Westhuizen & Bredell (1972); CSIR 323, 324
meridianum (See E. meridianumi
miczvnskii Zaleski
debris: PPRI 3710; PREM 49882
soil: Allsopp et al. (1987); PPRI 4040
Zea mays: MRC 426
undetermined host: Pitt (1979)
= pedemontanum Mosca & Fontana
soil: Papendorf (1976); MCP 127
Zea mays: PREM 44301
= soppii Zaleski
Eucalyptus maculata: Eicker (1973)
soil: Eicker (1969, 1970, 1973): PREM 44281
undetermined host: CSIR 1398
minioluteum Dierckx
Dianthus caryophyllus: PPRI 3982
Hordeum vulgare: MRC 1756
paper: PPRI 3659; PREM 49874
soil: PREM 48586. 48587
Zea mays McLean & Berjak (1987); PPRI 3984. 4020: PREM 47533,
47538, 47539, 47544 . 47618
montanense Christensen & Bakus
soil: PPRI 4041
multicolor (see P. sclerotiorum i
nigncans (see P. janczewskii) javanicum (see E. javanicum var. javanicum) flavidorsum (see P. glabrum) flavidorsum (see P. glabrum) 87 Bothalia 22,1 (1992) = roseocitreum Biourge
aerospora: Doidge (1950); Thom (1930)
herquei Bain & Sartory
cereal and legume products: Scott (1965)
debris: PPRI 3904
soil: Eicker (1975); CSIR 359, 360, 361, 363; PPRI 4218; PREM 48559
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); Van
Warmelo (1967); CSIR 364, 402, 474, 538, 731
= coralligerum Nicot & Pionnat
soil: CSIR 1072
hirayamae (see E. euglaucum)
hirsutum Dierckx
Allium sativum: PPRI 3792; PREM 47862
Asparagus officinalis: PPRI 4219
Omithogalum spp.: Pitt (1979); Schutte (1990); CBS 502.75; PPRI
3795
Gladiolus spp.: PPRI 3598, 3600, 3601, 3602; PREM 49414
= corymbiferum Westling
Omithogalum spp.: Wager (1972); IMI 068 414
humuli Van Beyma
soil: Eicker (1969, 1973)
Eucalyptus maculata: Eicker (1973)
implicatum Biourge
Allium cepa: PREM 44779
Arachis hypogaea: Van Warmelo (1967)
cereal and legume products: Scott (1965)
Zea mays: Van der Westhuizen & Bredell (1972); CSIR 139, 355, 506
inflatum Stolk & Malla
soil: PPRI 3206; PREM 49071
intricatum (see P. jensenii)
inusitatum (see E. inusitatum)
islandieum Sopp
Arachis hypogaea: Gilman (1972)
cereal and legume products: Scott (1965)
contaminant: PPRI 3124, 3714; PREM 47753, 49869
Sorghum caffrorum: Rabie & Liibben (1984)
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972)
undetermined host: Raper & Thom (1949); Thom (1930); CBS 176.68
italicum Wehmer
aerospora: Pole Evans (1920)
Citrus sinensis: Doidge et al. (1953); Doidge & Van der Plank (1936);
Venvoerd (1929)
Citrus limonia: Doidge (1950, et al. 1953)
Citrus maxima: Doidge (1950, et al. 1953)
Citrus nobilis var. deliciosa: Doidge (1950); PPRI 3723; PREM 48607
Citrus sinensis: Doidge (1950); Kxiek & Wehner (1981); IMI 78 681;
PPRI 4309; PREM 48606
fodder: PREM 48386, 48389
mushroom casing: Smit (1984)
Prunus persica: Doidge (1950)
Prunus salicina: Doidge (1950)
janczewskii Zaleski
Barleria obtusa: PREM 49890
contaminant: PREM 47702
Encephalartos laevifolius: PPRI 3179
Medicago spp.: Lamprecht (1988); PREM 48320
Pinus elliottii: PREM 48907
soil: Allsopp et al. (1987); Eicker (1969); PPRI 3586
undetermined host: CBS 384.67
= nigricans Bain,
cereal and legume products: Scott (1965)
Medicago saliva: PREM 44523
soil: Martin (1960); CSIR 325
Sorghum caffrvrum: MRC 1552
Zea mays Van der Westhuizen & Bredell (1972); Van Warmelo (1967)
janthinellum Biourge
Arachis hypogaea PREM 48262
brattice cloth: Doidge (1950)
cereal and legume products: Scott (1965)
Medicago spp. Lamprecht (1988); PREM 48319
y
j
(1972); PREM 47545
javanicum (see E. javanicum var. roquefortii Thom q
cheese: Davel & Neethling (1930); Doidge (1950); Luck et al. (1978);
CSIR 390, 392, 423, 447, 450, 455, 493, 497, 498, 499, 502, 503. 507, 509, 510, 512; PREM 49041, 49050; PPRI 3167, 3190, 3889;
UCT puberulum Bain. Allium cepa: PREM 44765
Arachis hypogaea: Pitt (1979); MRC 335
Encephalartos laevifolius: PPRI 3205
soil: PPRI 3204
Zea mays: Van der Westhuizen & Bredell (1972)
= commune Thom
aerospora: Roth (1968)
Cenchrus ciliaris: Bezuidenhout (1977)
flannel: PREM 33289
molasses meal. Roth (1968)
Zea mays: Van der Westhuizen & Bredell (1972) Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967)
casei St
b Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967)
= casei Staub Zea mays: Van der Westhuizen & Bredell (1972); Van Warmelo (1967)
i St
b = casei Staub soil: Eicker (1969. 1970, 1973); PREM 44280 = rubrum Stoll Arachis hypogaea: CSIR 13 raistrickii (see P. raciborskii) restrietum Gilman & Abbott
Acacia karroo: Pitt (1979)
Helianthus annuus: PREM 47856
soil: Allsopp et al. (1987); Papendorf (1976); MCP 23
= striatisporum Stolk
Acacia karroo: Stolk (1969); IMI 151 749
soil: Stolk (1969); Papendorf (1976); MCP 116, 213 = purpurogenum var. rubisclerotium Thom Acacia karroo: Stolk (1969); IMI 151 749 soil: Stolk (1969); Papendorf (1976); MC janthinellum Biourge multicolor (see P. sclerotiorum i nigncans (see P. janczewskii) Bothalia 22,1 (1992) 88 notatum (see P. chrysogenum)
novae-zeelandiae Van Beyma
Protea spp.: PPRI 3978
soil: Allsopp et al. (1987); PPRI 4222
ochrochloron Biourge
soil: Eicker (1969)
ochrosalmoneum (see E. ochrosalmoneum)
olivinoviride (see P. viridicatum)
olsonii Bain. & Sartory
debris: PPRI 4038
Eucalyptus maculata: Eicker (1973)
Gloxinia spp. PPRI 3706
mushroom casing: Smit (1984)
soil: Eicker (1969, 1970, 1973)
Tribulus terrestris: PPRI 3308; PREM 49207
Zea mays: PREM 47861, 47863 paraherquei (see P. simplicissimum) paraherquei (see P. simplicissimum) purpurogenum var. rubisclerotium (see P. pinophilum) paxilli Bain. Encephalartos laevifolius: PPRI 3183, 3184
mouse nest material: PPRI 4220 pusillum (see E. einnamopurpureum) putterillii Thom (Geosmithia putterillii, Pitt 1979)
aerospora: Doidge (1950); Thom (1930) pedemontanum (see P. miczynskii) raciborskii Zaleski raciborskii Zaleski
aerospora: PPRI 3712; PREM 49885
Arachis hypogaea: PPRI 3664
soil: Stolk & Samson (1983); PPRI 4217
Watsonia marginata: PPRI 3722
= raistrickii G. Smith
Arachis hypogaea: Pitt (1979); MRC 197
cereal and legume products: Scott (1965)
mushroom casing: Smit (1984)
soil: Allsopp et al. (1987); CSIR 388
Sorghum caffrorum: CSIR 526, 528, 529, 545
Zea mays: McLean & Berjak (1987); Van der Westhuizen & Bredell
(1972); CSIR 4; PREM 47636 piceum Raper & Fennell
cereal and legume products: Scott (1965)
debris: PPRI 4019; PREM 49864
soil: CSIR 345 palitans (see P. viridicatum) g
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); PREM
43747 g
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); PREM
43747 pulvillorum (see P. simplicissimum) purpurescens (Sopp) Biourge
Fingerhuthia africana: De Villiers (1989); PREM 49278
mushroom casing: Smit (1984)
Protea spp.: PPRI 4284
stored foods: IMI 141 658
Vitis vinifera: PPRI 3574 purpurescens (Sopp) Biourge
Fingerhuthia africana: De Villiers (1989); PREM 49278
mushroom casing: Smit (1984)
Protea spp.: PPRI 4284
stored foods: IMI 141 658
Vitis vinifera: PPRI 3574 purpurescens (Sopp) Biourge
Fingerhuthia africana: De Villiers (1989); PREM 49278
mushroom casing: Smit (1984)
Protea spp.: PPRI 4284
stored foods: IMI 141 658
Vitis vinifera: PPRI 3574 ochrosalmoneum (see E. ochrosalmoneum) olivinoviride (see P. viridicatum) olsonii Bain. & Sartory
debris: PPRI 4038
Eucalyptus maculata: Eicker (1973)
Gloxinia spp. PPRI 3706
mushroom casing: Smit (1984)
soil: Eicker (1969, 1970, 1973)
Tribulus terrestris: PPRI 3308; PREM 49207
Zea mays: PREM 47861, 47863 purpurogenum Stoll Arachis hypogaea: Gilman (1972); CSIR 13 Manihot esculenta: Pitt (1979); MRC 181 oxalicum Currie & Thom
Aloe asperifolia: MCP 351
Arachis hypogaea: PREM 48260, 48567
cereal and legume products: Scott (1965)
debris: PPRI 4039
dried fish: MRC 322
face cream: PPRI 3272
fodder: PREM 48584, 48585
soil: CSIR 331, 332, 333, 335, 338
Sorghum caffrorum: CSIR 296, 522, 523
Zea mays: Doidge (1950); McLean & Berjak (1987); Nagel et al. (1976);
Steyn (1970); Van der Westhuizen & Bredell (1972); CSIR 210,
293, 368, 504, 555, 589, 615, 620, 643, 650, 676; PREM 47542 Vitis spp.: Le Roux et al. (1973) pp
(
)
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972); MRC y
(
);
315; PPRI 3120. 3783; PREM 49018 pedemontanum (see P. miczynskii) petchii Sartory & Bain, (indeterminate, Pitt 1979)
Ananas comosus: Doidge (1950) sclerotiorum Van Beyma variabile Sopp
Allium cepa: PREM 44757, 44764
Arachis hypogaea: Gilman (1972)
cereal and legume products: Scott (1965)
coconut matting: Raper & Thom (1949); IMI 040 040
Hordeum \ulgare: MRC 1755
leaves: MRC 319
Medicago saliva: PREM 44547, 44548
paper: PPRI 3657; PREM 49876
soil: CSIR 206, 353, 356, 467
Vitis spp.: Le Roux el al. (1973)
Zea mays: Gilman (1972); McLean & Berjak (1987): Van der Westhuizen
& Bredell (1972); Van Warmelo (1967); CSIR 70, 73, 232 , 269,
2%, 395, 464. 472, 548; PREM 43743, 43744 . 43745, 43746,
47540
47541
47543 variabile Sopp
Allium cepa: PREM 44757, 44764
Arachis hypogaea: Gilman (1972)
cereal and legume products: Scott (1965)
coconut matting: Raper & Thom (1949); IMI 040 040
Hordeum \ulgare: MRC 1755
leaves: MRC 319
Medicago saliva: PREM 44547, 44548
paper: PPRI 3657; PREM 49876
soil: CSIR 206, 353, 356, 467
Vitis spp.: Le Roux el al. (1973)
Zea mays: Gilman (1972); McLean & Berjak (1987): Van der Westhuizen
& Bredell (1972); Van Warmelo (1967); CSIR 70, 73, 232 , 269,
2%, 395, 464. 472, 548; PREM 43743, 43744 . 43745, 43746, soil: Eicker (1969, 1973, 1975); Papendorf (1976) Zea mays: Van der Westhuizen & Bredell (1972); CSIR 208, 397; MCP. PREM 43748 Zea mays: Gilman (1972); McLean & Berjak (1987): Van der Westhuizen
& Bredell (1972); Van Warmelo (1967); CSIR 70, 73, 232 , 269,
2%, 395, 464. 472, 548; PREM 43743, 43744 . 43745, 43746,
47540, 47541, 47543 varians (see P. funiculosum) velutinum Van Beyma
Eucalyptus maculata: Eicker (1973)
Medicago saliva: PREM 44522, 44549
soil: Eicker (1969. 1970. 1973); PREM 44260
Zea mays: Van der Westhuizen & Bredell (1972) PREM 44306. 47514 4067; PREM 48902, 48903, 48904 Sorghum caffrorum: MRC 2206 ventilation tubing: Doidge (1950) verrucosum Dierckx
cheddar cheese: Pitt (1979)
Citrus sinensis: Doidge (1950, et al. 1953); Doidge & Van der Plank
(1936)
debris: PPRI 3121
Phaseolus spp: MRC 220
soil: PPRI 3575 Zea mays: Van der Westhuizen & Bredell (1972); CSIR 77 soil: Papendorf (1976); MCP 39, 105, 188 = piscarium Westling soil: Papendorf (1976); MCP 187 verruculosum Peyronel
Casuarina spp.: PREM 47707
Eucalyptus maculata: Eicker (1973)
Orvza saliva: MRC 171
soil: Allsopp et al. (1987); Eicker (1969. 1970. 1973); CSIR 347; PPRI
3501; PREM 44265. 48017; UCT
Zea mays: PPRI 3837 Zea mays: Nagel & Steyn (1972); CSIR 1405. 1406 terrenum (see E. terrenum) terrenum (see E. terrenum) terrestre Raper & Thom (application uncertain. Pitt 1979)
Zea mays: Van der Westhuizen & Bredell (1972) thomii Maire
aerospora: Roth (1968)
cereal and legume products: Scott (1965)
Cussonia paniculata : PPRI 3784
molasses meal: Roth (1968)
soil: Eicker (1975); Papendorf (1976); CSIR 752; MCP 38; PPRI 3237,
4044; UCT aerospora: Doidge (1950); Thom (1930) Arachis hypogaea: Gilman (1972) Zea mays: Van der Westhuizen & Bredell (1972) Zea mays: Van der Westhuizen & Bredell (1972) soil: CSIR 344; MCP 372 trzebinskii (see P. spinulosum) timber: Doidge (1950) Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972) sclerotiorum Van Beyma
fodder: PREM 48876
Kniphofia spp.: PREM 48877
soil: Pitt (1979); Raper & Thom (1949); PREM 48571; PPRI 3901. 4069. 4139
Zea mays: Stolk & Samson (1983); MRC 425
= multicolor Grigorieva-Manoilova & Poradielova (application un
certain, Pitt 1979)
cereal and legume products: Scott (1965)
Eucalyptus maculata: Eicker (1973)
soil: Eicker (1969, 1973, 1975); Papendorf (1976)
Zea mays: Van der Westhuizen & Bredell (1972); CSIR 208, 397; MCP
PREM 43748 roseocitreum (see P. griseoroseum) roseopurpureum Dierckx
soil: Papendorf (1976) 89 Bothalia 22,1 (1992)
Zea mays: CSIR 400
rubrum (see P. purpurogenum)
rugulosum Thom
aerospora: Roth (1968)
Allium cepa: PREM 44775
Arachis hypogaea: PREM 48388
coconut matting: Doidge (1950)
Gladiolus spp.: PPRI 3596; PREM 49413
natural gum: Roth (1968)
Zea mays: Van der Westhuizen & Bredell (1972); PREM 43739
= tardum Thom
aerospora: Doidge (1950); Thom (1930)
Arachis hypogaea: Gilman (1972)
soil: CSIR 344; MCP 372
timber: Doidge (1950)
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972) Bothalia 22,1 (1992)
Zea mays: CSIR 400
rubrum (see P. purpurogenum)
rugulosum Thom
aerospora: Roth (1968)
Allium cepa: PREM 44775
Arachis hypogaea: PREM 48388
coconut matting: Doidge (1950)
Gladiolus spp.: PPRI 3596; PREM 49413
natural gum: Roth (1968)
Zea mays: Van der Westhuizen & Bredell (1972); PREM 43739
= tardum Thom
aerospora: Doidge (1950); Thom (1930)
Arachis hypogaea: Gilman (1972)
soil: CSIR 344; MCP 372
timber: Doidge (1950)
Zea mays: Gilman (1972); Van der Westhuizen & Bredell (1972) Bothalia 22,1 (1992) terlikowskii (see P. spinulosum) Papendorf (1976); CSIR 312 Papendorf (1976); CSIR 312
Sorghum caffrorum: Rabie & Liibben (1984); CSIR 316, 521, 533 p
(
);
Sorghum caffrorum: Rabie & Liibben (1984); CSIR 316, 521, 533 p
(
);
Sorghum caffrorum: Rabie & Liibben (1984); CSIR 316, 521, 533 Sorghum caffrorum: Rabie & Liibben (1984); CSIR 3 g
ff
Tulipa spp.: Doidge et al. (1953) Tulipa spp.: Doidge et al. (1953) Vitis spp.: Le Roux et al. (1973); Verwoerd (1929) Vitis spp.: Le Roux et al. (1973); Verwoerd (1929) Zea mays: Gilman (1972); Marasas et al. (1981); Marasas & Van
Rensburg (1986); McLean & Berjak (1987); Vkn Warmelo (1967);
Wittaker et al. (1989); CSIR 218, 264, 414, 415 Zea mays: Van der Westhuizen & Bredell (1972) lapidosum Scott & Stolk
soil: Scott (1968b); CBS 318.66, CSIR 1035; PREM 48880
Zea mays: CSIR 1093
unrecorded host: Stolk & Samson (1983) smoked shrimps: Gilman (1972) soil: Allsopp et al. (1987); Cohen (1950); Eicker (1975, et al. 1982); soil: Allsopp et al. (1987); Cohen (1950); Eicker (1975, et al. 1982); waksmanii Zaleski yp
(
)
soil: Eicker (1969, 1970, 1973); PREM 44264 (
,
,
);
* P. gladioli McCulloch & Thom g
(
)
soil: Eicker (1975); Papendorf (1976); MCP 40 g
Gladiolus spp.: Doidge (1950, et al. 1953); PREM 30706 (
);
p
(
);
Zea mays: Van der Westhuizen & Bredell (1972); MRC 203 GENUS EUPENICILLIUM * P. lapidosum Raper & Fennell
soil: IMI 113 748; PREM 48880; UCT * P. lapidosum Raper & Fennell
soil: IMI 113 748; PREM 48880; UCT alucateum (see E. terrenum) alucateum (see E. terrenum) molasses meal: Roth (1968)
soil: CSIR 1088, 1089 Zea mays: CSIR 606
crustaceum Ludwig
soil: Scott (1968b), CBS 214.71, 215.71, 216,71; CSIR 1026, 1027, 1057,
1102, 1105, 1124; PREM 48551
P. asperum (Shear) Raper & Thom
Eucalyptus maculata: Eicker (1973)
soil: Eicker (1969, 1970, 1973); PREM 44264
* P. gladioli McCulloch & Thom
Gladiolus spp.: Doidge (1950, et al. 1953); PREM 30706 molasses meal: Roth (1968)
soil: CSIR 1088, 1089 Zea mays: CSIR 606
crustaceum Ludwig
soil: Scott (1968b), CBS 214.71, 215.71, 216,71; CSIR 1026, 1027, 1057,
1102, 1105, 1124; PREM 48551
P. asperum (Shear) Raper & Thom
Eucalyptus maculata: Eicker (1973)
soil: Eicker (1969, 1970, 1973); PREM 44264
* P. gladioli McCulloch & Thom
Gladiolus spp.: Doidge (1950, et al. 1953); PREM 30706
ehrlichii (see E. javanicum var. javanicum)
erubescens (see E. terrenum)
euglaucum (Van Beyma) Stolk & Samson
soil: Stolk & Samson (1983); CBS 467.67
Zea mays: Stolk & Samson (1983); CBS 238.65
= anatolicum Stolk
soil: Scott (1968b); Stolk & Samson (1983) CSIR 1095, 1113
= hirayamae Scott & Stolk
soil: Allsopp etal. (1987); Scott (1968b); CSIR 1112; PPRI 3264; PREM
49212
Zea mays: CBS 238.65; CSIR 445
* P. hiravamae Scott & Stolk
Zea mays: CSIR 487, 554; IMI 136 205
hirayamae (see E. euglaucum)
inusitatum Scott
soil: Scott (1968a); Stolk & Samson (1983); CBS 351.67; CSIR 1096;
PREM 48570
^ P. inusitatum Scott
soil: IMI 136 214
javanicum (Van Beyma) Stolk & Scott var. javanicum
apple juice: Stolk & Samson (1983)
soil: Stolk & Samson (1983); CBS 211.71
undetermined host: Stolk & Samson (1983)
= brefeldianum (B. Dodge) Stolk & Scott
apple juice: CBS 291.62
soil: Scott (1968b); Stolk & Samson (1984), CBS, CSIR 1002, 1010,
1011, 1012, 1013; 1028, 1029, 1030, 1068, 1069, 1108, 1109; PPRI
3260; PREM 48555
undetermined host: Stolk & Samson (1983)
^ P. brefeldianum B. Dodge
apple juice: Van der Spuy et al. (1975)
= ehrlichii (Klebahn) Stolk & Scott
soil: Scott (1968b), CSIR 1025, 1026, 1027; MCP, ; PPRI 3262, 3695;
PREM 49195, 49362
= javanicum (Van Beyma) Stolk & Scott
Arachis hypogaea: CSIR 416, 417, 419, 420, 421, 424; PREM 48259
soil: Scott (1968b), CSIR 1004, 1005, 1006, 1007, 1008, 1009, 1015, 1018,
1019, 1025, 1026, 1027, 1110; 48382, 48550;
* P. brefeldianum (see E. javanicum var. javanicum) cinnamopurpureum Scott & Stolk
Pinus spp.: CBS 492.66; CSIR 946
soil: Scott (1968b); Stolk & Samson (1983); CBS 490.66, 491.66; CSIR
942, 943, 945, 946, 1126; PREM 48558
Zea mays: Stolk & Samson (1983)
undetermined host: Stolk & Samson (1983)
* P. pusillum G. Smith parvum (Raper & Fennell) Stolk & Scott
soil: Scott (1968b), CSIR 973, 1054, 1058; MCP. PPRI 3263; PREM
48557, 48881. 48887, 49194 meridianum Scott anatolicum (see E. euglaucum) anatolicum (see E. euglaucum) soil: Scott (1968a, b); Stolk & Samson (1983); CBS 314.67, 217.71, 219.71;
CSIR 1052, 1037, 1036, 1103; PREM 48884 baarnense (Van Beyma) Stolk & Scott
Acacia mollesjuna: CBS 339.61
soil: Scott (1968b), CSIR 1059, 1070, 1071, 1090, 1106, 1107, 1130; PPRI
3259
brefeldianum (see E. javanicum var. javanicum)
catenatum Scott
soil: Scott (1968a); Stolk & Samson (1983); CBS 325.67; CSIR 1097;
PREM 48556
cinnamopurpureum Scott & Stolk
Pinus spp.: CBS 492.66; CSIR 946
soil: Scott (1968b); Stolk & Samson (1983); CBS 490.66, 491.66; CSIR
942, 943, 945, 946, 1126; PREM 48558
Zea mays: Stolk & Samson (1983)
undetermined host: Stolk & Samson (1983)
* P. pusillum G. Smith baarnense (Van Beyma) Stolk & Scott
Acacia mollesjuna: CBS 339.61
soil: Scott (1968b), CSIR 1059, 1070, 1071, 1090, 1106, 1107, 1130; PPRI
3259 * P. meridianum Scott soil: IMI 0 6 209 ochrosalmoneum Scott &. Stolk
soil: Scott (1968b), Stolk & Samson (1983); CBS 515.67; CSIR 1094;
PREM 48886
Zea mays: Stolk & Samson (1983); CBS 489.66; CSIR 145
* P. ochrosalmoneum Udagawa
Zea mays: IMI 116 248 hirayamae (see E. euglaucum) Iris spp.: Doidge et al. (1953) ^ P. inusitatum Scott pp
g
(
)
Litchi chinensis: Doidge et al. (1953); Roth (1963) soil: IMI 136 214 g
Lupinus spp.: Van Warmelo (1967) p
Mangifera indica: Wehner et al. (1981) Malus sylvestris: Doidge et al. (1953); Verwoerd (1929) Malus sylvestris: Doidge et al. (1953); Verwoerd (1929) Medicago sativa: Lamprecht (1988); Marasas & Bredell (1973); Van soil: Stolk & Samson (1983); CBS 211.71
undetermined host: Stolk & Samson (1983)
= brefeldianum (B. Dodge) Stolk & Scott
apple juice: CBS 291.62
soil: Scott (1968b); Stolk & Samson (1984), CBS, CSIR 1002, 1010,
1011, 1012, 1013; 1028, 1029, 1030, 1068, 1069, 1108, 1109; PPRI
3260; PREM 48555
undetermined host: Stolk & Samson (1983)
^ P. brefeldianum B. Dodge
apple juice: Van der Spuy et al. (1975)
= ehrlichii (Klebahn) Stolk & Scott
soil: Scott (1968b), CSIR 1025, 1026, 1027; MCP, ; PPRI 3262, 3695;
PREM 49195, 49362
= javanicum (Van Beyma) Stolk & Scott
Arachis hypogaea: CSIR 416, 417, 419, 420, 421, 424; PREM 48259
soil: Scott (1968b), CSIR 1004, 1005, 1006, 1007, 1008, 1009, 1015, 1018,
1019, 1025, 1026, 1027, 1110; 48382, 48550;
* P. javanicum Van Beyma
soil: Eicker (1969, 1970, 1973); Martin (1960); Papendorf (1976); MCP
123 soil: Stolk & Samson (1983); CBS 211.71
undetermined host: Stolk & Samson (1983)
= brefeldianum (B. Dodge) Stolk & Scott
apple juice: CBS 291.62
soil: Scott (1968b); Stolk & Samson (1984), CBS, CSIR 1002, 1010,
1011, 1012, 1013; 1028, 1029, 1030, 1068, 1069, 1108, 1109; PPRI
3260; PREM 48555
undetermined host: Stolk & Samson (1983)
^ P. brefeldianum B. Dodge
apple juice: Van der Spuy et al. (1975)
= ehrlichii (Klebahn) Stolk & Scott
soil: Scott (1968b), CSIR 1025, 1026, 1027; MCP, ; PPRI 3262, 3695;
PREM 49195, 49362
= javanicum (Van Beyma) Stolk & Scott
Arachis hypogaea: CSIR 416, 417, 419, 420, 421, 424; PREM 48259
soil: Scott (1968b), CSIR 1004, 1005, 1006, 1007, 1008, 1009, 1015, 1018,
1019, 1025, 1026, 1027, 1110; 48382, 48550;
* P. javanicum Van Beyma
soil: Eicker (1969, 1970, 1973); Martin (1960); Papendorf (1976); MCP
123 molasses meal: Roth (1968)
soil: CSIR 1088, 1089 javanicum Van Beyma
soil: Eicker (1969, 1970, 1973); Martin (1960); Papendorf (1976); MCP
123
Zea mays: Van der Westhuizen & Bredell (1972)
lapidosum Scott & Stolk
soil: Scott (1968b); CBS 318.66, CSIR 1035; PREM 48880
Zea mays: CSIR 1093
unrecorded host: Stolk & Samson (1983)
* P. lapidosum Raper & Fennell
soil: IMI 113 748; PREM 48880; UCT
meridianum Scott
soil: Scott (1968a, b); Stolk & Samson (1983); CBS 314.67, 217.71, 219.71;
CSIR 1052, 1037, 1036, 1103; PREM 48884
* P. meridianum Scott
soil: IMI 0 6 209
ochrosalmoneum Scott & Stolk waksmanii Zaleski
Barleria obtusa: PPRI 3704; PREM 49884
Encephalartos spp.: PPRI 4283
Medicago sativa: PREM 44474
mushroom casing: Smit (1984)
soil: Eicker (1975); Papendorf (1976); MCP 40
Zea mays: Van der Westhuizen & Bredell (1972); MRC 203 waksmanii Zaleski
Barleria obtusa: PPRI 3704; PREM 49884
Encephalartos spp.: PPRI 4283
Medicago sativa: PREM 44474
mushroom casing: Smit (1984)
soil: Eicker (1975); Papendorf (1976); MCP 40
Zea mays: Van der Westhuizen & Bredell (1972); MRC 203 Warmelo (1967); PREM 44530. 4 Musa spp.: Roth & Loest (1965) mushroom casing: Smit (1984) Narcissus spp.: Doidge et al. (1953) nuts and dried fruit: Wehner & Rabie (1970) nuts and dried fruit: Wehner & Rabie (1970) Panicum coloratum: Eicker (1976) Pinus spp.: Lundquist (1987) Prunus persica: Doidge et al. (1953) Prunus salicina: Doidge et al. (1953) g
(
)
recalcitrant seed: Berjak et al. (1989); Mycock & Berjak (1990) recalcitrant seed: Berjak et al. (1989); Mycock & Berjak (199 Raphanus sativus var. longipinnatus: Holtzhausen (1978) Raphanus sativus var. longipinnatus: Holtzhausen (1978) Saccharum officinarum: Doidge (1950) solitum (see P. aurantiogriseum) soppii (see P. miczynskii) spiculisporum (see T. trachyspermus) viridicatum Westling
aerospora. Thom (1930); Doidge (1950)
Arachis hypogaea: MRC 292
birdseed: PREM 4221
cereal and legume products: Scott (1965)
cheese: MRC 1132
Hordeum wlgare: MRC 1761, 2669, 2830
material: Doidge (1950)
natural gum: Roth (1968)
soil: CSIR 15. 405. 407; PREM 48906
Zea mays Hutchison et al. (1973); Pitt (1979); Van der Westhuizen &
Bredell (1972); CSIR 255. 349. 354. 396. 413. 425. 430. 460. 570. 663. 724; MRC 422
= oli\ino\iride Biourge
Allium cepa: PREM 44769
= palitans Westling
Allium cepa PREM 44758
flannel: Doidge (1950)
Zea mays Van der Westhuizen &. Bredell (1972)
vulpinum (Cooke & Massee) Siefert & Samson
dung: PPRI 3727; PREM 49880
= cla\iforme Bain spiculisporum (see T. trachyspermus) viridicatum Westling
aerospora. Thom (1930); Doidge (1950)
Arachis hypogaea: MRC 292
birdseed: PREM 4221
cereal and legume products: Scott (1965)
cheese: MRC 1132
Hordeum wlgare: MRC 1761, 2669, 2830
material: Doidge (1950)
natural gum: Roth (1968)
soil: CSIR 15. 405. 407; PREM 48906
Zea mays Hutchison et al. (1973); Pitt (1979); Van der Westhuizen &
Bredell (1972); CSIR 255. 349. 354. 396. 413. 425. 430. 460. 570. 663. 724; MRC 422
= oli\ino\iride Biourge
Allium cepa: PREM 44769
= palitans Westling
Allium cepa PREM 44758
flannel: Doidge (1950)
Zea mays Van der Westhuizen &. Bredell (1972)
vulpinum (Cooke & Massee) Siefert & Samson
dung: PPRI 3727; PREM 49880
= cla\iforme Bain spinulosum Thom spinulosum Thom
Allium cepa Naude & Jooste (1989); PREM 48012. 48561. 48871. 48872,
48873 pp
soil: Cohen (1950); Papendorf (1976); MCP 165; UCT undetermined host: Thom (1930) soil: CSIR 15. 405. 407; PREM 48906 stolkiae (see E. stolkiae) stoloniferum (see P. hrevicompactum) vulpinum (Cooke & Massee) Siefert & Samson
dung: PPRI 3727; PREM 49880
= cla\iforme Bain 90 Bothalia 22,1 (1992) wortmannii (see T. wortmannii) Penicillium species undetermined
aerospora: Ordman (1963, 1970); Ordman & Etter (1956); Radmore
(1986); Van der Merwe et al. (1979)
Arachis hypogaea: Ferreira & Lutchman (1989); Marasas & Van
Rensburg (1986); Van Warmelo (1967)
Cenchrus ciliaris: Bezuidenhout (1977)
cheese: Liick et al.(1976); Liick & Wehner (1979)
Citrus sinensis: Doidge (1950); Doidge & Van der Plank (1936); Roth
(1967); Verwoerd (1929)
Crucifera spp.: Holtzhausen & Knox-Davies (1974)
Cucumis melo: Doidge et al. (1953)
Eucalyptus spp.: Lundquist & Baxter (1985)
fodder: Dutton & Westlake (1985)
foodstuff: Martin & Keen (1978)
Hordeum vulgare: Liibben & Rabie (1989)
indigenous seed: Isaacs & Benic (1990)
Iris spp.: Doidge et al. (1953)
Litchi chinensis: Doidge et al. (1953); Roth (1963)
Lupinus spp.: Van Warmelo (1967)
Mangifera indica: Wehner et al. (1981)
Malus sylvestris: Doidge et al. (1953); Verwoerd (1929)
Medicago sativa: Lamprecht (1988); Marasas & Bredell (1973); Van erubescens (see E. terrenum) Penicillium species undetermined
aerospora: Ordman (1963, 1970); Ordman & Etter (1956); Radmore
(1986); Van der Merwe et al. (1979)
Arachis hypogaea: Ferreira & Lutchman (1989); Marasas & Van
Rensburg (1986); Van Warmelo (1967)
Cenchrus ciliaris: Bezuidenhout (1977)
cheese: Liick et al.(1976); Liick & Wehner (1979)
Citrus sinensis: Doidge (1950); Doidge & Van der Plank (1936); Roth
(1967); Verwoerd (1929)
Crucifera spp.: Holtzhausen & Knox-Davies (1974)
Cucumis melo: Doidge et al. (1953)
Eucalyptus spp.: Lundquist & Baxter (1985)
fodder: Dutton & Westlake (1985)
foodstuff: Martin & Keen (1978)
Hordeum vulgare: Liibben & Rabie (1989)
indigenous seed: Isaacs & Benic (1990)
Iris spp.: Doidge et al. (1953)
Litchi chinensis: Doidge et al. (1953); Roth (1963)
Lupinus spp.: Van Warmelo (1967)
Mangifera indica: Wehner et al. (1981)
Malus sylvestris: Doidge et al. (1953); Verwoerd (1929) Zea mays: CBS 238.65; CSIR 445 f
pp
Cucumis melo: Doidge et al. (1953) * P. hiravamae Scott & Stolk Eucalyptus spp.: Lundquist & Baxter (1985) fodder: Dutton & Westlake (1985) spiculisporus (see T. trachvspermus) thermophilus Stolk
Celtis africana litter: Pitt (1979); Stolk & Samson (1972); CBS
116.72
* P dupontii Griffin & Maubl. apple juice: Van der Spuy et al. (1975)
compost: IMI 197 483
mushroom compost: Eicker (1977) thermophilus Stolk
Celtis africana litter: Pitt (1979); Stolk & Samson (1972); CBS
116.72 trachvspermus (Shear) Stolk & Samson
Manihot esculenta: Pitt (1979); MRC 724
contaminant: PPRI 3885
= spiculisporus (Lehman) C.R. Benjamin
soil: CSIR 955, 956
^ P spiculisporum Lehman
undetermined host: MCP 1125 # P. terrenum Scott soil: IMI 136 208 soil: CSIR 955, 956
^ P spiculisporum Lehman
undetermined host: MCP 1125 pinetorum Stolk soil: Allsopp etal. (1987); Scott (1968b); CBS 328.71; CSIR 1092, 1125;
PPRI 3490; PREM 48883; UCT soil: Allsopp etal. (1987); Scott (1968b); CBS 328.71; CSIR 1092, 1125;
PPRI 3490; PREM 48883; UCT Bothalia 22.1 (1992) 91 Bothalia 22.1 (1992)
^ P. pinetorum Stolk
soil: CSIR 1092
senticosum Scott
soil: Scott (1968a, b); Stolk & Samson (1983); CBS 30.67, 329.71; CSIR
1042, 1104; IMI 216 905; PREM 48882
# P. senticosum Scott
soil: IMI 216 905 flavus (Klocker) Stolk & Samson
apple juice: Pitt (1979)
contaminant: PPRI 37W; PREM 48577
Encephalartos laevifolius: PPRI 320; PREM 49074
wine bottle cork: MCP 27
= flavus var. macrosporus Stolk & Samson
fruit: Stolk & Samson (1972); CBS 317.63; IMI 197 487
soil: Stolk & Samson (1972); CBS 226.72; PPRI 3791
= vermiculatus (Dang.) C.R. Benjamin
soil: CSIR 960, 962 , 963
* P. dangeardii Pitt
apple juice: IMI 197 478
* P. vermiculatum Dang. apple juice: Van der Spuy et al. (1975)
soil: Eicker (1969, 1973)
luteus (Zukal) C.R. Benjamin
^ P. luteum Zukal
aerospora: Roth (1968)
Citrus sinensis: Doidge (1950)
flannel: Doidge (1950); PREM 33288
molasses meal: Roth (1968)
natural gum: Roth (1968)
spiculisporus (see T. trachvspermus)
thermophilus Stolk
Celtis africana litter: Pitt (1979); Stolk & Samson (1972); CBS
116.72
* P dupontii Griffin & Maubl. apple juice: Van der Spuy et al. (1975)
compost: IMI 197 483
mushroom compost: Eicker (1977)
trachvspermus (Shear) Stolk & Samson
Manihot esculenta: Pitt (1979); MRC 724
contaminant: PPRI 3885
= spiculisporus (Lehman) C.R. Benjamin
soil: CSIR 955, 956
^ P spiculisporum Lehman
undetermined host: MCP 1125
vermiculatus (see T. flavus)
wortmannii (Klocker) C.R. Benjamin
Arachis hypogaea: MRC 332
Oryza scuiva: Pitt (1979)
soil: Allsopp et al. (1987); MCP 1134; Stolk & Samson (1972); CBS
293.53; CSIR 954, 957, 964, 965
Whtsoma marginaia: PPRI 3675
* P. wortmannii Klocker = flavus var. macrosporus Stolk & Samson
fruit: Stolk & Samson (1972); CBS 317.63; IMI 197 487
soil: Stolk & Samson (1972); CBS 226.72; PPRI 3791 shearii Stolk & Scott
Medicago spp.: Lamprecht (1988); PPRI 4017; PREM 48322
soil: Scott (1968b); CSIR 1003, 1016, 1017; PREM 48549
Zea mays: CSIR 722 * P. dangeardii Pitt
apple juice: IMI 197 478 Zea mays: CSIR 722
stolkiae Scott
soil: Scott (1968a, b); Stolk & Samson (1983); CBS 315.67, 330.71, 331.71;
CSIR 1003, 1041, 1074; PREM 48552
# P. pinetorum Stolk stolkiae Scott
soil: IMI 136 210
terrenum Scott
soil: Scott (1968a, b), Stolk & Samson (1983); CBS 30.67, 212.71, 20.71,
220.71, 327.71; CSIR 972, 1020, 1021, 1022, 1023, 1024; PPRI
3266
= aluuiceum Scott
soil: Scott (1968a); Stolk & Samson (1983); CBS 317.67; CSIR 1039,
1056, 1091, 1100, 1101; PPRI 3488; PREM 48885
= erubescens Scott
soil: Scott (1968a, b); Stolk & Samson (1983); CBS 318.67, 319.67; CSIR
944, 974, 1040, 1032, 1034, 1038, 1040, 1061; PPRI 3261; PREM
48554, 49199
P. alutaceum Scott
soil: IMI 136 243
# P. erubescens Scott
soil: IMI 136 404
# P. terrenum Scott
soil: IMI 136 208
Eupenicillium species undetermined
mushroom casing: Smit (1984)
soil: CSIR 1127, 1128, 1129; PPRI; UCT
GENUS TALAROMYCES
avellaneus (Thom & 'I\iresson) C.R. Benjamin (anamorph: Merimbla
ingelheimense, Pitt 1979)
soil: CSIR 958, 959
bacillosporus (Swift) C.R Benjamin (anamorph: Geosmithia swiftii Pitt
1979)
soil: CSIR 961 * P. vermiculatum Dang. apple juice: Van der Spuy et al. (1975)
soil: Eicker (1969, 1973) stolkiae Scott soil: Scott (1968a, b); Stolk & Samson (1983); CBS 315.67, 330.71, 331.71;
CSIR 1003, 1041, 1074; PREM 48552
# P
lki
S luteus (Zukal) C.R. Benjamin
^ P. luteum Zukal
aerospora: Roth (1968)
Citrus sinensis: Doidge (1950)
flannel: Doidge (1950); PREM 33288
molasses meal: Roth (1968)
natural gum: Roth (1968) soil: IMI 136 210 GENUS TALAROMYCES wortmannii (Klocker) C.R. Benjamin
Arachis hypogaea: MRC 332
Oryza scuiva: Pitt (1979)
soil: Allsopp et al. (1987); MCP 1134; Stolk & Samson (1972); CBS
293.53; CSIR 954, 957, 964, 965
Whtsoma marginaia: PPRI 3675
* P. wortmannii Klocker
Oryza sativa: MRC 243 avellaneus (Thom & 'I\iresson) C.R. Benjamin (anamorph: Merimbla
ingelheimense, Pitt 1979)
soil: CSIR 958, 959 avellaneus (Thom & 'I\iresson) C.R. Benjamin (anamorph: Merimbla
ingelheimense, Pitt 1979)
soil: CSIR 958, 959 bacillosporus (Swift) C.R Benjamin (anamorph: Geosmithia swiftii Pitt
1979)
soil: CSIR 961 bacillosporus (Swift) C.R Benjamin (anamorph: Geosmithia swiftii Pitt
1979)
soil: CSIR 961 bacillosporus (Swift) C.R Benjamin (anamorph: Geosmithia swiftii Pitt
1979)
soil: CSIR 961
|
https://openalex.org/W2800704546
|
https://discovery.dundee.ac.uk/ws/files/30131874/Final_Published_Version.pdf
|
English
| null |
Cross-ancestry genome-wide association analysis of corneal thickness strengthens link between complex and Mendelian eye diseases
|
Nature communications
| 2,018
|
cc-by
| 3,243
|
Citation for published version (APA):
Blue Mountains Eye Study—GWAS group, NEIGHBORHOOD Consortium, Wellcome Trust Case Control
Consortium 2, & Souzeau, E. (2018). Cross-ancestry genome-wide association analysis of corneal thickness
strengthens link between complex and Mendelian eye diseases. Nature Communications, 9(1), 1864. Article
1864. https://doi.org/10.1038/s41467-018-03646-6 University of Dundee Document Version
Publisher's PDF, also known as Version of record Citation for published version (APA):
Blue Mountains Eye Study—GWAS group, NEIGHBORHOOD Consortium, Wellcome Trust Case Control
Consortium 2, & Souzeau, E. (2018). Cross-ancestry genome-wide association analysis of corneal thickness
strengthens link between complex and Mendelian eye diseases. Nature Communications, 9(1), 1864. Article
1864. https://doi.org/10.1038/s41467-018-03646-6 Citation for published version (APA):
Blue Mountains Eye Study—GWAS group, NEIGHBORHOOD Consortium, Wellcome Trust Case Control
Consortium 2, & Souzeau, E. (2018). Cross-ancestry genome-wide association analysis of corneal thickness
strengthens link between complex and Mendelian eye diseases. Nature Communications, 9(1), 1864. Article
1864. https://doi.org/10.1038/s41467-018-03646-6 General rights
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and investigate your claim. Download date: 24. Oct. 2024 Download date: 24. Oct. 2024 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and
reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit
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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/. Adriana I. Iglesias
1,2,3, Aniket Mishra4, Veronique Vitart5, Yelena Bykhovskaya6,7, René Höhn8,9,
Henriët Springelkamp1, Gabriel Cuellar-Partida10, Puya Gharahkhani
10, Jessica N. Cooke Bailey
11,12,
Colin E. Willoughby13,14, Xiaohui Li
15,16, Seyhan Yazar5,17, Abhishek Nag18, Anthony P. Khawaja
19,20,
Ozren Polašek21, David Siscovick22,23, Paul Mitchell24, Yih Chung Tham25, Jonathan L. Haines
11,12,
Lisa S. Kearns26, Caroline Hayward
5, Yuan Shi25, Elisabeth M. van Leeuwen1, Kent D. Taylor15,16,
Blue Mountains Eye Study - GWAS group, Pieter Bonnemaijer
1, Jerome I. Rotter15,16, Nicholas G. Martin27,
Tanja Zeller28,29, Richard A. Mills30, Emmanuelle Souzeau
30, Sandra E. Staffieri
26, Jost B. Jonas
31,
Irene Schmidtmann32, Thibaud Boutin5, Jae H. Kang
33, Sionne E.M. Lucas34, Tien Yin Wong25,35,36,
Manfred E. Beutel37, James F. Wilson
5,38, NEIGHBORHOOD consortium, Wellcome Trust Case Control
Consortium 2 (WTCCC2), André G. Uitterlinden2,39,40, Eranga N. Vithana25, Paul J. Foster
20, Pirro G. Hysi
18,
Alex W. Hewitt
26,41, Chiea Chuen Khor
42, Louis R. Pasquale
33,43, Grant W. Montgomery
27,44, Adriana I. Iglesias
1,2,3, Aniket Mishra4, Veronique Vitart5, Yelena Bykhovskaya6,7, René Höhn8,9,
Henriët Springelkamp1, Gabriel Cuellar-Partida10, Puya Gharahkhani
10, Jessica N. Cooke Bailey
11,12,
Colin E. Willoughby13,14, Xiaohui Li
15,16, Seyhan Yazar5,17, Abhishek Nag18, Anthony P. Khawaja
19,20,
Ozren Polašek21, David Siscovick22,23, Paul Mitchell24, Yih Chung Tham25, Jonathan L. Haines
11,12,
Lisa S. Kearns26, Caroline Hayward
5, Yuan Shi25, Elisabeth M. van Leeuwen1, Kent D. Taylor15,16,
Blue Mountains Eye Study - GWAS group, Pieter Bonnemaijer
1, Jerome I. Rotter15,16, Nicholas G. Martin27,
Tanja Zeller28,29, Richard A. Mills30, Emmanuelle Souzeau
30, Sandra E. Staffieri
26, Jost B. Jonas
31,
Irene Schmidtmann32, Thibaud Boutin5, Jae H. Kang
33, Sionne E.M. : Nature Communications https://doi.org/10.1038/s41467-018-03646-6; published online 14 May 2018 Correction to: Nature Communications https://doi.org/10.1038/s41467-018-03646-6; published online Emmanuelle Souzeau, who contributed to analysis of data, was inadvertently omitted from the author list in the originally published
version of this Article. This has now been corrected in both the PDF and HTML versions of the Article. Author Correction: Cross-ancestry genome-wide
association analysis of corneal thickness
strengthens link between complex and Mendelian
eye diseases Adriana I. Iglesias
et al.# NATURE COMMUNICATIONS | (2019) 10:155 | https://doi.org/10.1038/s41467-018-07819-1 | www.nature.com/naturecommunications © The Author(s) 2019 Blue Mountains Eye Study - GWAS group Blue Mountains Eye Study
GWAS group
Jie Jin Wang24, Elena Rochtchina24, John Attia46, Rodney Scott46, Elizabeth G. Holliday46, Tien Yin Wong26,
Paul N. Baird26, Jing Xie26, Michael Inouye47, Ananth Viswanathan20 & Xueling Sim36 46University of Newcastle, Newcastle, NSW 2308, Australia. 47Walter and Eliza Hall Institute of Medical Research, Melbourne, VIC 3052, Australia 46University of Newcastle, Newcastle, NSW 2308, Australia. 47Walter and Eliza Hall Institute of Medical Research 46University of Newcastle, Newcastle, NSW 2308, Australia. 47Walter and Eliza Hall Institute of Medical Research, Melbourne, VIC 3052, Australia Lucas34, Tien Yin Wong25,35,36,
Manfred E. Beutel37, James F. Wilson
5,38, NEIGHBORHOOD consortium, Wellcome Trust Case Control
Consortium 2 (WTCCC2), André G. Uitterlinden2,39,40, Eranga N. Vithana25, Paul J. Foster
20, Pirro G. Hysi
18,
Alex W. Hewitt
26,41, Chiea Chuen Khor
42, Louis R. Pasquale
33,43, Grant W. Montgomery
27,44, Correspondence and requests for materials should be addressed to S.M. (email: Stuart.MacGregor@qimrberghofer.edu.au). #A full list of authors and their
affiliations appears at the end of the paper. 1 AUTHOR CORRECTION 1Department of Ophthalmology, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands. 2Department of Epidemiology, Erasmus Medica
Center, 3000 CA Rotterdam, The Netherlands. 3Department of Clinical Genetics, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands
4University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France. 5Institute of Genetics and
Molecular Medicine, Medical Research Council Human Genetics Unit, University of Edinburgh, Edinburgh EH42XU, UK. 6Regenerative Medicine
Institute and Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA. 7Cornea Genetic Eye Institute, Los Angeles, CA
90048, USA. 8Department of Ophthalmology, University Medical Center Mainz, 55131 Mainz, Germany. 9Department of Ophthalmology,
Inselspital, University Hospital Bern, University of Bern, CH-3010 Bern, Switzerland. 10Statistical Genetics, QIMR Berghofer Medical Research
Institute, Brisbane, QLD 4029, Australia. 11Department of Population and Quantitative Health Sciences, Case Western Reserve University,
Cleveland, OH 44106, USA. 12Institute for Computational Biology, Case Western Reserve University, Cleveland, OH 44106, USA. 13Biomedical
Sciences Research Institute, Ulster University, Belfast, Northern Ireland BT52 1SA, UK. 14Royal Victoria Hospital, Belfast Health and Social Care
Trust, Belfast, Northern Ireland BT12 6BA, UK. 15Institute for Translational Genomics and Population Sciences and Department of Pediatrics, Los
Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90509, USA. 16Division of Genomic Outcomes, Departments
of Pediatrics and Medicine, Harbor-UCLA Medical Center, Torrance, CA 90502, USA. 17Centre for Ophthalmology and Visual Science, University o
Western Australia, Lions Eye Institute, Perth, WA WA 6009, Australia. 18Department of Twin Research and Genetic Epidemiology, King’s College
London, London WC2R 2LS, UK. 19Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge School of
Clinical Medicine, Cambridge CB2 0SR, UK. 20NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute
of Ophthalmology, London EC1V 9EL, UK. 21Faculty of Medicine, University of Split, HR-21000 Split, Croatia. 22Departments of Medicine and
Epidemiology and Cardiovascular Health Research Unit, University of Washington, Washington, WA 98101, USA. 23The New York Academy of
Medicine, New York, NY 10029, USA. 24Centre for Vision Research, Department of Ophthalmology and Westmead Institute for Medical Research
University of Sydney, Sydney, NSW 2145, Australia. 25Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751,
Singapore. 26Centre for Eye Research Australia, University of Melbourne, Royal Victorian Eye and Ear Hospital, East Melbourne, VIC 3002,
Australia. 27Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane QLD 4029, Australia.
28Department of General and Interventional Cardiology, University Heart Center Hamburg, 20251 Hamburg, Germany. 29German Center for
Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, 20246 Hamburg, Germany. 30Department of Ophthalmology, Flinders
University, Adelaide SA 5042, Australia. 31Department of Ophthalmology, Medical Faculty Mannheim of the Ruprecht-Karls-University of
Heidelberg, 68167 Mannheim, Germany. 32Institute for Medical Biostatistics, Epidemiology and Informatics, University Medical Center Mainz, 55131
Mainz, Germany. 33Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA. 34Menzies Institute for
Medical Research, University of Tasmania, Hobart, TAS 7005, Australia. 35Ophthalmology & Visual Sciences Academic Clinical Program (Eye
ACP), Duke-NUS Medical School, Singapore 169857, Singapore. 36Department of Ophthalmology, Yong Loo Lin School of Medicine, National
University of Singapore, Singapore 117549, Singapore. 37Department of Psychosomatic Medicine and Psychotherapy, University Medical Center
Mainz, Mainz 55131, Germany. 38Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University o
Edinburgh, Edinburgh EH16 4UX, UK. 39Department of Internal Medicine, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands.
40Netherlands Consortium for Healthy Ageing, Netherlands Genomics Initiative, 2593 HW The Hague, The Netherlands. 41School of Medicine,
Menzies Institute for Medical Research, University of Tasmania, Hobart, TAS 7005, Australia. 42Genome Institute of Singapore, 60 Biopolis Street
Singapore 138672, Singapore. 43Department of Ophthalmology, Harvard Medical School and Massachusetts Eye and Ear Infirmary, Boston, MA
02114, USA. 44Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4067, Australia. 45Department of Ophthalmology,
Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands. These authors contributed equally: Adriana I. Iglesias, Aniket Mishra
Veronique Vitart. These authors jointly supervised this work: Jamie E. Craig, Yaron S. Rabinowitz, Janey L. Wiggs, Kathryn P. Burdon, Cornelia M
van Duijn, Stuart MacGregor. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-018-07819-1 Caroline C.W. Klaver
1,2,45, Tin Aung25,35,36, Norbert Pfeiffer8, David A. Mackey17,
Christopher J. Hammond
18, Ching-Yu Cheng25,35,36, Jamie E. Craig30, Yaron S. Rabinowitz6,7,
Janey L. Wiggs
43, Kathryn P. Burdon
34, Cornelia M. van Duijn2 & Stuart MacGregor
10 1Department of Ophthalmology, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands. 2Department of Epidemiology, Erasmus Medical
Center, 3000 CA Rotterdam, The Netherlands. 3Department of Clinical Genetics, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands. 4University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France. 5Institute of Genetics and
Molecular Medicine, Medical Research Council Human Genetics Unit, University of Edinburgh, Edinburgh EH42XU, UK. 6Regenerative Medicine
Institute and Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA. 7Cornea Genetic Eye Institute, Los Angeles, CA
90048, USA. 8Department of Ophthalmology, University Medical Center Mainz, 55131 Mainz, Germany. 9Department of Ophthalmology,
Inselspital, University Hospital Bern, University of Bern, CH-3010 Bern, Switzerland. 10Statistical Genetics, QIMR Berghofer Medical Research
Institute, Brisbane, QLD 4029, Australia. 11Department of Population and Quantitative Health Sciences, Case Western Reserve University,
Cleveland, OH 44106, USA. 12Institute for Computational Biology, Case Western Reserve University, Cleveland, OH 44106, USA. 13Biomedical
Sciences Research Institute, Ulster University, Belfast, Northern Ireland BT52 1SA, UK. 14Royal Victoria Hospital, Belfast Health and Social Care
Trust, Belfast, Northern Ireland BT12 6BA, UK. 15Institute for Translational Genomics and Population Sciences and Department of Pediatrics, Los
Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90509, USA. 16Division of Genomic Outcomes, Departments
of Pediatrics and Medicine, Harbor-UCLA Medical Center, Torrance, CA 90502, USA. 17Centre for Ophthalmology and Visual Science, University of
Western Australia, Lions Eye Institute, Perth, WA WA 6009, Australia. 18Department of Twin Research and Genetic Epidemiology, King’s College
London, London WC2R 2LS, UK. 19Department of Public Health and Primary Care, Institute of Public Health, University of Cambridge School of
Clinical Medicine, Cambridge CB2 0SR, UK. 20NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute
of Ophthalmology, London EC1V 9EL, UK. 21Faculty of Medicine, University of Split, HR-21000 Split, Croatia. 22Departments of Medicine and
Epidemiology and Cardiovascular Health Research Unit, University of Washington, Washington, WA 98101, USA. 23The New York Academy of
Medicine, New York, NY 10029, USA. 24Centre for Vision Research, Department of Ophthalmology and Westmead Institute for Medical Research,
University of Sydney, Sydney, NSW 2145, Australia. 25Singapore Eye Research Institute, Singapore National Eye Centre, Singapore 168751,
Singapore. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-018-07819-1 26Centre for Eye Research Australia, University of Melbourne, Royal Victorian Eye and Ear Hospital, East Melbourne, VIC 3002,
Australia. 27Department of Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane QLD 4029, Australia. 28Department of General and Interventional Cardiology, University Heart Center Hamburg, 20251 Hamburg, Germany. 29German Center for
Cardiovascular Research (DZHK), Partner Site Hamburg/Kiel/Lübeck, 20246 Hamburg, Germany. 30Department of Ophthalmology, Flinders
University, Adelaide SA 5042, Australia. 31Department of Ophthalmology, Medical Faculty Mannheim of the Ruprecht-Karls-University of
Heidelberg, 68167 Mannheim, Germany. 32Institute for Medical Biostatistics, Epidemiology and Informatics, University Medical Center Mainz, 55131
Mainz, Germany. 33Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA. 34Menzies Institute for
Medical Research, University of Tasmania, Hobart, TAS 7005, Australia. 35Ophthalmology & Visual Sciences Academic Clinical Program (Eye
ACP), Duke-NUS Medical School, Singapore 169857, Singapore. 36Department of Ophthalmology, Yong Loo Lin School of Medicine, National
University of Singapore, Singapore 117549, Singapore. 37Department of Psychosomatic Medicine and Psychotherapy, University Medical Center
Mainz, Mainz 55131, Germany. 38Centre for Global Health Research, Usher Institute for Population Health Sciences and Informatics, University of
Edinburgh, Edinburgh EH16 4UX, UK. 39Department of Internal Medicine, Erasmus Medical Center, 3000 CA Rotterdam, The Netherlands. 40Netherlands Consortium for Healthy Ageing, Netherlands Genomics Initiative, 2593 HW The Hague, The Netherlands. 41School of Medicine,
Menzies Institute for Medical Research, University of Tasmania, Hobart, TAS 7005, Australia. 42Genome Institute of Singapore, 60 Biopolis Street,
Singapore 138672, Singapore. 43Department of Ophthalmology, Harvard Medical School and Massachusetts Eye and Ear Infirmary, Boston, MA
02114, USA. 44Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4067, Australia. 45Department of Ophthalmology,
Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands. These authors contributed equally: Adriana I. Iglesias, Aniket Mishra,
Veronique Vitart. These authors jointly supervised this work: Jamie E. Craig, Yaron S. Rabinowitz, Janey L. Wiggs, Kathryn P. Burdon, Cornelia M. van Duijn, Stuart MacGregor. NATURE COMMUNICATIONS | (2019) 10:155 | https://doi.org/10.1038/s41467-018-07819-1 | www.nature.com/naturecommunication 68Wellcome Trust Centre for Human Genetics, University of Oxford, Roosevelt Drive, Oxford OX37BN, UK. 69Dept Statistics, University of Oxford,
Oxford OX1 3TG, UK. 70Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SA, UK. 71Telethon
Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, 100 Roberts Road, Subiaco, WA 6008,
Australia. 72Cambridge Institute for Medical Research, University of Cambridge School of Clinical Medicine, Cambridge CB2 0XY, UK.
73Department of Psychosis Studies, NIHR Biomedical Research Centre for Mental Health at the Institute of Psychiatry, King’s College London and
The South London and Maudsley NHS Foundation Trust, Denmark Hill, London SE5 8AF, UK. 74University of Queensland Diamantina Institute,
Brisbane, QLD 4102, Australia. 75Dept Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London WC1E 7HT,
UK. 76Dept Epidemiology and Public Health, University College London, London WC1E 6BT, UK. 77Neuropsychiatric Genetics Research Group,
Institute of Molecular Medicine, Trinity College Dublin, Dublin 2, Eire, Ireland. 78Molecular and Physiological Sciences, The Wellcome Trust, London
NW1 2BE, UK. 79Department of Oncology, Old Road Campus, University of Oxford, Oxford OX3 7DQ, UK. 80Digestive Diseases Centre, Leicester
Royal Infirmary, Leicester LE7 7HH, UK. 81Centre for Digestive Diseases, Queen Mary University of London, London E1 2AD, UK. 82Clinical
Neurosciences, St George’s University of London, London SW17 0RE, UK. 83King’s College London Dept Medical and Molecular Genetics, King’s
Health Partners, Guy’s Hospital, London SE1 9RT, UK. 84Biomedical Research Centre, Ninewells Hospital and Medical School, Dundee DD1 9SY, UK.
85King’s College London Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Denmark Hill, London SE5 8AF, UK.
86University of Cambridge Dept Clinical Neurosciences, Addenbrooke’s Hospital, Cambridge CB2 0QQ, UK. 87Dept Molecular Neuroscience,
Institute of Neurology, Queen Square, London WC1N 3BG, UK NEIGHBORHOOD consortium R. Rand Allingham48, Murray H. Brilliant49, Donald L. Budenz50, William G. Christen51, John Fingert52,53,
David S. Friedman54, Douglas Gaasterland55, Terry Gaasterland56, Michael A. Hauser48,57, Peter Kraft58,
Richard K. Lee59, Paul R. Lichter60, Yutao Liu48,57, Stephanie J. Loomis43, Sayoko E. Moroi60,
Margaret A. Pericak-Vance61, Anthony Realini62, Julia E. Richards60, Joel S. Schuman63, William K. Scott61,
Kuldev Singh64, Arthur J. Sit65, Douglas Vollrath66, Robert N. Weinreb67, Gadi Wollstein63,
Donald J. Zack54 & Kang Zhang67 R. Rand Allingham48, Murray H. Brilliant49, Donald L. Budenz50, William G. Christen51, John Fingert52,53,
David S. Friedman54, Douglas Gaasterland55, Terry Gaasterland56, Michael A. Hauser48,57, Peter Kraft58,
Richard K. Lee59, Paul R. Lichter60, Yutao Liu48,57, Stephanie J. Loomis43, Sayoko E. Moroi60,
Margaret A. Pericak-Vance61, Anthony Realini62, Julia E. Richards60, Joel S. Schuman63, William K. Scott61,
Kuldev Singh64, Arthur J. Sit65, Douglas Vollrath66, Robert N. Weinreb67, Gadi Wollstein63,
Donald J. Zack54 & Kang Zhang67 2 2 p
y
y
y
y
ept Clinical Neurosciences, Addenbrooke’s Hospital, Cambridge CB2 0QQ, UK. 87Dept Molecular Neuroscience,
S
L
d
WC1N 3BG UK AUTHOR CORRECTION NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-018-07819-1 48Department of Ophthalmology, Duke University Medical Center, Durham, NC 27705, USA. 49Center for Human Genetics, Marshfield Clinic
Research Foundation, Marshfield, WI, USA. 50Department of Ophthalmology, University of North Carolina, Chapel Hill, NC 27517, USA. 51Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02114, USA. 52Department of Ophthalmology, College of Medicine,
University of Iowa, Iowa City, IA 52242, USA. 53Department of Anatomy/Cell Biology, College of Medicine, University of Iowa, Iowa City, IA 52242,
USA. 54Wilmer Eye Institute, John Hopkins University, Baltimore, MD 21287, USA. 55Eye Doctors of Washington, Chevy Chase, MD 20815, USA. 56Scripps Genome Center, University of California at San Diego, San Diego, CA 92037, USA. 57Department of Medicine, Duke University Medical
Center, Durham, NC 27710, USA. 58Department of Biostatistics, Harvard School of Public Health, Boston, MA 02115, USA. 59Bascom Palmer Eye
Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA. 60Department of Ophthalmology and Visual Sciences, University of
Michigan, Ann Arbor, MI 48105, USA. 61Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL 33136, USA. 62Department of Ophthalmology, WVU Eye Institute, Morgantown, WV 26506, USA. 63Department of Ophthalmology, UPMC Eye Center,
University of Pittsburgh, Pittsburgh, PA 15213, USA. 64Department of Ophthalmology, Stanford University, Palo Alto, CA 94303, USA. 65Department of Ophthalmology, Mayo Clinic, Rochester, MN 55905, USA. 66Department of Genetics, Stanford University, Palo Alto, CA 94305,
USA. 67Department of Ophthalmology, Hamilton Eye Center, University of California, San Diego, CA 92093, USA Wellcome Trust Case Control Consortium 2 (WTCCC2) Wellcome Trust Case Control Consortium 2 (WTCCC2)
Peter Donnelly68,69, Ines Barroso70, Jenefer M. Blackwell71,72, Elvira Bramon73, Matthew A. Brown74,
Juan P. Casas75,76, Aiden Corvin77, Panos Deloukas70, Audrey Duncanson78, Janusz Jankowski79,80,81,
Hugh S. Markus82, Christopher G. Mathew83, Colin N.A. Palmer84, Robert Plomin85, Anna Rautanen68,
Stephen J. Sawcer86, Richard C. Trembath83, Nicholas W. Wood87, Chris C.A. Spencer68, Gavin Band68,
Céline Bellenguez68, Colin Freeman68, Garrett Hellenthal68, Eleni Giannoulatou68, Matti Pirinen68,
Richard Pearson68, Amy Strange68, Zhan Su68, Damjan Vukcevic68, Cordelia Langford70, Sarah E. Hunt70,
Sarah Edkins70, Rhian Gwilliam70, Hannah Blackburn70, Suzannah J. Bumpstead70, Serge Dronov70,
Matthew Gillman70, Emma Gray70, Naomi Hammond70, Alagurevathi Jayakumar70, Owen T. McCann70,
Jennifer Liddle70, Simon C. Potter70, Radhi Ravindrarajah70, Michelle Ricketts70, Matthew Waller70,
Paul Weston70, Sara Widaa70 & Pamela Whittaker70 Wellcome Trust Case Control Consortium 2 (WTCCC2)
Peter Donnelly68,69, Ines Barroso70, Jenefer M. Blackwell71,72, Elvira Bramon73, Matthew A. Brown74,
Juan P. Casas75,76, Aiden Corvin77, Panos Deloukas70, Audrey Duncanson78, Janusz Jankowski79,80,81,
Hugh S. Markus82, Christopher G. Mathew83, Colin N.A. Palmer84, Robert Plomin85, Anna Rautanen68,
Stephen J. Sawcer86, Richard C. Trembath83, Nicholas W. Wood87, Chris C.A. Spencer68, Gavin Band68,
Céline Bellenguez68, Colin Freeman68, Garrett Hellenthal68, Eleni Giannoulatou68, Matti Pirinen68,
Richard Pearson68, Amy Strange68, Zhan Su68, Damjan Vukcevic68, Cordelia Langford70, Sarah E. Hunt70,
Sarah Edkins70, Rhian Gwilliam70, Hannah Blackburn70, Suzannah J. Bumpstead70, Serge Dronov70,
Matthew Gillman70, Emma Gray70, Naomi Hammond70, Alagurevathi Jayakumar70, Owen T. McCann70,
Jennifer Liddle70, Simon C. Potter70, Radhi Ravindrarajah70, Michelle Ricketts70, Matthew Waller70,
Paul Weston70, Sara Widaa70 & Pamela Whittaker70 3 NATURE COMMUNICATIONS | (2019) 10:155 | https://doi.org/10.1038/s41467-018-07819-1 | www.nature.com/naturecommunication
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Educação para a competência em informação e as ações realizadas por bibliotecários
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E-ISSN 1808-5245 E-ISSN 1808-5245 Adriana Rosecler Alcará Doutora; Universidade Estadual de Londrina, Londrina, PR, Brasil;
adrianaalcara@gmail.com Resumo: O objetivo da pesquisa foi verificar as ações que os bibliotecários
desenvolvem para a formação de habilidades para a competência em informação
dos usuários, bem como quais são as suas necessidades em relação a essas
ações. Para tanto, foi realizada uma pesquisa de campo, descritiva, com
abordagem qualitativa, tendo como participantes sete bibliotecárias de diferentes
tipos de bibliotecas. Os dados foram coletados por meio de um grupo de foco
para identificar suas experiências, ações e necessidades para as práticas
educativas voltadas à competência em informação. Para análise dos dados,
apoiou-se na técnica de análise de conteúdo. Entre os resultados foi possível
perceber que os bibliotecários têm realizado diversas atividades para a formação
de seus usuários que podem contribuir para a competência em informação. Conclui-se, no entanto, que ainda é necessário estreitar os laços entre os campos
de atuação e instituições de ensino, de forma a atender os bibliotecários quanto
às suas necessidades relativas à educação para competência em informação. Da
mesma forma, evidencia-se a relevância de tornar a competência em informação
integrada ao processo de formação dos bibliotecários, abordando-a como um
conteúdo transversal presente em diferentes disciplinas, tendo em vista a
formação de profissionais preparados para buscar e utilizar informações de
forma mais crítica, ética e reflexiva. Palavras-chave: Competência em informação. Formação de habilidades
informacionais. Formação
para
competência
em
informação. Educação para a competência em informação e
as ações realizadas por bibliotecários Ana Maria Mendes Miranda
Mestranda; Universidade Estadual de Londrina, Londrina, PR, Brasil;
anamirandamm@gmail.com Ana Maria Mendes Miranda Mestranda; Universidade Estadual de Londrina, Londrina, PR, Brasil;
anamirandamm@gmail.com Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 1 Introdução As formas de aprender têm se modificado ao longo dos tempos, passando de um
processo passivo de recepção de conteúdo para uma aprendizagem e construção
de conhecimento mais dinâmicas. Nessa perspectiva, a escola tem se pautado em | 13 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 um discurso para educação ativa, que visa desenvolver, nos sujeitos, habilidades
metacognitivas e reflexivas. Pretende, nesta perspectiva, mais do que transmitir
conteúdos, formar os estudantes para a avaliação de problemas em contextos
reais que auxiliem em seu processo de desenvolvimento, não apenas acadêmico,
mas também social (GASQUE; CASARIN, 2016; LIBÂNEO, 2004). um discurso para educação ativa, que visa desenvolver, nos sujeitos, habilidades
metacognitivas e reflexivas. Pretende, nesta perspectiva, mais do que transmitir
conteúdos, formar os estudantes para a avaliação de problemas em contextos
reais que auxiliem em seu processo de desenvolvimento, não apenas acadêmico,
mas também social (GASQUE; CASARIN, 2016; LIBÂNEO, 2004). Colaborando com isso, as Diretrizes Curriculares Nacionais do
Ministério da Educação (BRASIL, 2013) apontam que, para a sobrevivência no
atual ambiente informacional e tecnológico, é necessário que as pessoas
possuam condições de aprendizagem contínua ao longo da vida. Para isso, é
requerido que os estudantes, para além de adquirirem informações, desenvolvam
habilidades no intuito de realizar com autonomia as atividades acadêmicas e de
aprendizagem, de tal forma que continuem aprendendo durante toda a vida. Não basta, para a aprendizagem, que o estudante memorize o conteúdo
ministrado em sala de aula, mas que seja “[...] flexível, criativo, capaz de
encontrar soluções inovadoras para os problemas de amanhã [...]” (LIBÂNEO,
2004, p. 5), ou seja, que ele saiba como agir e interagir com o mundo ao seu
redor. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 1 Introdução Para Belluzzo, Santos e Almeida Junior (2014), essas ações críticas e
reflexivas frente ao mundo podem ser consideradas competência em
informação, que pode ser definida como o resultado da internalização,
construção ou potencialização de habilidades atitudinais, operacionais,
cognitivas e comunicacionais que tornam o indivíduo capaz de suprir suas
necessidades informacionais de forma rápida e consciente. O conjunto dessas habilidades permeia todo o processo de aprendizagem,
desde a percepção de suas necessidades, as estratégias para localizar a
informação necessária, a análise crítica destas informações, assim como permeia
todo o processo consciente de tomada de decisão (DUDZIAK, 2008). Sendo as
habilidades informacionais essenciais à busca e uso da informação, considera-se
que tanto as habilidades quanto a informação são essenciais para que o ser
humano desenvolva suas atividades e o seu fazer social. Nesse sentido, é possível refletir que o processo de formação de
habilidades para a competência em informação não é necessário apenas para o
contexto acadêmico. É importante que o estudante, independente das atividades
que realizará, tenha suas habilidades desenvolvidas, uma vez que é por meio | 14 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 p
Ana Maria Mendes Miranda e Adriana Rosecler Alcará destas que ele se posiciona como cidadão diante do mundo; busca, analisa e
utiliza a informação de forma crítica e consciente; consolidando, assim, seu
papel social. É fato que as habilidades informacionais para a competência em
informação devem ser desenvolvidas em todos os ambientes de inserção e
atuação do sujeito, mas é na educação e por meio dela que estas possuem maior
potencial de ampliação. Para Hatschbach (2002), é no trabalho educativo que se
constata uma necessidade de aprendizado contínuo, é através dele que se
desperta a capacidade de análise e que se auxilia no resgate da cidadania, assim
como incentiva um protagonismo na construção de uma sociedade mais
igualitária e emancipadora. Dessa forma, ter as habilidades informacionais
desenvolvidas é, segundo a autora, um elemento essencial na educação moderna. Tanto na educação básica quanto no ensino superior, as bibliotecas são
instituições apropriadas para auxiliar no desenvolvimento de habilidades nos
estudantes. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx doi org/10 19132/1808 5245253 13 39 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 1 Introdução E, conforme apontam estudos realizados no âmbito das bibliotecas
universitárias (MATA; ALCARÁ, 2016; MIRANDA; ALCARÁ, 2017), os
bibliotecários têm sido os grandes responsáveis no desenvolvimento de ações
para a promoção de habilidades para a competência em informação. Entretanto,
esses estudos também evidenciaram que, apesar dos esforços de bibliotecas e
bibliotecários, as ações ainda se realizam de forma isolada e sem uma
periodicidade, uma vez que a maioria delas não está integrada a projetos ou
programas institucionais, dificultando, assim, a manutenção e alcance destas
práticas educativas. O documento da Association of College and Research Libraries (ACRL,
2016) sinaliza que o bibliotecário, em parceria com outros profissionais, pode
redesenhar as atividades de formação dos usuários, cursos ou até mesmo
currículos. Assim, para que o bibliotecário esteja preparado para isso, é
imprescindível que sua formação promova o desenvolvimento de habilidades
informacionais e o instrumentalize para tornar-se multiplicador destas
habilidades, desenvolvendo-as no âmbito das bibliotecas por meio da formação
dos usuários. Nesse contexto, o objetivo desta pesquisa foi verificar as ações que
os bibliotecários desenvolvem para a formação de habilidades para a | 15 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245
competência em informação dos usuários e quais são as suas necessidades em
relação a essas ações. Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará competência em informação dos usuários e quais são as suas necessidades em
relação a essas ações. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 2 Habilidades para a competência em informação A competência em informação vem da tradução do termo em inglês Information
Literacy, que surgiu em 1974, no relatório The information service environment
relationships and priorities, elaborado pelo bibliotecário americano Paul
Zurkowski. De acordo com Dudziak (2003, p. 24), esse termo também foi
traduzido como alfabetização informacional, letramento, literacia e fluência
informacional, porém, “[...] a utilização da expressão competência em
informação parece ser a mais adequada em função de sua definição [...]”. Isso
porque, segundo a autora, a competência em informação se refere “[...] a um
saber agir responsável e reconhecido, que implica mobilizar, integrar, transferir
conhecimentos, recursos, habilidades, que agreguem valor, direcionados à
informação e seu vasto universo.” No Brasil, os estudos sobre a competência em informação tiveram, entre
os seus precursores, Caregnato (2000), Belluzzo (2001) e Hatschbach (2002)
(DUDZIAK, 2003). Na atualidade, o tema possui uma vasta produção de
pesquisas e tem sido amplamente debatido em eventos técnicos e científicos da
Biblioteconomia, Arquivologia e Ciência da Informação. Durante algum tempo, as habilidades no uso das Tecnologias de
Informação e Comunicação foram priorizadas para o desenvolvimento dessas
competências. No entanto, com o passar dos anos, a tecnologia tornou-se mais
acessível, a informação passou a estar disponível em meio digital, e o contato
com aparelhos e dispositivos digitais iniciou-se cada vez mais cedo. Dessa
forma, o enfoque, que antes era na utilização da tecnologia, passou a ser na
percepção do sujeito quanto à sua necessidade de informação, assim como no
reconhecimento de fontes para buscá-la e na sua utilização de forma crítica e
mais reflexiva. As autoras Vitorino e Piantola (2009, p. 135) seguem nesta direção
apontando que: | 16 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará [...] a ideia inicialmente aceita de que a competência informacional
consiste essencialmente em conjunto de habilidades individuais
ligadas à manipulação da informação em um suporte digital
constitui apenas uma das muitas dimensões sugeridas pelo termo,
que vem crescendo em complexidade à medida que as pesquisas
sobre o tema evoluem. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 2 Habilidades para a competência em informação Sendo a
competência essencial no processo de busca e uso da informação, esta se faz | 17 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 necessária a todas as pessoas que utilizam informação para desenvolver suas
atividades, sejam elas acadêmicas, cotidianas ou profissionais. Assim, todos
devem ter suas habilidades informacionais desenvolvidas, no intuito de melhor
realizar suas ações frente à sociedade na qual se inserem. necessária a todas as pessoas que utilizam informação para desenvolver suas
atividades, sejam elas acadêmicas, cotidianas ou profissionais. Assim, todos
devem ter suas habilidades informacionais desenvolvidas, no intuito de melhor
realizar suas ações frente à sociedade na qual se inserem. As
habilidades
mencionadas
são
consideradas
habilidades
informacionais e são definidas por Gasque (2013) como ações específicas que o
sujeito necessita para alcançar a competência em informação. Dessa forma, é
indispensável que o sujeito domine uma série de habilidades informacionais
para que possa ser considerado competente. As
habilidades
mencionadas
são
consideradas
habilidades
informacionais e são definidas por Gasque (2013) como ações específicas que o
sujeito necessita para alcançar a competência em informação. Dessa forma, é
indispensável que o sujeito domine uma série de habilidades informacionais
para que possa ser considerado competente. Ainda quanto às habilidades informacionais, é importante que a pessoa
saiba reconhecer suas necessidades, formule questões sobre as informações que
precisa buscar, explore as fontes de informação para entender melhor sobre o
assunto, determine o foco da busca, identifique quais termos melhor
representam o conteúdo, saiba utilizar estratégias para buscar e selecionar
informações pertinentes e avalie as fontes de informação considerando sua
confiabilidade, atualidade, entre outros fatores. Além de ler e compreender os
conteúdos apresentados, assim como assimilá-los e comunicá-los de forma que
os demais possam compreendê-los. Borges e colaboradores (2012) salientam, também, que essas habilidades
não são importantes apenas para a ascensão profissional ou acadêmica, mas para
participação social, já que diversas ações sociais foram transferidas do meio
físico para o meio digital. 2 Habilidades para a competência em informação A competência em informação é um conceito dinâmico que tem se
modificado, buscando contemplar as mais diversas habilidades que se fazem
necessárias para a pessoa lidar de forma adequada com a informação, tais como,
planejamento, ações reflexivas no processo de busca e uso da informação,
avaliação dos resultados, entre outras. Gasque (2013, p. 5) afirma que a competência em informação é a “[...]
capacidade do aprendiz de mobilizar o próprio conhecimento que o ajuda a agir
em determinada situação.” A autora reforça que, durante o processo para
desenvolver as habilidades, os indivíduos vão aperfeiçoando suas capacidades
para identificar sua necessidade de informação, buscá-la e usá-la de maneira
eficaz e eficiente, considerando seus mais diversos aspectos. A American Library Association (ALA) publicou, em 2000, um
documento que definiu competência em informação como [...] um conjunto de habilidades que exigem que os indivíduos
reconheçam quando as informações são necessárias e tenham a
capacidade de localizar, avaliar e usar efetivamente as informações
necessárias. No ano de 2016, a ACRL publicou um novo e atualizado documento
sobre a competência em informação, reformulando os conceitos do antigo
modelo e os moldes nos quais este era estruturado. Nesse sentido, define a
competência em informação como um grupo integrado de habilidades que
perpassa a descoberta da informação, a percepção de sua produção e do seu
valor e o seu uso “[...] na criação de novos conhecimentos e a participação ética
nas comunidades de aprendizagem.” (ACRL, 2016, p. 03, tradução nossa). Em síntese, a competência em informação pode ser vista como o
resultado do processo de apropriação, desenvolvimento e potencialização de
habilidades que tornam alguém capaz de realizar atividades voltadas para
localizar e utilizar a informação de forma eficaz e consciente. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019 Q
,
g
,
,
, p
,
/
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 2 Habilidades para a competência em informação Muitas ações de caráter público são propostas em
meios digitais, tais como as petições eletrônicas, as enquetes públicas e os
grupos de debates online. Para que o cidadão possa participar ativamente do
desenvolvimento dessas ações, é importante que o mesmo tenha domínio das
habilidades tanto digitais como cognitivas, sociais e comunicativas. É importante ressaltar que, para que essas habilidades sejam
consideradas bem desenvolvidas, o indivíduo precisa aplicar estratégias de
busca, seleção, uso e avaliação da informação, utilizando-se do senso crítico e
da ética, tanto para produzir como para receber informações. Considerando
todos
os
aspectos
relacionados
ao
desenvolvimento
de
habilidades
informacionais e, consequentemente, a busca pela competência em informação,
é importante que o bibliotecário tenha sua formação pautada nesse processo, não | 18 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245
apenas se tornando competente em informação, mas preparado para sua atuação
enquanto formador dessas habilidades informacionais. Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 apenas se tornando competente em informação, mas preparado para sua atuação
enquanto formador dessas habilidades informacionais. apenas se tornando competente em informação, mas preparado para sua atuação
enquanto formador dessas habilidades informacionais. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 3 Ações para a formação da competência em informação Como já mencionado, o bibliotecário é um dos grandes responsáveis pela
promoção de habilidades informacionais. Seu papel pode ser desenvolvido nas
mais diversas bibliotecas, entretanto, é importante que o ensino dessas
habilidades se inicie ainda na educação básica e seja aprimorado no ensino
superior, de forma que os usuários aprendam a aprender. Na sequência, será
apresentado um breve relato de ações que vêm sendo promovidas por
bibliotecários, tendo em vista a formação das habilidades informacionais dos
usuários. O objetivo desta seção é evidenciar a necessidade de o bibliotecário
ter, ao longo de sua formação, seja na graduação ou na pós-graduação,
conteúdos pedagógicos que o instrumentalize para suas futuras práticas
educativas voltadas à competência em informação. Guedes e Farias (2007) entrevistaram bibliotecários de bibliotecas
escolares da rede particular de Natal (RN) e seus resultados apontaram que mais
da metade deles auxiliavam os estudantes no momento da busca, mas não
possuíam ações de formação coletiva. As autoras também questionaram de que
forma os bibliotecários procuravam auxiliar os estudantes no processo de
compreensão da informação, e metade dos entrevistados indicaram realizar
atividades com toda a comunidade acadêmica, com intuito de abordar a pesquisa
bibliográfica, orientação no uso das fontes, organização de feiras científicas e
culturais, ações para incentivo à leitura, entre outras. Entretanto, poucos
afirmaram desenvolver ações para auxiliar no desenvolvimento dos trabalhos
acadêmicos, como orientações à normalização e apresentação destes trabalhos. Sobre esse assunto, os bibliotecários afirmaram que esta responsabilidade é, em
grande parte, dos professores e que fica a cargo da biblioteca apenas a
orientação individual para os estudantes que procuram ajuda. Silva, Neves e Gomes (2013) aplicaram um questionário com os
estudantes de uma escola do Instituto Federal da Bahia (IFBA), com o objetivo | 19 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 de investigar como percebiam a biblioteca escolar. Os estudantes mencionaram
uma série de ações que poderiam ser desenvolvidas pela biblioteca, buscando
melhorar suas experiências de aprendizagem, assim como fomentar o
desenvolvimento de habilidades. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019 Q
,
g
,
,
, p
,
/
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 3 Ações para a formação da competência em informação A autora
constatou que os bibliotecários têm desenvolvido ações, mas reforça a
necessidade de formação de bibliotecários com um perfil de pesquisador, de | 20 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 maneira que os mesmos possam contribuir para a formação de estudantes
pesquisadores por meio da sua atuação em bibliotecas escolares. Quanto às ações realizadas em bibliotecas universitárias, Miranda e
Alcará (2017) compilaram algumas iniciativas de formação em Instituições de
Ensino Superior (IES) no Brasil, entre as citadas, é relevante destacar Freitas e
Vieira (2015) e Peres, Miranda e Simeão (2016), em que os autores relatam um
programa de competência desenvolvido na Universidade de Brasília (UnB), com
o
apoio
de
bibliotecários,
docentes
e
administradores,
visando
o
desenvolvimento de habilidades em estudantes de graduação e a realização de
oficinas para estudantes do ensino médio. Vale, também, relatar a iniciativa de
um programa de formação continuada de usuários na Universidade Federal do
Paraná (UFPR) (UEZU; ARAÚJO; ESTEVÃO, 2014). Essas iniciativas são
programas de formação institucionais, envolvendo a equipe da biblioteca e o
corpo docente e administrativo da instituição. Além dos programas
mencionados, Miranda e Alcará (2017) descrevem diversas iniciativas de
formação de usuários, por meio de oficinas de busca da informação,
treinamentos, guias de fontes de informação, tutoriais para uso de bases de
dados, minicursos sobre as normas da Associação Brasileira de Normas
Técnicas (ABNT), entre outros. Ainda em relação às ações promovidas pelas IES ou pelas bibliotecas
universitárias, pode-se citar a experiência da Universidade Federal de Santa
Maria (UFSM) na oferta do Curso de Pesquisa Bibliográfica: fontes de
informações da Área de Saúde na Internet, realizada por meio do Departamento
de Enfermagem e pelo Programa de Pós-Graduação em Enfermagem desde
2009. O curso em questão foi ofertado durante três anos, inicialmente com o
objetivo de atualizar profissionais e estudantes em relação à pesquisa
bibliográfica, e, posteriormente, abrangendo a pesquisa avançada, tornando-se
parte das atividades promovidas anualmente por demanda da comunidade
(FONSECA; PAULA; PADOIN, 2013). Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 3 Ações para a formação da competência em informação As ações mencionadas foram: clube do livro,
jogos interativos, sorteio de livro, atividades dinâmicas de incentivo à leitura,
debates, post de poesias, café científico, gincana, sarau/oficina de poesias,
leitura em grupo, oficina de pesquisa, divulgação de documentários nacionais e
espaço de descanso. Durante o tempo disponibilizado para a aplicação do
questionário, a biblioteca promoveu a primeira ação voltada para a promoção de
habilidades, sendo esta um concurso de desenho, realizado em parceria com a
professora de Língua Portuguesa, onde o tema a ser desenhado seria em
consonância com os conteúdos de literatura ministrados em sala de aula. Bedin, Chagas e Sena (2015), ao realizarem uma pesquisa com
bibliotecários da Rede de Bibliotecas Escolares de Florianópolis, notaram
algumas melhoras na participação destes na realização de atividades nas escolas. Quanto a essas atividades, os profissionais relataram que promovem a formação
dos estudantes para a pesquisa autônoma na biblioteca, e as ações são feitas de
forma coletiva, com o intuito de compartilhar os conhecimentos gerados pelos
próprios estudantes. No entanto, quando questionados sobre a realização de
atividades para reconhecimento de fontes de informação digitais e seu manuseio,
assim como análise consciente de suas informações, os profissionais não
mostraram realizar atividades nesse sentido. Na mesma perspectiva, Bedin (2017), ao levantar as ações promovidas
por bibliotecários escolares em Florianópolis, encontrou algumas iniciativas de
atuação na biblioteca escolar, entre elas pode-se destacar: a participação nas
reuniões da escola; trabalho em cooperação com o professor; planejamento no
uso da biblioteca e na pesquisa escolar; participação no processo de pesquisa
escolar; uso de fontes de pesquisa no ambiente digital; uso de métodos de
pesquisa; uso das redes sociais; jornal do colégio; exposições de projetos;
indicação de leitura; falando com o autor; feira de livros; sacola literária; filmes;
concursos; piquenique literário; uma noite na biblioteca; e debates. 3 Ações para a formação da competência em informação Buscando complementar as ações promovidas por bibliotecários,
ressalta-se também o estudo de Almeida (2015), que investigou a biblioteca do
Instituto Federal de Educação da Paraíba (IFPB) – Campus Sousa e propôs um
modelo de Projeto Educativo para desenvolvimento de competência em | 21 Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 informação. O autor aponta a importância da realização de projetos que visem a
competência para além das atividades de rotina que a promovem, salientando
que projetos tendem a oferecer uma especificidade e complexidade maior e,
desta forma, apresentam resultados mais satisfatórios. Entre as atividades
incluídas no projeto estão as seguintes: oficinas sobre organização de dados das
nuvens; elaboração e atualização do currículo Lattes; uso dos diretórios de grupo
de pesquisa; minicursos sobre acesso e uso do Portal de Periódicos da Capes;
acesso às bibliotecas digitais de teses e dissertações; uso dos buscadores; e uso
das normas da ABNT. O autor também propõe uma série de atividades culturais
como: café com o autor; sarau poético; concurso literário; exposição fotográfica;
e festival de cinema. Na perspectiva dessas atividades, Almeida (2015) utiliza-se do termo
biblioteca aprendente, que reflete a visão das autoras da presente pesquisa
quanto à necessidade de bibliotecas que sejam parte da aprendizagem dos
sujeitos, auxiliando no seu desenvolvimento enquanto ser social. No intuito de
concretizar esta visão, aponta-se a necessidade de formação de bibliotecários
capacitados para seu papel educativo enquanto formadores de habilidades para a
competência em informação de seus usuários. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 4 Procedimentos metodológicos O estudo caracteriza-se como uma pesquisa de campo, descritiva, com
abordagem qualitativa. A coleta de dados ocorreu por meio de um grupo de foco
com a finalidade de investigar as ações que os bibliotecários desenvolvem para a
formação de habilidades para a competência em informação dos usuários, bem
como quais são as suas necessidades em relação a essas ações. O grupo de foco, segundo Di Chiara (2005), é uma técnica para a coleta
de dados que requer a formação de um grupo pequeno e homogêneo, que
represente o universo a ser pesquisado. Para a realização da coleta de dados cria-
se uma situação informal para a discussão dos tópicos de interesse da pesquisa. Nesse sentido, foi selecionada para participar da pesquisa uma
amostragem de bibliotecários de diferentes tipos de bibliotecas. Vale ressaltar
que foi utilizada uma seleção por conveniência, que de acordo com Gil (2012, | 22 Educação para competência em informação e as ações
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E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 p
Ana Maria Mendes Miranda e Adriana Rosecler Alcará p.94), “[...] é destituída de qualquer rigor estatístico”. Nesse caso, “[...] o
pesquisador seleciona os elementos a que tem acesso, admitindo que estes
possam, de alguma forma, representar o universo. Aplica-se esse tipo de
amostragem em estudos exploratórios ou qualitativos, onde não é requerido
elevado nível de precisão”. O convite para os bibliotecários foi enviado por e-mail e o encontro com
esses profissionais foi organizado pelo grupo de pesquisa (cujas autoras são
integrantes), com o objetivo de aproximar os estudos realizados pelo grupo com
as práticas profissionais. Para tanto, os membros do grupo e as autoras desta
pesquisa realizaram algumas reuniões antes do grupo de foco, buscando definir
melhores estratégias para esta atividade. Assim, o grupo de foco foi realizado
com a presença de sete bibliotecárias (sendo três de biblioteca escolar, uma de
biblioteca pública, duas de biblioteca universitária e uma de biblioteca
universitária especializada) e os membros do grupo de pesquisa (cinco
integrantes). 4 Procedimentos metodológicos Entres os integrantes do grupo, dois membros atuaram como
mediadores das discussões e os demais tiveram o papel de observadores. Antes
de iniciar a discussão, as bibliotecárias foram convidadas a assinar o Termo de
Consentimento Livre e Esclarecido (TCLE) e, em seguida, com base no roteiro
pré-definido a partir dos objetivos da pesquisa, iniciou-se o grupo de foco. Os dados obtidos a partir da discussão do grupo de foco foram
registrados em áudio e, em seguida, transcritos. Posteriormente, apoiando-se na
técnica de análise de conteúdo de Bardin (1977), os dados foram organizados
em categorias, analisados e interpretados, tendo a literatura como apoio. Algumas falas das bibliotecárias participantes do estudo foram inseridas durante
a apresentação e discussão dos resultados e, visando preservar sua identidade,
foram identificadas com numerais de 1 a 7. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados Os resultados foram agrupados e serão apresentados segundo duas categorias de
análise, a saber: Ações dos bibliotecários que podem contribuir para a formação
de habilidades para a competência em informação; Processo e necessidade de
formação do bibliotecário em relação à competência em informação. | 23 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Educação para competência em informação e as ações
realizadas por bibliotecários
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E-ISSN 1808-5245
5.1 Ações realizadas pelos bibliotecários que podem contribuir para a
formação da competência em informação Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 5.1 Ações realizadas pelos bibliotecários que podem contribuir para a
formação da competência em informação A intenção desta parte da pesquisa consistia em identificar ações para formação
de usuários em relação à busca e seleção de informações no acervo e na web;
avaliação de fontes de informação; compartilhamento da informação;
orientações à pesquisa em âmbito escolar e acadêmico; atividades lúdicas; e uso
ético e crítico da informação; que podem contribuir para a formação de
habilidades para a competência em informação. Quanto ao processo de busca e seleção da informação por parte de seus
usuários, algumas das participantes se referiram às estratégias que utilizam para
facilitar a localização no acervo. Nesse sentido, duas das participantes que
atuam em biblioteca escolar mencionaram o uso das cores, assim como a
separação por tipo de materiais (mais finos, com mais ilustrações), além da
organização tradicional do acervo, buscando facilitar para que os estudantes
menores possam se localizar na biblioteca. Aguiar (2012, p. 41) salienta que a organização da informação na
biblioteca escolar é muito significativa, pois [...] favorece a recuperação da informação de forma independente, e
por isso auxilia o processo de aprendizagem das crianças, de um
modo geral e em particular àquelas dos anos iniciais do ensino
fundamental, não só para as pesquisas escolares, mas para toda vida
acadêmica. [...] favorece a recuperação da informação de forma independente, e
por isso auxilia o processo de aprendizagem das crianças, de um
modo geral e em particular àquelas dos anos iniciais do ensino
fundamental, não só para as pesquisas escolares, mas para toda vida
acadêmica. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019 Q
,
g
,
,
, p
,
/
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 [...] favorece a recuperação da informação de forma independente, e
por isso auxilia o processo de aprendizagem das crianças, de um
modo geral e em particular àquelas dos anos iniciais do ensino
fundamental, não só para as pesquisas escolares, mas para toda vida
acadêmica. 5 Apresentação e discussão dos dados Guedes e Farias (2007) se referem ao ambiente da biblioteca e a
importância deste espaço ser bem sinalizado, organizado, autoexplicativo, de
forma que o estudante possa aprender a se localizar dentro do mesmo,
desenvolvendo sua autonomia. Assim como no estudo realizado pelas autoras,
em que a maioria dos bibliotecários afirmou que o espaço é bem organizado e
apresenta estratégias que facilitam seu entendimento pelo público, na presente
pesquisa isso também ficou evidente. A Participante 2 expôs que na instituição
em que trabalha “[...] foi dividido o acervo também, em I e J, infantil e juvenil,
para o pessoal saber, e os alunos começarem a conhecer onde está [o material e
ter independência para acessá-lo]”. Esta participante também mencionou que
colocou faixas coloridas nas estantes, indicando a faixa etária de cada parte do | 24 Educação para competência em informação e as ações
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acervo, possibilitando, assim, que os estudantes reconheçam os materiais
adequados para sua idade. Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará acervo, possibilitando, assim, que os estudantes reconheçam os materiais
adequados para sua idade. A participante 1 também citou uma atividade realizada com a professora
de Literatura, em que duas vezes por ano fazem uma gincana na qual as crianças
precisam localizar materiais no acervo, possibilitando, de maneira lúdica, a
localização em relação aos materiais e a independência no uso da biblioteca. As bibliotecárias que atuam nas bibliotecas escolares e na biblioteca
pública expuseram sobre diversas ações promovidas de forma lúdica, buscando
auxiliar as crianças em seu processo de aprendizagem e autonomia na busca e
uso da informação. Nesse sentido, a Participante 3 relatou que fazem workshops,
oficinas e cursos. Destacou uma ação específica, desenvolvida pela biblioteca,
denominada friendship (amizade), em que os usuários escrevem cartas para
pessoas de outros países. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados Essa bibliotecária atua em uma biblioteca de escola de
idiomas, espaço em que desenvolve várias ações para a aprendizagem de outro
idioma. Já a Participante 4 reportou que durante as férias escolares a biblioteca
oferece entre “[...] as programações um dia de produção de história, no outro,
jogos, no outro, dobradura, palestras [...]”. Outra ação mencionada pelas
Participantes 3 e 4 é o encontro às cegas, em que a biblioteca organiza uma
mesa com livros embrulhados e os estudantes escolhem sem saber qual o título
ou tema do livro. Nos relatos dessas participantes, percebe-se o envolvimento
dos usuários nessas atividades e a relevância para sua interação com a
biblioteca. Assim como, visualizou-se a importância das ações realizadas pelas
bibliotecárias, que podem contribuir tanto para a autonomia dos usuários na
busca da informação como para o uso e produção da informação, que são
essenciais para a formação de habilidades para a competência em informação Vale ainda mencionar que as atividades citadas pelas bibliotecárias
participantes desta pesquisa se aproximam das ações já relatadas por
bibliotecários escolares nos estudos de Guedes e Farias (2007), Silva, Neves e
Gomes (2013) e Bedin (2017), as quais visam promover a aprendizagem das
crianças por meio de ações lúdicas. A Participante 2 expôs um projeto realizado pela biblioteca escolar onde
atua, e como as crianças reagiram a ele. Ela comentou que iniciou um projeto de | 25 Educação para competência em informação e as ações
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E-ISSN 1808-5245 Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 leitura com estudantes do 1º ao 5º ano, no qual eles contavam histórias aos mais
pequenos e uma das regras do projeto era que as histórias precisavam ser de
algum livro. Umas das alunas inventou uma história e escreveu um livro para
realizar a contação aos colegas. O que se pode ressaltar na fala dessa
bibliotecária é que, além de participar das atividades, os estudantes também
colaboram na sua elaboração. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx doi org/10 19132/1808 5245253 13 39 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados Educação para competência em informação e as ações
realizadas por bibliotecários
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará atividades que convidem a comunidade a participar ativamente do espaço destas
unidades informacionais. atividades que convidem a comunidade a participar ativamente do espaço destas
unidades informacionais. As participantes deste estudo mencionaram, também, as ações realizadas
para capacitação e formação de usuários no uso de bases de dados ou demais
fontes de informação. No âmbito das bibliotecas universitárias, a Participante 5
relatou sobre as capacitações no uso de base de dados na semana de recepção
aos novos estudantes, ainda complementou que, após estas atividades, eles
sempre retornam à biblioteca para tirar dúvidas durante seu processo de
formação. Semelhante a isso, as Participantes 6 e 7 citaram que, no início de cada
ano letivo, oferecem treinamentos básicos que auxiliam o usuário na busca do
material pelo nome do autor e título. Assim como orientam os usuários na
pesquisa para elaboração de artigos, especialmente no uso do Portal de
Periódicos da Capes e recursos disponíveis no Instituto Brasileiro de Informação
em Ciência e Tecnologia (IBICT). Em relação ao uso de fontes de informação
para pesquisa, é imprescindível a participação dos bibliotecários nesse processo. Conforme argumenta Soares (2014), a pesquisa é um momento importante para
o desenvolvimento de habilidades informacionais, já que depende da busca,
seleção, avaliação e uso das informações. Embora a competência em informação
não se restrinja apenas às habilidades de busca e uso da informação, vale
salientar que esses são os primeiros passos para desenvolvê-la, já que a
autonomia para buscar, selecionar e usar a informação precede o processo de
uso reflexivo e as ações de produção e compartilhamento da informação,
inerentes à competência em informação. No âmbito das bibliotecas escolares, apesar das diferenças no processo
de busca da informação quando comparadas às universitárias, é possível
perceber, através das ações mencionadas, os esforços das bibliotecárias em
auxiliar seus estudantes no uso das fontes. Nesse sentido, a Participante 1
apontou que auxilia os estudantes do ensino médio na seleção de fontes
confiáveis por meio de uma lista de sites, que fica disponível ao lado dos
computadores utilizados por eles durante as pesquisas na internet. Bedin, Chagas e Sena (2015, p. 5 Apresentação e discussão dos dados E isso é relevante para a formação da competência
em informação, já que, de acordo com a ACRL (2016), a competência em
informação inclui diversas habilidades, dentre elas, a produção da informação,
que, nesse caso, pôde ser evidenciada quando a estudante criou e escreveu uma
história para ser contada aos seus colegas. A Participante 3 também relatou atividades desenvolvidas pelos próprios
usuários, denominadas “[...] movimento fazer (Maker Space), que é onde você
volta a fazer as coisas que você delegava para as indústrias, descobre como é
feito [...]”. Ela menciona que planejam realizar uma atividade de programação
de jogos, onde os estudantes poderão desenvolver seus próprios jogos
eletrônicos. Tal atividade auxilia na promoção da criatividade, pois o estudante
não vai apenas participar de jogos ou brincadeiras, mas auxiliar no seu processo
de criação e desenvolvimento. Em relação ao movimento citado pela participante, Santos Neto e
Zaninelli (2017, p. 02) dissertam que [...] o maker space seja um dispositivo para inovar o contexto
biblioteconômico, vislumbra-se que ele possa ser inserido em
diversos
tipos
de
equipamentos
informacionais,
isto
é,
universitários, públicos, especializados, escolares etc. Os autores reiteram que, nas bibliotecas, este movimento tem como
objetivo não apenas o acesso às tecnologias, mas a formação em relação à
competência em informação e competência digital, para que estes usuários
possam, de maneira autônoma, tornar tangível seus projetos e ideias. Esse
conceito necessita de uma aproximação entre a comunidade de usuários e as
tecnologias e, por meio disso, é possível que as bibliotecas incentivem a
criatividade de seus usuários. O movimento Maker pode, ainda, ser citado como
caminho para a aproximação entre as bibliotecas e suas comunidades, criando | 26 Educação para competência em informação e as ações
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atividades que convidem a comunidade a participar ativamente do espaço destas Educação para competência em informação e as ações
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E-ISSN 1808-5245
atividades que convidem a comunidade a participar ativamente do espaço destas
unidades informacionais. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados 370), em sua pesquisa com bibliotecários
escolares, observaram que, em relação à formação para utilização de fontes de | 27 Educação para competência em informação e as ações
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realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 informação na web, “[...] os dados mostraram um índice negativo, pouco
explorado no ambiente escolar.” Percebe-se necessidade de mais atividades
referentes à avaliação de fontes de informação da web. Apesar dos esforços
relatados pelas bibliotecárias participantes da presente pesquisa, pode-se notar
que ainda não há uma percepção dos administradores das instituições e
professores em relação à importância dos recursos informacionais para a
pesquisa escolar e formação dos estudantes. No sentido da avaliação das fontes de informação, Tomaél, Alcará e
Silva (2016) ressaltam que esse procedimento sempre foi relevante e tem se
intensificado com a proliferação de fontes de informação digitais, tornando-se
cada vez mais necessário. Assim sendo, as autoras propõem alguns parâmetros
para avaliação das fontes de informação digitais, entre eles estão a
confiabilidade, a credibilidade, a precisão, a integridade e a relevância da
informação. Em alguns relatos, foi possível perceber que os bibliotecários têm
procurado auxiliar seus usuários na seleção das fontes de informação,
principalmente na web. A participante 5 diz que nem sempre os estudantes
sabem a confiabilidade de fontes, principalmente na internet, então ela auxilia
no estabelecimento de critérios, tais como a confiabilidade e a atualidade das
informações recuperadas. Nesse caso, a bibliotecária orienta os usuários a
identificarem a procedência e o autor responsável e suas credenciais, assim
como a data de criação ou atualização da fonte de informação. Retomando as atividades mencionadas pelas participantes bibliotecárias
de bibliotecas escolares, é relevante citar as atividades realizadas em parceria
com os professores. Nesse caso, vale destacar que algumas enfatizaram que os
professores solicitam sua ajuda no momento da seleção do material para as
atividades das disciplinas. Porém, relataram que não há uma sistemática na
realização dessas parcerias, e que, nem sempre, os professores avisam com
antecedência sobre as pesquisas que serão realizadas pelos estudantes,
inviabilizando assim o planejamento e a organização do material bibliográfico
para subsidiar as pesquisas escolares. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados Conforme aponta Bedin (2017), diversos profissionais citaram os
professores como parte essencial para o bom desenvolvimento de seu trabalho,
sendo que as parcerias se dão por meio da “[...] escolha do acervo, o | 28 Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará acompanhamento do planejamento de sala de aula e o desenvolvimento de
projetos [...]”. Para bibliotecários que atuam em instituições de ensino, o
desenvolvimento de atividades alinhadas com os docentes é de grande ajuda,
não apenas na interação da biblioteca com a instituição e na sua valorização
enquanto parte do processo de aprendizagem, mas também é essencial para o
desenvolvimento de habilidades transversais necessárias aos estudantes, com as
quais a biblioteca tem muito a colaborar. Já em relação às parcerias nas bibliotecas universitárias, a Participante 5
comentou que existe um trabalho sendo realizado com os professores, por meio
de um projeto denominado “Caminhos Jurídicos”, no qual ela está inserida e
realiza orientações e atividades com vistas à busca e uso da informação. A ação
mencionada pela bibliotecária vai ao encontro da proposta realizada pelo
documento da ACRL (2016, p. 21) de oferecer “[...] recursos para aperfeiçoar a
competência do corpo docente [...]”, assim como incluir ações para a formação
da competência em informação no currículo dos cursos. Dessa forma, é possível
que não só os professores se tornem mais capacitados para formar seus
estudantes, como também entendam as necessidades de ações voltadas para a
competência em informação no currículo de forma integrada. Vale salientar que as bibliotecárias também auxiliam seus usuários na
apresentação dos conteúdos, seja em relação à normalização bibliográfica, por
meio da orientação e disponibilização das normas, ou demais necessidades,
como o uso de power point. A Participante 1, responsável por uma biblioteca
escolar, informou que os estudantes já constroem projetos de pesquisa científica,
e que estes procuram auxílio da biblioteca para sanar necessidades ligadas a este
projeto. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados Ela menciona uma atividade denominada “Projetão na Iniciação
Científica”, em que os estudantes são orientados não apenas na busca da
informação, mas também na elaboração e apresentação de trabalhos. Segundo
ela, os estudantes apresentam dificuldades para inserir anexos em e-mails,
organizar slides e até mesmo para criar seus e-mails. Ainda relacionado à apresentação e elaboração de trabalhos científico, a
Participante 5, que é responsável por uma biblioteca universitária especializada,
relatou sobre uma semana de atividade da qual a biblioteca é parte, e que
ministra palestras sobre | 29 Educação para competência em informação e as ações
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[...] como fazer projeto, como fazer o TCC, normalizar, fazer
pesquisa em bases de dados, então a gente leva isso na semana
jurídica, e a gente tem notado que além dos nossos alunos, os alunos
das [demais] universidades da região têm ido participar também. (PARTICIPANTE 5) Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 [...] como fazer projeto, como fazer o TCC, normalizar, fazer
pesquisa em bases de dados, então a gente leva isso na semana
jurídica, e a gente tem notado que além dos nossos alunos, os alunos
das [demais] universidades da região têm ido participar também. (PARTICIPANTE 5) Semelhante à ação citada pela bibliotecária, Lima e colaboradores (2017)
mencionam a Semana de Metodologia e Produção Científica, promovida pela
Universidade Federal do Ceará (UFC), na qual diversas atividades são
ministradas com o objetivo de auxiliar os estudantes na realização de suas
pesquisas acadêmicas. Para os autores, essas ações contribuem de forma positiva
para minimizar as lacunas informacionais dos indivíduos, mostrando, ainda, que
a biblioteca é adequada para auxiliar nos processos de pesquisa e fomentar
discussões em relação à construção do conhecimento. Em relação ao uso de recursos informacionais digitais, algumas
participantes da pesquisa evidenciaram sua importância na formação da
competência em informação, como pode ser identificado no relato da
Participante 3: “Quando eu entendo essa competência informacional, eu vejo
essa parte de você ensinar a fazer uma pesquisa, ele aprender a usar os recursos,
[que] hoje você necessita para a aprendizagem [...]”. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5 Apresentação e discussão dos dados As Participantes 3 e 5
relatam o uso de mídias sociais para alcançar a comunidade de usuários, a
participante 5 citou o uso de recursos, em especial o Facebook. Apesar destas
duas menções, pode-se perceber que ainda são poucas as ações que fazem uso
de mídias sociais como ferramenta para auxiliar no compartilhamento da
informação e na formação de seus usuários. A participante 3 também salientou sobre os conteúdos que são
trabalhados nas atividades promovidas pela biblioteca: “[...] a gente traz ciência,
tecnologia, engenharia, artes, matemática, liderança, empreendedorismo, esses
são os temas”. De acordo com ela, essa atividade possibilita ao estudante o
conhecimento e o aprendizado sobre as diferentes áreas e permite a visão do
todo, para que o próprio estudante possa descobrir a área que mais se identifica. Assim como permite respeitar e aceitar as diferenças em relação às opções dos
demais estudantes. Essa integração entre os conteúdos também é considerada por Dudziak
(2005), ao apontar que conteúdos pré-determinados podem estreitar os | 30 Educação para competência em informação e as ações
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realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 horizontes e diminuir as oportunidades de descoberta ativa dos estudantes. Para
a autora, a transdisciplinaridade beneficia o ensino, que vai além do projeto
pedagógico voltado para o contexto disciplinar, e questiona fragmentações da
realidade, sendo também esse o sentido da competência em informação. Ela
ainda complementa que a biblioteca pode ser o ponto de mudança, agregando
novos valores não condicionados à educação tradicional e à separação de
conteúdos por disciplinas, mas centralizando aspectos multidisciplinares e
convergindo-os em atividades que considerem as “[...] experiências pessoais dos
aprendizes, reconhecendo suas diferenças e complexidade.” (DUDZIAK, 2005,
p. 9). [...] a gente tem o grupo no WhatsApp, e-mail, essas coisas, e tem
um encontro também, no mínimo uma vez por ano, em que todas as
bibliotecárias se encontram, fora as outras atividades que são por
Skype. E então, a gente acaba conversando bastante, tanto esses
colegas do próprio trabalho quanto com os outros das outras
instituições. (PARTICIPANTE 5) Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 5.2 Processo e necessidades de formação do bibliotecário em relação à
competência em informação Na categoria relacionada à formação dos bibliotecários, foi questionado sobre
que formas utilizam para obter formação voltada para a competência em
informação. Nesse sentido, além da graduação em Biblioteconomia, as
bibliotecárias ressaltaram os recursos e fontes utilizadas para complementação
de sua formação. A Participante 5 mencionou que buscou ajuda de outros
profissionais da mesma área para ampliar a sua formação: “[...] para me
capacitar, para poder capacitá-los, eu entrei nos grupos jurídicos de São Paulo,
já que é uma biblioteca especializada em Direito.” A Participante 7 destacou
que, para tirar dúvidas, trocar ideias e se atualizar em algumas situações,
também faz contato com outros bibliotecários: A Participante 3 também enfatizou que desenvolveu parcerias com
outras bibliotecas, com as quais realizava encontros mensais e citou que
precisou buscar formação em outras áreas, além da Biblioteconomia, para poder
atuar na sua unidade de informação. Para tal, ela buscou formação | 31 Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245
complementar em cursos de extensão e pós-graduação, mencionou também a
participação em cursos de empreendedorismo e o uso do YouTube para assistir
cursos e palestras relevantes à formação de suas habilidades Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 p
Ana Maria Mendes Miranda e Adriana Rosecler Alcará complementar em cursos de extensão e pós-graduação, mencionou também a
participação em cursos de empreendedorismo e o uso do YouTube para assistir
cursos e palestras relevantes à formação de suas habilidades. É possível notar que a formação exigida destes bibliotecários requer
conhecimentos multidisciplinares, que vão muito além dos aspectos ligados
apenas à Biblioteconomia ou à Ciência da Informação. Isso reforça a
importância do aprender a aprender ao longo da vida, endossando que, para a
competência em informação, são requeridas habilidades diversificadas, as quais
se constituem em pilares importantes que auxiliam o bibliotecário a reconhecer
suas necessidades e buscar informações que o ajudem a supri-las. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019 5.2 Processo e necessidades de formação do bibliotecário em relação à
competência em informação Algumas participantes reportaram-se ao processo de formação ocorrido
durante a graduação. A participante 5 ressaltou que seu interesse para
desenvolver ações de capacitação dos usuários começou durante a frequência
em algumas disciplinas, e também apontou um evento de Biblioteconomia como
parte importante da sua formação enquanto multiplicadora de habilidades. Soares (2014) também considera, em sua pesquisa, que os eventos da área
auxiliam muito na formação dos profissionais e no desenvolvimento de ações
educativas no âmbito das bibliotecas. Evidencia-se, assim, que os eventos
técnicos e científicos podem ser considerados uma importante fonte de
informação,
aprendizagem
e
compartilhamento
de
experiências
para
profissionais e podem contribuir para a formação continuada dos mesmos. Já a Participante 6 ressaltou que, durante a graduação, aprendeu a
auxiliar no desenvolvimento da autonomia do usuário. A partir dos relatos das
bibliotecárias, foi possível perceber que a graduação não é suficiente para a
educação para a competência em informação. Isso se evidenciou especialmente
porque, na ocasião da formação, as bibliotecárias participantes desta pesquisa
não tiveram a oportunidade de refletir sobre as questões relativas à competência
em informação nas disciplinas que frequentaram. Assim como não tiveram
disciplinas específicas sobre a temática, com exceção de uma das participantes
que teve a oportunidade de frequentar uma disciplina de competência em
informação no mestrado. Ainda se referindo ao curso de graduação, as participantes da pesquisa
consideram que a formação em Biblioteconomia forneceu a base para a atuação | 32 Educação para competência em informação e as ações
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará profissional, porém, assim que ingressaram no mundo do trabalho, precisaram
buscar a formação continuada. Também foi possível perceber que estas
profissionais se mostram flexíveis ao desenvolver ações nas bibliotecas,
buscando contextualizar os conteúdos aprendidos na academia às necessidades
apresentadas pela unidade de informação. De forma geral, os resultados indicam que as participantes deste estudo
têm buscado diferentes formações e recursos para suprir as necessidades de
novos conhecimentos e desenvolver ações que visem à formação de seus
usuários. 5.2 Processo e necessidades de formação do bibliotecário em relação à
competência em informação Em relação a essa formação complementar, ficou evidente que
algumas das participantes são bastante proativas quanto à busca de novas ideias
e aprendizagem para a sua atuação. Na continuidade da discussão sobre as questões relacionadas à formação
das bibliotecárias, indagou-se, também, sobre a necessidade de alguma
formação que gostariam de ter para sua atuação profissional. Para tal, as
bibliotecárias referiram-se a algumas atividades que poderiam ser oferecidas
para contribuir com a formação das habilidades informacionais e que
auxiliariam no desenvolvimento de ações para a formação da competência em
informação. Em relação à biblioteca escolar, destacaram a falta dos conteúdos que
abordassem atividades lúdicas e pedagógicas para apoiar nas ações de formação
para competência em informação. Já no que tange às formações voltadas para
bibliotecas universitárias, foram mencionadas as constantes mudanças nas fontes
de informação e bases de dados. Nesse sentido, uma das participantes externou
seu interesse, e talvez de outros profissionais da área, em participar de cursos e
oficinas sobre estas ferramentas, para aprimorar seus conhecimentos sobre o
tema e, consequentemente, obter melhores condições para capacitar seus
usuários. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 6 Considerações finais As ações relatadas pelas bibliotecárias são bastante variadas, de acordo com o
contexto de cada unidade de informação. Também foi possível notar que, apesar
das dificuldades que algumas bibliotecárias apresentaram para desenvolver estas | 33 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 ações, elas têm envidado esforços para que estas aconteçam da melhor forma. E,
mesmo não sendo diretamente relacionadas à competência em informação, as
ações que desenvolvem podem contribuir tanto para a formação dos usuários
quanto às habilidades para a competência em informação, seja para maior
autonomia no uso da biblioteca e na busca da informação, ou para o uso mais
reflexivo da informação. Quanto às necessidades de formação das bibliotecárias, é visível a
demanda por formação complementar, além da graduação, especialmente no que
se refere à falta de formação pedagógica dessas bibliotecárias. Isso porque, nos
relatos sobre sua formação na graduação, explicitaram que não tiveram
disciplinas voltadas à competência em informação e às práticas pedagógicas
para desenvolver ações de formação para os usuários. Ficou evidente que, em
relação a esse aspecto, elas buscam conhecimentos em cursos de educação
continuada e por meio do compartilhamento de experiências de outros
profissionais. Nesse sentido, é importante uma maior aproximação entre os
campos de atuação do bibliotecário e as instituições de ensino, de modo a
atender às necessidades de educação para a competência em informação. Assim
como é imprescindível integrar a competência em informação ao longo da
formação dos bibliotecários, seja por meio de disciplinas específicas para tal ou
de modo transversal nos currículos dos cursos de Biblioteconomia. Durante o grupo de foco, o compartilhamento e a reflexão sobre as
experiências e habilidades já desenvolvidas por alguns profissionais chamou a
atenção de outras participantes, que demonstraram interesse em receber
formação das bibliotecárias que possuíam mais domínio em determinada área de
atuação. Esse aspecto nos permite constatar que muitos bibliotecários têm
desenvolvido ações no intuito de formar seus usuários, revelando ser preciso
disponibilizar espaços nas instituições de ensino superior para que estas ações
sejam reconhecidas e compartilhadas com estudantes e demais profissionais. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 6 Considerações finais Assim como se evidenciou a relevância do bibliotecário multiplicador da
competência em informação. Outro resultado que merece destaque foi a possibilidade de vislumbrar
a competência em informação como algo que vai além das habilidades para | 34 Educação para competência em informação e as ações
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realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará
E-ISSN 1808-5245 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará buscar e usar a informação, como relatado na fala de uma das participantes do
grupo de foco ao mencionar a sua percepção em relação ao papel da biblioteca: [...] é esse apresentar, esse compartilhar, esse momento de
aprendizagem junto [com o usuário]; você passa a atividade em que
um está ensinando o outro; eles ensinam a gente, nem tudo a gente
sabe, muitas vezes a gente aprende com eles, muita coisa, e ensina
também. A fala da bibliotecária contempla uma dimensão da competência que é
ressaltada nesta pesquisa, que está na possibilidade de compartilhar as
experiências de aprendizagem de maneira a colaborar com a formação do outro. Para finalizar, vale enfatizar que a competência em informação não
perpassa apenas aspectos profissionais ou acadêmicos da vida de um indivíduo,
ela deve ser adotada como uma das maneiras de formar cidadãos mais reflexivos
frente ao ambiente informacional, mais conscientes de seu papel social, mais
autônomos no processo de busca de informações e mais éticos na produção e
compartilhamento de conteúdo. Assim, a visão de educação para a competência
em informação colabora para uma formação profissional adequada às
necessidades atuais da sociedade, permitindo às instituições de ensino formarem
pessoas mais dispostas e capazes de utilizar a informação em prol de uma
sociedade mais justa e igualitária. AGUIAR, N. C. Organização da informação em bibliotecas escolares:
contribuições para a competência informacional infantil. Biblioteca Escolar em
Revista, São Paulo, v. 1, n. 2, p. 31-44, 2012. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 BARDIN, L. Análise de conteúdo. Lisboa: Edições 70, 1977. BARDIN, L. Análise de conteúdo. Lisboa: Edições 70, 1977. BEDIN, J. A atuação do bibliotecário escolar na formação de estudantes
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Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 E-ISSN 1808-5245 BARDIN, L. Análise de conteúdo. Lisboa: Edições 70, 1977. Informação e
Sociedade, João Pessoa, v. 18, n. 2, p. 41-53, maio/ago. 2008. | 36 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
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Ê LIMA, J. S. et al. Semana de metodologia & produção científica: contribuições
da biblioteca universitária para a formação acadêmica. BARDIN, L. Análise de conteúdo. Lisboa: Edições 70, 1977. In: CONGRESSO
BRASILEIRO DE BIBLIOTECONOMIA, DOCUMENTAÇÃO E CIÊNCIA
DA INFORMAÇÃO, 27., 2017, Fortaleza. Anais [...] Fortaleza: FEBAB, 2017. MATA, M. L.; ALCARÁ, A. R. Análise das práticas educacionais dos
bibliotecários em bibliotecas universitárias com enfoque na educação de
usuários e na competência em informação. In: ENCONTRO NACIONAL DE
PESQUISA EM CIÊNCIA DA INFORMAÇÃO 17 2016 B hi
A
i [ ] BRASILEIRO DE BIBLIOTECONOMIA, DOCUMENTAÇÃO E CIÊNCIA
DA INFORMAÇÃO, 27., 2017, Fortaleza. Anais [...] Fortaleza: FEBAB, 2017. MATA, M. L.; ALCARÁ, A. R. Análise das práticas educacionais dos
bibliotecários em bibliotecas universitárias com enfoque na educação de
usuários e na competência em informação. In: ENCONTRO NACIONAL DE
PESQUISA EM CIÊNCIA DA INFORMAÇÃO, 17., 2016, Bahia. Anais [...]
Bahia: UFBA, 2016. MIRANDA, A. M. M.; ALCARÁ, A. R. Ações para o desenvolvimento e
formação das habilidades informacionais. In: SEMINÁRIO EM CIÊNCIA DA
INFORMAÇÃO, 7., 2017, Londrina. Anais [...] Londrina: Departamento de
Ciência da Informação, 2017. p. 171-186. | 37 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 E-ISSN 1808-5245 PERES, M.; MIRANDA, A.; SIMEÃO, E. Promoção de competências em
informação: formação para iniciação científica no ensino superior e
comunidades. Revista Ibero-americana de Ciêencia da Informação, Brasília,
v. 9, n. 1, p. 213-220, 2016. SANTOS NETO, J. A.; ZANINELLI, T. B. Bibliotecas com MakerSpaces:
tendência ou necessidade de inovação? In: CONGRESSO BRASILEIRO DE
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BIBLIOTECONOMIA, DOCUMENTAÇÃO E CIÊNCIA DA
INFORMAÇÃO 27 2017 F
t l
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i [ ] F
t l
FEBAB 2017 SANTOS NETO, J. A.; ZANINELLI, T. B. Bibliotecas com MakerSpaces:
tendência ou necessidade de inovação? In: CONGRESSO BRASILEIRO DE
BIBLIOTECONOMIA, DOCUMENTAÇÃO E CIÊNCIA DA
INFORMAÇÃO, 27., 2017, Fortaleza. Anais [...] Fortaleza: FEBAB, 2017. BIBLIOTECONOMIA, DOCUMENTAÇÃO E CIÊNCIA DA
INFORMAÇÃO, 27., 2017, Fortaleza. Anais [...] Fortaleza: FEBAB, 2017. SILVA, A. S. R.; NEVES, D. A. B.; GOMES, M. Y. F. S. Avaliação da
biblioteca escolar para o desenvolvimento de competências informacionais: a
experiência da biblioteca do Instituto Federal da Bahia – Campus Camaçari. Biblioteca Escolar em Revista, São Paulo, v. 2, n. 1, p. 20-40, 2013. SOARES, L. V. O. A formação como aliada no exercício do papel educativo
do bibliotecário na escola. 2014. BARDIN, L. Análise de conteúdo. Lisboa: Edições 70, 1977. Dissertação (Mestrado em Ciência da
Informação) - Escola de Ciência da Informação, Universidade Federal de Minas
Gerais, Belo Horizonte, 2014. TOMAÉL, M. I.; ALCARÁ, A. R.; SILVA, T. E. Fontes de informação digital:
critérios de qualidade. In: TOMAÉL, M. I.; ALCARÁ, A. R. (org.). Fontes de
informação digital. Londrina: Eduel, 2016. UEZU, D.; ARAÚJO, P. C.; ESTEVÃO, J. S. B. A educação de usuários
sistematizada e institucionalizada: o caso do programa de educação continuada
de usuário do sistema de bibliotecas (SIBI) da Universidade Federal do Paraná UEZU, D.; ARAÚJO, P. C.; ESTEVÃO, J. S. B. A educação de usuários
sistematizada e institucionalizada: o caso do programa de educação continuada
de usuário do sistema de bibliotecas (SIBI) da Universidade Federal do Paraná
(UFPR). In: SEMINÁRIO NACIONAL DE BIBLIOTECAS
UNIVERSITÁRIAS, 18., 2014, Belo Horizonte. Anais [...] Belo Horizonte,
UFMG, 2014. (
)
(UFPR). In: SEMINÁRIO NACIONAL DE BIBLIOTECAS
UNIVERSITÁRIAS, 18., 2014, Belo Horizonte. Anais [...] Belo Horizonte,
UFMG, 2014. VITORINO, E. V.; PIANTOLA, D. Competência informacional: bases
históricas e conceituais: construindo significados. Ciência da Informaçã,
Brasília, v. 38, n. 3, p. 130-141, set./dez., 2009. Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Education for information literacy and actions performed by
librarians Abstract: The objective of the research was to verify the actions that the
librarians develop for the formation of skills for the users information literacy
and their needs in relation to these actions. For that, it was carried out a field,
descriptive, and qualitative research , with seven librarians from different types
of libraries as participants. The data were collected through a focus group with
some librarians to identify their experiences, actions and needs for educational
practices focused on information literacy. Data analysis was based on the | 38 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Em Questão, Porto Alegre, v. 25, n. 3, p. 13-39, set./dez. 2019
doi: http://dx.doi.org/10.19132/1808-5245253.13-39 Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará Educação para competência em informação e as ações
realizadas por bibliotecários
Ana Maria Mendes Miranda e Adriana Rosecler Alcará E-ISSN 1808-5245 content analysis technique. Among the results it was possible to notice that the
librarians have carried out several activities to train their users, that can
contribute to the information literacy. It is concluded, however, that it is still
necessary to strengthen the links between the fields of activity and educational
institutions, in order to assist librarians with their needs regarding education for
information literacy. Likewise, it is evident the relevance of making information
literacy integrated into the process of training librarians, approaching it as a
transversal content present in different disciplines, in view of training
professionals prepared to seek and use information in a more critical, ethical and
reflective way. content analysis technique. Among the results it was possible to notice that the
librarians have carried out several activities to train their users, that can
contribute to the information literacy. It is concluded, however, that it is still
necessary to strengthen the links between the fields of activity and educational
institutions, in order to assist librarians with their needs regarding education for
information literacy. Likewise, it is evident the relevance of making information
literacy integrated into the process of training librarians, approaching it as a
transversal content present in different disciplines, in view of training
professionals prepared to seek and use information in a more critical, ethical and
reflective way. Keywords: Information literacy. Formation of informational skills. Training for
information literacy. Recebido: 30/08/2018
Aceito: 03/02/2019 | 39
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https://openalex.org/W2016074962
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http://ainfo.cnptia.embrapa.br/digital/bitstream/item/92751/1/Temperamento-Acta-Animal-Science.pdf
|
English
| null |
Breed and selection line differences in the temperament of beef cattle
|
Acta Scientiarum. Animal Sciences
| 2,013
|
cc-by
| 5,286
|
renças de temperamento entre raças e linhas de seleção para gado de corte Diferenças de temperamento entre raças e linhas de seleção para gado de corte RESUMO. O temperamento de quatro raças bovinas foi avaliado utilizando-se o teste de velocidade de
fuga (FT) e o escore de comportamento (BST). FT foi definida como o tempo necessário para animais
percorrerem uma distância de 2 m após a pesagem. BST foi baseada no comportamento dos animais na
balança, amostrando-se quatro categorias de comportamento: movimentos, intensidade de respiração,
vocalizações e coices. Os coeficientes de herdabilidade de FT e BST foram estimados com uso de um
modelo de máxima verossimilhança restrita, considerando meio irmãos paternos. Caracu apresentou
menores médias para BST do que as demais raças. Nelore apresentou resultados intermediários, seguida
por Guzerat e Gyr com médias mais elevadas (p < 0,05). Resultados similares foram observados para FT,
mas as médias de Caracu e Nelore não diferiram entre si. Observou-se baixa associação entre FT e BST
(rp= -0,36; p < 0,01). A correlação entre rank de touros ordenados pelos seus valores preditos (p) para FT e
BST foi moderada e negativa (rs = -0,63; p < 0,001). A herdabilidade de FT e BST foi de 0,35 e 0,34,
respectivamente. A comparação de rebanhos Nelore com diferentes critérios de seleção para peso corporal
mostrou que linhas de seleção podem modular positivamente o temperamento de Bos indicus. Palavras-chave: vacas de corte, comportamento, medo, manejo. Ubiratan Piovezan1*, Joslaine Noely dos Santos Gonçalves Cyrillo2 and Mateus José Rodrigues
Paranhos da Costa3 1Empresa Brasileira de Pesquisa Agropecuária, Cx. Postal 109, 79320-900, Corumbá, Mato Grosso do Sul, Brazil. 2Estação Experimental de
Sertãozinho, Instituto de Zootecnia, Sertãozinho, São Paulo, Brazil. 3Departamento de Zootecnia, Faculdade de Ciências Agrárias e Veterinárias,
Universidade Estadual de São Paulo, Jaboticabal, São Paulo, Brazil. *Author for correspondence. E-mail: piovezan@cpap.embrapa.br ABSTRACT. The temperament of four beef cattle breeds were measured using a flight time test (FT) and
a behavior score test (BST). FT was defined as the time taken by animals to cross a distance of 2 m after
weight scale. The BST used a visual assessment of cattle behavior in which the results of four categories
defined the score: movements, breathing intensity, vocalization and kicking. FT and BST coefficients of
heritability were estimated using the restricted maximum likelihood, considering half siblings. Caracu
presented a lower BST value than the other breeds. Nellore presented intermediate results, followed by
Guzerat and Gyr with similar and higher means (p < 0.05). Similar results were observed with FT, but
Caracu and Nellore did not differ from each other. A low association between FT and BST was found (rp=
-0.36; p < 0.01). The correlation between a sire’s ranking, according to the predicted breeding values (p)
estimated for FT and BST, was moderate and negative (rs = -0.63; p < 0.001). Heritability estimates for
FT and BST were 0.35 and 0.34, respectively. Inside Nellore breed, herds with different selection criteria
for weight were compared. Our results show that selection line based on weight might positively modulate
temperament of Bos indicus cattle. Keywords: beef cows, behavior, fear, husbandry. Keywords: beef cows, behavior, fear, husbandry. Diferenças de temperamento entre raças e linhas de seleção para gado de corte Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Acta Scientiarum. Animal Sciences http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Acta Scientiarum
Doi: 10.4025/actascianimsci.v35i2.16426 http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Acta Scientiarum
Doi: 10.4025/actascianimsci.v35i2.16426 http://www.uem.br/acta
ISSN printed: 1806-2636
ISSN on-line: 1807-8672
Doi: 10 4025/actascianims Palavras-chave: vacas de corte, comportamento, medo, manejo. Material and methods The temperament assessments were conducted
during weighing handling procedures, which started
in the calving season (April of 1996, when cows and
calves were weighed just after calving), and included
assessments at the beginning of the breeding season
(around 2 months later), at the end of breeding
season (3 months after the previous assessment) and
during
weaning
procedures
(approximately
3
months after the end of breeding season). Two
methods were used to assess cattle temperament: the
BST for the reactions of cows during weighing,
adapted from Fordyce et al. (1982), and the FT as
described by Burrow (1997). All measurements were
conducted during and immediately after weighing. BST was scored first, followed by FT. This study was conducted on a research farm
(Estação Experimental de Zootecnia de Sertãozinho,
EEZS; 21º09’ S, 48º05’W) in Sertãozinho city, State
of São Paulo, Brazil. Four breeds of beef cattle were raised in the
EEZS, under similar handling conditions: three Bos
indicus breeds (Nellore, Guzerat and Gyr) and one
native breed, Caracu, a Bos taurus that originated in
Brazil through the crossing-breeding of Iberian
cattle. The herds had been selected based on live
weight selection criteria since 1981. Reproductive
failure and old age were the criteria normally used to
define which cows would be culled. However, in
some cases, health, udder problems and bad
temperament were also considered. More details of
the EEZS cattle selective breeding program have
been described in Souza et al. (2010). y
The BST included four variables. The first of
these variables was cow movement intensity (CM),
which was scored from 1 to 5. CM = 1 when the
cow remained quiet most of the time inside the
weigh-scale, presenting only occasional head and tail
movements. CM = 2 when the cow changed its
position inside the weigh-scale only a few times but
did not keep its hooves in the same position for
more than few seconds; occasional movements of
head and tail were present. CM = 3 when the cow
presented frequent movements inside the weigh-
scale, with frequent and vigorous head and tail
movements. CM = 4, when the cow rarely
remained still inside the weigh-scale, presenting
frequent, vigorous and abrupt movements of the
head and tail. CM = 5, when the cow was in
continuous movement, presenting strong head and
tail movements that included jumping and forcing
the weigh-scale walls with its head. y
Temperament measurements Temperament measurements Acta Scientiarum. Animal Sciences Introduction clear that knowledge about cattle temperament has
practical and economic implications (BIRO; STAMPS,
2008; RÉALE et al., 2007). It is accepted that animals with excitable
temperaments are more difficult and dangerous to
handle
than
those
with
calm
temperaments
(BURROW, 2001; MARTIN; RÉALE, 2008; RÉALE
et al., 2007). It is also accepted that animals with poor
temperaments are generally less productive (KING et
al., 2006). Animal reactions toward humans have been
assessed in numerous ways and studied in different
scenarios, which has aimed to solve practical problems
during handling or to define which animals should not
be selected to reproduce in a breeding program. It is The practical definition of temperament is based
on the intensity of a bovine’s reactions to specific
situations or handling procedures (MAFFEI et al.,
2006). Nevertheless, other approaches to animal
temperament adopt a wider concept and define the
variable as a pool of individual psycho physiological
traits that determine emotional reactions (RÉALE et al.,
2007). Indeed, such approaches make the practical
assessment of temperament much more complex. Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Acta Scientiarum. Animal Sciences 208 Piovezan et al. In the present study, cattle temperament was
assessed using two measures, flight time (FT) and
behavior score test (BST), to test the following
hypotheses: 1) temperament varies between and within
cattle breeds; 2) differences in temperament within
breeds can be explained by additive genetic inheritance;
and 3) there is a strong relationship between the FT
and BST methods of assessing cattle temperament. of grass. Approximately 30 days before calving, the
cows were driven into the paddocks where they
remained in groups until 24h after calving. All
paddocks were situated next to the farmyard in
places with intense movements of people and
animals around them. In the calving paddocks, cows
were fed once a day with silage of corn or sorghum
with hay and cotton seeds as concentrate. y
Temperament measurements Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 where: N = number of offspring, R =0.25 (half sibling
relationships), h2 = heritability, t = 0.25h2 (for paternal
half sibling), Ps = average of sibling, and Pc = average
of the contemporary group. The waiting time in the corral (TW), defined as
the length of time from arrival in the corral until
release from the weigh-scales was also measured. During weighing, the farm employees scored the
cows according to their body condition (BC). Because BC did not vary, it was represented by two
classes of condition: poor and good. The Spearman coefficient of correlation was
used to compare the rankings of 30 sires sorted by
their predicted breeding values (p) estimated by FT
and BST. The Pearson correlation coefficient
between FT and BST was also estimated. Tukey test
were used to compare BST and FT means between
breeds and between herds within the Nellore breed. Data analyses The adherence of BST and FT distribution of
probability to the normal distribution was tested by
the
procedure
PROC
Univariate,
and
the
components of variance were estimated using the
restricted
maximum
likelihood
methodology
(REML) by the procedure, Proc Varcomp, using the
SAS software (LITTEL et al., 1991), according the
following model: Reactivity of the cattle in the weight scale 209 collection. BST was recorded for 1550 cows,
including 364 Nellore, 536 Guzerat, 257 Gyr and
393 Caracu. Yijklm = dependent variable BST or FT, μ =
general average, ri = fixed effect of breed, cj = fixed
effect of body condition, pik = random effect of sire
within breeds, aijl = random effect of animal within
sires and breeds, and eijklm = random error. collection. BST was recorded for 1550 cows,
including 364 Nellore, 536 Guzerat, 257 Gyr and
393 Caracu. Each
behavioral
variable
was
recorded
independently during weighing, and the final BST
was
defined
by
the
combination
of
these
measurements, according to the following criteria: Each
behavioral
variable
was
recorded
independently during weighing, and the final BST
was
defined
by
the
combination
of
these
measurements, according to the following criteria: j
Three other variables (TW = waiting time in the
corral, EO = entrance order, and AGE = cow age)
were included in the model as covariables for
adjustment purposes. The heritability of BST and FT
considered the information of paternal half-sisters
(FALCONER; MACKAY, 1996), and the heritabilities
were calculated according to the following equation: g
g
BST = 1 when: CM = 1, BI = 0 or 1, VO = 0
or 1 and KIC = 0; BST = 2 when: CM = 1 and BI ≥ 2; or CM =
2 and BI = 0, 1 or 2 (if VO or KIC = 0); or CM = 2
and BI = 3, independent of VO and KIC results. p
BST = 3 when: CM = 2 (if BI ≥ 2); or CM = 3 BST = 3 when: CM = 2 (if BI ≥ 2); or CM = 3
and BI = 0, 1 or 2 (if VO or KIC = 0); or CM = 3
and BI = 3, independent of VO and KIC results. h2 = 4σ2p / (σ2pe + σ2 error) (
);
and BI = 0, 1 or 2 (if VO or KIC = 0); or CM = 3
and BI = 3, independent of VO and KIC results. (
)
and BI = 0, 1 or 2 (if VO or KIC = 0); or CM = 3
and BI = 3, independent of VO and KIC results. where:
2 BST = 4 when: CM = 3 (if BI ≥ 2); or CM = 4
and BI = 0, 1, 2 (if VO or KIC = 0); or CM = 4
and BI = 3, independent of VO and KIC results. BST = 4 when: CM = 3 (if BI ≥ 2); or CM = 4
and BI = 0, 1, 2 (if VO or KIC = 0); or CM = 4
and BI = 3, independent of VO and KIC results. h2 = heritability coefficient, σ2p = sire effect, and
σ2 pe + σ2 error = total variance. p
BST = 5 when: CM = 4 (if BI ≥ 2); or CM =
5, independent of the other results. Sires with fewer than four progeny in the
population were not considered in the statistical
analysis. The standard error of h2 was estimated
according to Falconer (1989). p
FT was measured as the time taken by a cow to
cross a 2 m distance immediately after leaving the
weigh-scale. Times were recorded by a digital
chronometer connected to photoelectric cells fitted
just after the scale exit and 2 m ahead. The
chronometer was switched on when the cow crossed
the first pair of photoelectric cells and switched off
when it reached the second pair of cells. The
reasoning behind this methodology is that cattle
with an undesirable temperament (more reactive)
will run when leaving the scale, presenting lower
times than those with good temperaments. We
recorded FT for 345 cows (88 Nellore, 113 Guzerat,
50 Gyr and 94 Caracu) during the calving season. The data analyses performed only for the
Nellore breed considered the fixed effect of herd
instead of the breed fixed effect in the model and
did not consider the component of variance of
animal within sire and breed. The predicted breeding values (p) of sires for FT
and AS were calculated by: P = Pc +Rh2 [n / 1+(n-1)t] (Ps – Pc) Acta Scientiarum. Animal Sciences Material and methods The second BST
variable was breathing intensity (BI), which was
scored from 0 to 3, where BI = 0 for no audible
breath, BI = 1 for audible breath, BI = 2 for very
deep breath, or BI = 3 for snorting or snoring. The
third variable was vocalization (VO), where VO = 0
for no vocalization or VO = 1 for one or more
vocalizations. The final BST variable was kicking
(KIC), where KIC = 0 for no kicking or KIC = 1
for one or more kicks. The repeatability within and
between observers had been tested previously for all
measurements, and high correlations (from 90 to
95%) were achieved before initiating BST data There were three herds of the Nellore breed in
the EEZS, which were defined according to
different selection criteria for live weight. In the
Selection herd (NeS), selective breeding was applied
using only sires and cows with live weight
performance above the herd average. In the control
herd (NeC), no selective breeding was applied. In
the traditional herd (NeT), selective criteria were
similar to those used in the selection herd
(MERCADANTE et al., 2003). Prior to this work,
carried out during the years of 1996 and 1997, no
temperament trait had been considered in the EEZS
selection program. The percentage of maiden female
heifers was approximately 20%, and the stocking rate
was approximately two Animal Unit (cow) per ha. Cows observed in this study were at least 3 years
old; pasture grazed and had received mineral
supplementation. The herds were kept in different
paddocks and went to the corral six times per year. The
cows
were
handled
separately
during
temperament assessment. All farm cows were
submitted to similar conditions and experienced the
same handling routines. The calving season coincides with the end of the
dry season, which is characterized by high air
temperature, low air humidity, high intensity of
solar radiation, and low availability and poor quality Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Acta Scientiarum. Animal Sciences Reactivity of the cattle in the weight scale Results and discussion The BST statistical analysis showed significant
effects of breed, sire within breed and animal within
sire and breed (p < 0.01), but no significant effects of
body condition (R2 = 0.72, CV = 37.17%). There was
a significant effect of breed (p < 0.01, R2 = 0.36, CV =
58.86%) on FT. Acta Scientiarum. Animal Sciences
Yijklm =μ + ri + cj + pik + aijl + eijklm
where: Yijklm =μ + ri + cj + pik + aijl + eijklm Yijklm =μ + ri + cj + pik + aijl + eijklm The Guzerat and Gyr breeds presented the
highest scores for BST, which did not differ Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Acta Scientiarum. Animal Sciences 210 Piovezan et al. between each other. These breeds were followed by
Nellore and Caracu (Table 1).The Gyr and Guzerat
breeds had the lowest flight times, and their means
did not differ from each other. Nellore and Caracu
had higher FT means and did not differ from each
other (Table 1). possibilities were considered to explain the significant
effect of waiting time in the corral on the temperament
of the Nellore breed: cattle with more excitable
temperaments are the last to leave the corral because
they try to avoid going through the facilities, or the
cattle get more excitable as time passes due to a
negative environmental effect on them. Table 1. Behavior score test (BST) and flight time (FT) means
and standard errors, according to cattle breed. BST
BST
FT
FT
Breeds
Mean ± SE
N
Mean±SE
N
Caracu
1.52c ± 0.83
393
2.52a ± 1.21
94
Gyr
2.48a ± 1.22
257
1.51b ± 0.97
50
Guzerat
2.59a ± 1.33
536
1.64 b ± 1.18
113
Nellore
2.20b ± 1.21
364
2.14a ± 1.18
88
BST = Behavioral score test, FT = Flight time (seconds). Means followed by the same
letter do not differ from each other (Tukey, p < 0.05). Table 1. Behavior score test (BST) and flight time (FT) means
and standard errors, according to cattle breed. g
The difference in temperament between the
selection herd (NeS) and control herd (NeC) of the
Nelore breed suggests that breeding selection based
on live weight could affect cattle temperament in a
desirable way. Although this was not planned, it may
be that a genetic correlation exists. Results and discussion As a result,
differences among line selection herds could be a
side effect of the breeding program to increase live
weight at 378 days of age in the EEZS. The Nellore
Selection herd has been submitted to the highest
selection pressure for live weight for decades. The
observed status of temperament is, in part, a
consequence of the selection criteria adopted in the
past. Favorable correlated responses in temperament
following selection for live weight at 378 days in
Nellore cattle was conferred from the comparison
between herds. This result is in agreement with
studies in which poor temperaments were associated
with low performances (BURROW; PRAYAGA,
2004; PRAYAGA et al., 2009). Hence, the observed
response may be specific only to these herds (e.g., it
may be due to the use of one or two sires that
happened to have a high expected breeding value for
live weight and also good temperament). BST = Behavioral score test, FT = Flight time (seconds). Means followed by the same
letter do not differ from each other (Tukey, p < 0.05). BST = Behavioral score test, FT = Flight time (seconds). Means followed by the same
letter do not differ from each other (Tukey, p < 0.05). For the Nellore breed, we found significant
effects of AGE and TW (p < 0.05 and p < 0.01,
respectively) only for BST. The mean age (± SD) of
the studied cows was 6.28 ± 2.76 years. The average
time waiting in the corral was of 2.34 ± 1.54h. Significant effects (p < 0.05) of herd and sire within
herd were found in Nellore (Table 2). Table 2. Behavior score test (BST) means and standard errors
according to herds within the Nellore breed. Table 2. Behavior score test (BST) means and standard errors
according to herds within the Nellore breed. Table 2. Behavior score test (BST) means and standard errors
according to herds within the Nellore breed. Herds
N
Mean ±SE
Control
68
2.69a ± 1.437
Selection
147
2.13bc ± 1.185
Traditional
189
1.97c ± 1.038
Means followed by the same letter do not differ from each other (Tukey, p < 0.05). The BST and FT heritability estimates (± SE)
were 0.34 ± 0.000244 and 0.35 ± 0.000764,
respectively. The Pearson’s correlation coefficient
between BST and FT was negative and significant
(rp = -0.36; p < 0.01). Acta Scientiarum. Animal Sciences References FIGUEIREDO, L. G. G.; ELER, J. P.; MOURÃO, G. B.;
FERRAZ, J. B. S.; BALIEIRO, J. C. C.; MATTOS, E. C. Análise genética do temperamento em uma população da FIGUEIREDO, L. G. G.; ELER, J. P.; MOURÃO, G. B.;
FERRAZ, J. B. S.; BALIEIRO, J. C. C.; MATTOS, E. C. Análise genética do temperamento em uma população da
raça
Nelore. Livestock
Research
for
Rural
Development, v. 17, n. 17, p. 1-7, 2005. FORDYCE, G.; GODDARD, M.; SEIFERT, G. W. The
measurement of temperament in cattle and effect of
experience and genotype. Animal Production in
Australia, v. 14, p. 329-332, 1982. Another point to consider about cattle reactivity is
the consequence of decreasing the cattle response in
Brazilian field conditions. It may be that less responsive
cows are not desirable in circumstances in which the
herd faces predator attack. Such situations are still
common in certain parts of Brazil, where young calves
can be attacked by pumas (Puma concolor), jaguars
(Panthera onca) and vultures (Cathartes spp). raça
Nelore. Livestock
Research
for
Rural
Development, v. 17, n. 17, p. 1-7, 2005. FORDYCE, G.; GODDARD, M.; SEIFERT, G. W. The
measurement of temperament in cattle and effect of
experience and genotype. Animal Production in
Australia, v. 14, p. 329-332, 1982. FORDYCE, G.; HOWITT, C. J.; HOLROYD, R. G.;
O'ROURKE,
P. K.;
ENTWISTLE,
K. W. The
performance
of
Brahman-Shorthorn
and
Sahiwal-
Shorthorn beef cattle in the dry tropics of northern
Queensland - Scrotal circumference, temperament,
ectoparasite resistance, and the genetics of growth and
other
traits
in
bulls. Australian
Journal
of
Experimental Agriculture, v. 36, n. 1, p. 9-17, 1996. FORDYCE, G.; HOWITT, C. J.; HOLROYD, R. G.;
O'ROURKE,
P. K.;
ENTWISTLE,
K. W. The
performance
of
Brahman-Shorthorn
and
Sahiwal-
Shorthorn beef cattle in the dry tropics of northern
Queensland - Scrotal circumference, temperament,
ectoparasite resistance, and the genetics of growth and
other
traits
in
bulls. Australian
Journal
of
Experimental Agriculture, v. 36, n. 1, p. 9-17, 1996. GAULY, M.; MATIAK, H.; HOFFMAN, K.; KRAUS,
M.; ERHARDT, G. Estimating genetic variability in
temperamental traits in German Angus and Simental
Cattle. Applied Animal Behaviour Science, v. 74,
n. 2, p. 109-119, 2001. In resume, the temperament varied between and
within cattle breeds; differences within breeds can
be explained by additive genetic inheritance. Results and discussion The sire rank according to
predicted breeding values estimated for FT and BST
was negatively correlated and significant (rs = -0.63;
p < 0.001; N = 30). g
g
p
)
Even thought feel animals have been evaluated in
this study (345), the FT heritability coefficient
found was similar to those estimated by Burrow
(2001) and Nkrumah et al. (2007), who reported h2
from 0.40 to 0.44 and from 0.31 to 0.67,
respectively. The same occurred with BST, which is
also in agreement with the heritability estimates
reported in the literature. In the literature, values of
heritability range from 0.16 (FIGUEIREDO et al.,
2005) to 0.67 (FORDYCE et al., 1982), when
subjective scores were adopted. The maximum value
of heritability determined was 0.70 (FORDYCE
et al., 1996) when using the flight distance test. Independent
of
the
method
to
measure
temperament, previous studies found moderate to
high heritability coefficients when estimated by
mixed models of analysis (BURROW, 2001;
GAULY et al., 2001). The heritability values
presented here corroborates evidence of additive
genetic factors controlling cattle responses to human
handling. These results assure that temperament can
be controlled by selection and are useful knowledge
for Brazilian farmers, who usually raise Zebu or
Zebu cross-breed cattle. Both temperament measures indicated significant
differences among the breeds. The Bos taurus breed
(Caracu) scores were better than the Bos indicus breeds
(Nellore, Guzerat and Gyr). These results are in
agreement with the opinion of EEZS livestock
workers, who indicated, prior to data collection, that
the Caracu herd was easier to handle than the other
breeds and that the Guzerat and Gyr breeds were more
difficult to handle. These conclusions indicate that
BST and FT assessments have practical utility as
indicators of cattle temperament, and they can be used
for selection of cattle with better temperament. The data analysis of the Nellore breed confirmed
that age and waiting time in the corral were also
important in the expression of cattle temperament. Similar results were reported by Burrow (1997).Two Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Acta Scientiarum. Animal Sciences 211 References Phenotypic association between the flight time and
behavior score tests was low, but the association
between the predicted breeding values of sires
according those traits was moderate to high. Selection focused on live weight did not adversely
affect the temperament of Bos indicus. Reactivity of the cattle in the weight scale The analyses determined a low association
between BST and FT. If we consider that the
behavior score is a measurement that restricts bovine
movements and that flight time does not involve
restriction, our results are comparable with the
reported by Curley Jr. et al. (2006), which found
low association between measurements with and
without cattle movement restriction. References References BIRO, P. A.; STAMPS, J. A. Are animal personality traits
linked to life-history productivity? Trends in Ecology
and Evolution, v. 23, n. 7, p. 361-368, 2008. BURROW, H. M. Measurements of temperament and their
relationships with performance traits of beef cattle. Animal
Breeding Abstracts, v. 65, n. 7, p. 477-495, 1997. BURROW, H. M. Variances and covariances between
productive and adaptive traits and temperament in a
composite breed of tropical beef cattle. Livestock
Production Science, v. 70, n. 3, p. 213-233, 2001. BURROW, H. M. Variances and covariances between
productive and adaptive traits and temperament in a
composite
breed
of
tropical
beef
cattle. Livestock The correlation between sire ranking according
to predicted breeding values estimated for FT and
BST was moderate and negative. Sire selection based
on these measures might not achieve similar results. p
p
p
composite breed of tropical beef cattle. Livestock
Production Science, v. 70, n. 3, p. 213-233, 2001. BURROW, H. M.; PRAYAGA, K. C. Correlated
responses
in
productive
and
adaptive
traits
and
temperament following selection for growth and heat
resistance in tropical beef cattle. Livestock Production
Science, v. 86, n. 1, p. 143-161, 2004. g
Although it is possible and useful to include
cattle temperament as a criterion for selective
breeding, it is still not common in the management
of Brazilian herds. This fact is probably because
there is no clear definition of which measurement
system should be used. Petherick et al. (2009)
suggested that FT would be more related to innate
components of temperament, while BST is supposed
to be more related to the learned components of that
trait. If this is the case, then age effects will be
significant for BST, whereas they are likely to be less
significant with FT. Otherwise, our study corroborates
that idea. Consequently, the quality of handling
routines and the farm facilities help define which
temperament measurement is more suitable. CURLEY JR., K. O.; PASCHAL, J. C.; WELSH, J. T. H.;
RANDEL, R. D. Technical note: Exit velocity as a
measure of cattle temperament is repeatable and associated
with serum concentration of cortisol in Brahman bulls. Journal of Animal Science, v. 84, n. 11, p. 3100-3103,
2006 Journal of Animal Science, v. 84, n. 11, p. 3100-3103,
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genetics. Harlow: Longman Sci and Tech, 1989. FALCONER, D. S.; MACKAY, T. F. C. Introduction
to quantitative genetics. 4th ed. New York: Longman,
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Creative Commons Attribution License, which permits unrestricted use, distribution,
and reproduction in any medium, provided the original work is properly cited. Acta Scientiarum. Animal Sciences Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013 Conclusion KING, D. A.; SCHUEHLE PFEIFFER, C. E.; RANDEL, R. D.; WELSH JR., T. H.; OLIPHINT, R. A.; BAIRD, B. E.;
CURLEY JR., K. O.; VANN, R. C.; HALE, D. S.; SAVELL,
J. W. Influence of animal temperament and stress
responsiveness on the carcass quality and beef tenderness of
feedlot cattle. Meat Science, v. 74, n. 3, p. 546-556, 2006. We
conclude
that
breed
influences
the
temperament of beef cattle. On average, Bos indicus
breeds had poorer temperament evaluations. Our
study found those flight time and behavior score test
are both indicative of temperament and are moderately
heritable. Therefore, these measures could be useful in
cattle selection programs to improve both innate
temperaments and responsiveness to training. LITTEL, R. C.; FREUND, R. J.; SPECTOR, P. C. SAS
System for linear models. 3rd ed. Cary: SAS Institute
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OLIVEIRA, M. E. C.; SILVA, C. Q. Animal reactivity in a
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Brasileiro
de
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assessment and habituation to novelty in eastern chipmunks,
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2008. PRAYAGA, K. C.; CORBET, N. J.; JOHNSTON, D. J.;
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to growth, pubertal and carcass traits in two tropical beef
cattle genotypes. Animal Production Science, v. 49,
n. 6, p. 413-425, 2009. RÉALE, D.; READER, S. M.; SOL, D.; MCDOUGALL,
P. T.; DINGEMANSE, N. J. Integrating animal
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M. E. Z.;
PACKER,
I. U.;
RAZOOK,
A. G.;
CYRILLO,
J. N. S. G.;
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to selection for yearling weight on reproductive
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FONSECA, L. F. S.; FERREIRA, L. M. S.; REGATIERI, SOUZA, F. R. P.; MERCADANTE, M. E. Z.;
FONSECA, L. F. S.; FERREIRA, L. M. S.; REGATIERI,
I. C.; AYRES, D. R.; TONHATI, H.; SILVA, S. L.;
RAZOOK, A. G.; ALBUQUERQUE, L. G. Assessment
of DGAT1 and LEP gene polymorphisms in three Nelore
(Bos indicus) lines selected for growth and their
relationship with growth and carcass traits. Journal of
Animal Science, v. 88, n. 2, p. 435-441, 2010. NKRUMAH, J. D.; CREWS JR., D. H.; BASARAB, J. A.;
PRICE, M. A.; OKINE, E. K.; WANG, Z.; LI, C.; MOORE,
S. S. Genetic and phenotypic relationships of feeding
behavior and temperament with performance, feed efficiency,
ultrasound, and carcass merit of beef cattle. Journal of
Animal Science, v. 85, n. 10, p. 2382-2390, 2007. Received on March 30, 2012. Accepted on May 28, 2012. Received on March 30, 2012. PETHERICK, J. C.; DOOGAN, V. J.; HOLROYD, R. G.;
OLSSON, P.; VENUS, B. K. Quality of handling and
holding yard environment, and beef cattle temperament: 1. Relationships with flight speed and fear of humans Applied PETHERICK, J. C.; DOOGAN, V. J.; HOLROYD, R. G.;
OLSSON, P.; VENUS, B. K. Piovezan et al. Quality of handling and
holding yard environment, and beef cattle temperament: 1. Relationships with flight speed and fear of humans. Applied
Animal Behaviour Science, v. 120, n. 1, p. 18-27, 2009. Accepted on May 28, 2012. Relationships with flight speed and fear of humans. Applied
Animal Behaviour Science, v. 120, n. 1, p. 18-27, 2009. p
g
p
pp
Animal Behaviour Science, v. 120, n. 1, p. 18-27, 2009. Maringá, v. 35, n. 2, p. 207-212, Apr.-June, 2013
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Physical activity patterns among South-Asian adults: a systematic review
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REVIEW Open Access Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 6 Keywords: Physical activity, Inactivity, South Asia, Adults Studies in the United Kingdom have shown that the risk
of diabetes is 3 to 5 times higher for immigrants from
Bangladesh, India and Pakistan compared with the native
white Caucasian population, with an associated increased
risk of complications, morbidity and mortality [3]. South
Asia has the highest number of patients with diabetes and
the prevalence of diabetes among adults is over 10% in
many parts of the region [4]. This increased metabolic risk
among South Asians appears to be multi-factorial, where
unhealthy dietary habits and physical inactivity are coupled
with genetic predisposition [5]. Physical inactivity increases
the risk of developing abdominal adiposity, diabetes and
cardiovascular disease [6]. Furthermore, physical inactivity
is considered the fourth leading risk factor for global Physical activity patterns among South-Asian
adults: a systematic review Chathuranga D Ranasinghe1*, Priyanga Ranasinghe2, Ranil Jayawardena3 and Anoop Misra4 Chathuranga D Ranasinghe1*, Priyanga Ranasinghe2, Ranil Jayawardena3 and Anoop Misra4 © 2013 Ranasinghe et al.; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the
Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly cited. * Correspondence: chath_r@yahoo.com.au
1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka
Full list of author information is available at the end of the article Abstract Physical activity (PA) has many beneficial physical and mental health effects. Physical inactivity is considered the
fourth leading risk factor for global mortality. At present there are no systematic reviews on PA patterns among
South Asian adults residing in the region. The present study aims to systematically evaluate studies on PA patterns
in South Asian countries. A five-staged comprehensive search of the literature was conducted in Medline, Web of
Science and SciVerse Scopus using keywords ‘Exercise’, ‘Walking’, ‘Physical activity’, ‘Inactivity’, ‘Physical Activity
Questionnaire’, ‘International Physical Activity Questionnaire’, ‘IPAQ’, ‘Global Physical Activity Questionnaire’ and
‘GPAQ’, combined with individual country names. The search was restricted to English language articles conducted
in humans and published before 31st December 2012. To obtain additional data a manual search of the reference
lists of articles was performed. Data were also retrieved from the search of relevant web sites and online resources. The total number of hits obtained from the initial search was 1,771. The total number of research articles included
in the present review is eleven (India-8, Sri Lanka-2, Pakistan-1). In addition, eleven country reports (Nepal-3,
Bangladesh-2, India-2, Sri Lanka-2, Bhutan-1, Maldives-1) of World Health Organization STEPS survey from the
South-Asian countries were retrieved online. In the research articles the overall prevalence of inactivity was as
follows; India (18.5%-88.4%), Pakistan (60.1%) and Sri Lanka (11.0%-31.8%). STEPS survey reports were available from
all countries except Pakistan. Overall in majority of STEPS surveys females were more inactive compared to males. Furthermore, leisure related inactivity was >75% in studies reporting inactivity in this domain and people were
more active in transport domain when compared with the other domains. In conclusion, our results show that
there is a wide variation in the prevalence of physical inactivity among South-Asian adults within and between
countries. Furthermore, physical inactivity in South Asian adults was associated with several socio-demographic
characteristics. Majority of South Asian adults were inactive during their leisure time. These Factors need to be
considered when planning future interventions and research aimed at improving PA in the region. Keywords: Physical activity, Inactivity, South Asia, Adults Search strategy
A fi
d A five staged comprehensive search of the literature was
conducted in the following databases; PubMed® (U.S. National Library of Medicine, USA), Web of Science®
[v.5.4] (Thomson Reuters, USA) and SciVerse Scopus®
(Elsevier Properties S.A, USA) for studies published before
31st December 2012. During the first stage the above
databases were searched using the following search
criteria. The Medline database was searched using the
MeSH (Medical Subject Headings) terms ‘Exercise’ and
‘Walking’, with keywords ‘Physical activity’, ‘Inactivity’,
‘Physical Activity Questionnaire’, ‘International Physical
Activity Questionnaire’, ‘IPAQ’, ‘Global Physical Activity
Questionnaire’ and ‘GPAQ’. The search terms were com-
bined with the names of the individual South-Asian
countries; ‘Sri Lanka’, ‘Lanka’, ‘Ceylon’, ‘India’, ‘Bangladesh’,
‘Pakistan’, ‘Nepal’, ‘Bhutan’, ‘Maldives’. The Web of Science
database was searched using all of the above search terms
in article topic. In the SciVerse Scopus database the
above terms were searched in the article title, abstract
or keywords. In the United Kingdom the levels of physical activity
have long been known to be lower in the South Asian
people than in the general white Caucasian population
[14]. The desire to walk, cycle and participate in sports
and recreational activity is low among South Asians in
comparison with the general population in United
Kingdom [14]. Data from the Health Survey for England
found that South Asians were 60% less likely than native
Caucasians to meet government recommendations for
physical activity [15]. Likewise, a systematic review by
Fischbacher et al. (2004) examined physical activity levels
among South Asians and compared it to the general
United Kingdom population and noted that rates were
50–75% less in South Asians [16]. Lack of understanding
about benefits, communication gap with health care
professionals, cultural beliefs and lack of culturally sensi-
tive facilities are some of the potential barriers for physical
activity in South Asians [17]. Swaminathan and Vaz,
systematically reviewed the physical activity level of
children in India [18]. Although there are several stud-
ies from individual South Asian countries on the level
of physical activity among adults in each country, at
present there are no comprehensive systematic reviews
on physical activity patterns among South Asian adults
residing in the region. The aim of this exercise is to
systematically evaluate published work on physical activ-
ity from individual South Asian countries and summarize
as for a common region enabling comparison with other
regions. Introduction South Asia, commonly known as the Indian sub-continent,
is home to almost one-fifth of the world’s population
and is comprised of many diverse ethnic, linguistic and
religious groups [1]. Altogether there are 7 countries in
the region namely; Bangladesh, Bhutan, India, Maldives,
Nepal, Pakistan and Sri Lanka. Although there are signifi-
cant cultural differences between regional countries, South
Asians are an inherently high-risk group for developing
abdominal adiposity, diabetes, cardiovascular diseases [2]. * Correspondence: chath_r@yahoo.com.au
1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka
Full list of author information is available at the end of the article Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Page 2 of 11 Page 2 of 11 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Search strategy
A fi
d In the second stage the total hits obtained from
searching these three databases were pooled together
and duplicates were removed. This was followed by
screening of the retrieved articles by reading the article
title in the third stage and abstracts in stage four. In the
fifth stage individual manuscripts were screened, and those
not satisfying inclusion criteria (given below) were
excluded. To obtain additional data a manual search of
the reference lists of articles selected in stage five was
performed. Wherever possible forward citations of the
studies retrieved during the literature search was traced
and screened for possible inclusion. Furthermore, data
were also retrieved from the search of relevant web sites
and online resources. This search process was conducted
independently by two reviewers (PR and RJ) and the final
group of articles to be included in the review was deter-
mined after an iterative consensus process. The initial
literature search using the above search criteria identified
the following number of articles in the respective databases;
Medline® (n = 121), Web of Science® (n = 424) and SciVerse
Scopus® (n = 1226). The search strategy is summarized
in Figure 1. Methods mortality causing an estimated 3.2 million annual deaths
(6% of global deaths) [7]. A systematic review of published studies reporting physical
activity among South Asian adults residing in South Asia
was undertaken in accordance with the Preferred Reporting
Items for Systematic reviews and Meta-Analyses (PRISMA)
statement (Additional file 1) [19]. Physical activity is defined as any bodily movement
produced by skeletal muscles that substantially elevates
energy expenditure [8]. It is an established fact that
physical activity has many beneficial health effects. Regular
(≥3 times per week) moderate intensity physical activity
such as brisk walking, dancing and gardening decreases
the risk of non-communicable disease [9]. Adequate phys-
ical activity is also known to increase mental well being
[10]. The Harvard alumni study has shown that the alumni
mortality rates were significantly lower among those
who were physically active, even after adjusting for other
lifestyle risk factors [10]. Regular physical activity has
been reported to lower blood pressure in adults with
hypertension [11]. Physical activity assists in weight loss
or a reduction in visceral fat, which could ultimately
help in reducing blood pressure [12]. Participation in
regular physical activity improves blood glucose control
by increasing insulin sensitivity and can prevent or delay
onset of type 2 diabetes [13]. Hence it is evident that
regular physical activity has numerous cardio-metabolic
beneficial effects and the ongoing worldwide epidemic
of cardiovascular and metabolic disease is evidence to the
fact that the general population is physically inactive. Results The total number of research studies included in the
present review is eleven (India-8, Sri Lanka-2, Pakistan-1). In addition, country reports (n = 11, Nepal-3, Bangladesh-2,
India-2, Sri Lanka-2, Bhutan-1, Maldives-1) of World Health
Organization (WHO) STEPS survey for non-communicable
disease risk factors for the South-Asian countries were re-
trieved by searching the WHO website (http://www.who. int/chp/steps/reports/en/index.html). The sample size in
research studies varied from 416–6,940 and the study
setting for research studies were urban (n = 2), rural (n = 3)
or both (n = 6). In the STEPS surveys sample sizes were
between 2,026 and 44,491. Most research studies used
self designed interviewer administered questionnaires Quality assessment adults (>15 years of age), b) Cross‐sectional study design or
being the first phase of a longitudinal study, c) Geographic-
ally and temporally defined population from any of
the South Asian countries mentioned above, d) Being
an original study presenting data on physical activity,
e) Evaluating physical activity using questionnaires, f)
Published in English, or with detailed summaries in
English and g) Peer-reviewed fully published research
papers. Studies limited to adults engaged in a particular
profession, based in hospitals/institutions and confined to
those with diagnosed illnesses were excluded. In addition
conference proceedings, editorials, commentaries and book
chapters/book reviews were excluded. All included research studies were assessed for quality
and assigned a rating of either “good” (6–7 points), “fair”
(4–5 points) or “poor” (1–3 points) by two reviewers (DCR
and RJ). The following seven criteria were used and
each one was given a point; 1) appropriateness of research
design, 2) appropriate recruitment strategy, 3) adequate
response rate (>50%) 4) representativeness of sample, 5)
usage of objective and reliable measures to assess physical
activity 6) power calculation/justification of numbers and
7) appropriateness of statistical analysis. Inclusion and exclusion criteria The following inclusion criteria were used; a) Population-
based studies among healthy non-institutionalized human Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
Page 3 of 11
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Page 3 of 11 Figure 1 Summarized search strategy. Figure 1 Summarized search strategy. Findings from research studies
d
h
ll
l In India the overall prevalence of inactivity was 18.5%-
88.4% (Table 1). In Indian males the prevalence of
inactivity was 12.7%-66.2%. Majority of the studies (n = 5,
62.5%) reported a prevalence of inactivity < 23% in Indian
males. In Indian females the inactivity prevalence was
17.0%-79.6%, while majority of the studies (n = 5, 62.5%)
reported it to be > 39.5%. The prevalence of inactivity in
urban areas of India was reported as 20.7%-88.7%, while
in rural areas it was 6.6%-88.1%. One study conducted in
rural India reported that physical inactivity was more at
leisure time (males - 85.2%, females - 97.3%), and at work
(male - 57.2%, female - 59.9%) and less during transport
(male - 18.8%, female - 45.7%) [23]. A similar study in
both urban and rural areas of India reported inactivity
more at leisure time (74.0%) and less at work (31.0%) [24]. There were two research studies on physical activity
from Sri Lanka [30,31]. One study was conducted on a
nationally representative sample and the other in the most
populous western province of Sri Lanka. Both studies
looked at urban and rural settings and Inactivity was
defined using a uniformed method (IPAQ). The prevalence
of Inactivity was 11% in the national sample and 31.8% in In India the overall prevalence of inactivity was 18.5%-
88.4% (Table 1). In Indian males the prevalence of
inactivity was 12.7%-66.2%. Majority of the studies (n = 5,
62.5%) reported a prevalence of inactivity < 23% in Indian
males. In Indian females the inactivity prevalence was
17.0%-79.6%, while majority of the studies (n = 5, 62.5%)
reported it to be > 39.5%. The prevalence of inactivity in
urban areas of India was reported as 20.7%-88.7%, while
in rural areas it was 6.6%-88.1%. One study conducted in
rural India reported that physical inactivity was more at
leisure time (males - 85.2%, females - 97.3%), and at work
(male - 57.2%, female - 59.9%) and less during transport
(male - 18.8%, female - 45.7%) [23]. A similar study in
both urban and rural areas of India reported inactivity
more at leisure time (74.0%) and less at work (31.0%) [24]. Only one STEPS survey has been carried out in Bhutan
in the capital city Thimphu (2007, n = 2,484). The overall
inactivity prevalence was 58.6% and females (69.6%)
were more inactive than males (49.8%). Findings from STEPS surveys In the STEPS survey reports there was uniformity in the
sampling and the definition of inactivity. Overall in majority
of studies females were more inactive compared to males
(Table 2). Furthermore, leisure related inactivity was >75%
in studies reporting inactivity in this domain and people
were more active in the transport domain when compared
with other domains (Table 2). Two surveys were done in 2002 (n = 11,409) and 2009
(n = 9,275) in Bangladesh. In 2002, overall prevalence of
physical inactivity was 52.3%. However, in this survey
physical activity was categorised as light, moderate, heavy
based on a likert scale; always, usually, sometimes and
never. Inactivity was defined as people who have never
done light/moderate activities, which was different to the
criteria used in all other WHO STEPS surveys. In the
national sample (2009) the overall inactivity prevalence
was 27%, with more females (41.3%) being inactive than
males (10.5%) (Table 2). Data extraction A separate assessment is not included for the
WHO STEPS surveys conducted according to the uniform
STEPS study protocol which satisfies all of the above
seven criterion used for quality assessment. Definition of inactivity How sedentary lifestyle or inactivity was defined varied
significantly in the different studies that used self designed
questionnaires to evaluate physical activity (Table 1). Phys-
ical Activity Level (PAL) (Estimated total energy expend-
iture per 24 hrs / basal metabolic rate) was calculated in 3
studies and a PAL for inactivity was defined (<1.5/<1.69)
[20-22]. However, there was a wide variation in the def-
inition of physical inactivity in the other studies (Table 1). In the WHO STEPS surveys using the GPAQ, the total of
the categorical score in the 3 domains (work, leisure time
and transport) classifies an individual into three categor-
ies; ‘Inactive’, ‘Moderately active’ and ‘Highly active’. The
‘Inactive’ category includes those who do not perform any
physical activity or those reporting some activity, but not
enough to meet other categories. The same definition was
used in the IPAQ for the ‘Inactive’ category. Data extraction Data were extracted from the included studies by one
reviewer using a standardised form and checked for
accuracy by a second reviewer. The data extracted from
each study were: a) study details (lead author, country/
city, year published/year of survey), b) methods (sample
size, sampling method, age of subjects in years and type
of questionnaire used, definitions), and c) physical activity
data (all adults, males, females and domain specific
data). Discrepancies in the extracted data were resolved by
discussion, with involvement of a third reviewer when
necessary. Page 4 of 11 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 the other study conducted in western province (Table 1). Males (14.6% and 38.5%) were more inactive than females
(8.7% and 24.7%). Inactivity of urban adults was 35.2% and
higher than rural adults (27.6%) in the study from Western
province (Table 1). In the National sample; female gender
(OR:2.1), age > 70 (OR:3.8), urban-living (OR:2.5), Muslim
ethnicity (Sri Lankan Moor) (OR:2.7), tertiary education
(OR:3.6), obesity (OR:1.8), diabetes (OR:1.6), hypertension
(OR:1.2) and metabolic syndrome (OR:1.3) all significantly
increased odds of being ‘inactive’ [31]. The only study
on physical activity conducted in urban Pakistan using
IPAQ showed that prevalence of inactivity was 60.1%
(males-52.1%, females-69.8%) [29]. for evaluation of physical activity (n = 7). International
Physical Activity Questionnaire (IPAQ) was used by 3
research studies and 1 study used WHO STEPS survey
tool. All WHO STEPS surveys used Global Physical
Activity Questionnaire (GPAQ) for the evaluation of
physical activity. Majority of the research studies received
a “good” (n = 5) or “fair” (n = 3) ranking on the quality
assessment, while only 3 were ranked “poor” (Additional
file 2). A separate assessment is not included for the
WHO STEPS surveys conducted according to the uniform
STEPS study protocol which satisfies all of the above
seven criterion used for quality assessment. for evaluation of physical activity (n = 7). International
Physical Activity Questionnaire (IPAQ) was used by 3
research studies and 1 study used WHO STEPS survey
tool. All WHO STEPS surveys used Global Physical
Activity Questionnaire (GPAQ) for the evaluation of
physical activity. Majority of the research studies received
a “good” (n = 5) or “fair” (n = 3) ranking on the quality
assessment, while only 3 were ranked “poor” (Additional
file 2). Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 , Rural, M
579, (Ma
s, Urban
uster sa
416 (M es
racterist
782 (mal
s Urban minister
ys, carryi
activities
y calcula
dex inclu y
onnaire,
zed,
1.40–1.69
onnaire,
physical
nactive:
hour
per week
exercise Findings from research studies
d
h
ll
l Two large
STEPS surveys were done in India in 2003–2005 (6 states,
n = 44,491) and 2007–2008 (7 states, n = 39,064). In 2003
the overall prevalence of physical inactivity was 15.8% and
in 2007 it was 72.3%. This variation could be attributed to
different states used in the two surveys. However Kerala
and Maharashtra states were evaluated in both surveys,
and the overall prevalence of physical inactivity in Kerala/
Maharashtra has increased from 6.7%/6.8% in 2003 to
75.8%/81.2% in 2007. Male and Female physical inactivity
in 2003 was 12.6% and 18.9% respectively. In 2007 preva-
lence of Male and Female physical inactivity was 58.5%
and 75.7% respectively. Overall females were more inactive
than males and urban residents were more inactive than
rural (Table 2). The only STEPS survey conducted in
Maldives (2004) has been conducted in its’ capital city Malē
(n = 2026). p
g
g
at work, home or tran
discretionary time
es 3,768, Females
rban, rural and
ng
Interviewer administe
PAL was calculated an
PAL <1.40 extremely in
sedentary/lightly active
s 260, Females 260),
nd rural, Random
Interviewer administe
Inactive: Sedentary job
exercise or cycling, M
Sedentary job and som
physical exercise and/o
OR Standing job and n
or cycling ural po at work,
discretio
Interview
PAL was
PAL <1.4
sedentary
Interview
Inactive:
exercise
Sedentar
physical
OR Stand
or cycling Findings from research studies
d
h
ll
l More than 90% (Males 91.2%, Females 94.6%) at work, home or transport and
discretionary time
●In males inactivity was 19.7%, while in females it was
17.0%
6,447, (Males 3,768, Females
7-76 yrs, Urban, rural and
xed sampling
Interviewer administered questionnaire,
PAL was calculated and categorized,
PAL <1.40 extremely inactive, PAL 1.40–1.69
sedentary/lightly active
●Extreme inactivity prevalence 9.7% (Males 7.4%,
Females 12.9%), ●Sedentary/lightly active prevalence
62.1% (Males 58.8%, Females 66.7%)
520, (Males 260, Females 260),
rs, Urban and rural, Random
Interviewer administered questionnaire,
Inactive: Sedentary job and no physical
exercise or cycling, Moderately inactive:
Sedentary job and some but <1 hour
physical exercise and/or cycling per week
OR Standing job and no physical exercise
or cycling
●Prevalence of inactivity 29.4%* (Males 12.7%, Females
46.1%, Urban 29.6%, Rural 29.2%), ●Prevalence of
moderate inactivity 21.5%,* (Males 25.7%, Females
17.3%, Urban 30.0%, Rural 13.1%), ●Inactivity was
more in Urban and in females, ●Urban females
waist circumference reduced (p < 0.05) with
increased physical activity, ●BMI showed a steady
decline from inactivity to activity
,825, (Males 650, Females 1175),
Rural population
Interviewer administered questionnaire,
Sedentary lifestyle: those who had never
●40.0% had a sedentary lifestyle (Males 40.8%,
Females 39.7%) males it was
ales 7.4%,
e prevalence
.7%, Females
valence of
%, Females
ctivity was
females
with
ed a steady e in all
s 85.2%,
8.8%,
57.2%
ghest in
roup
2.9%,
ore
than
0%),
more
8.9%,
n 1.64
in
an
n the
r
old
not
d
and
cised vity lev
30-1.56
> 58 yr
w ove
tionary
●Wo
ercise
les, ●
n/day
ross ag
6 yrs ag 5%) and w
nactivity m
%), and le
%), ●Ina
- 59.9%; ●
4 yrs) and
prevalen
1.9% ), ●
poration 2
●Inactivit
(31.0%), ●
%, RR = 1
killed wo
(32.0%, R
3%, RR =
prevalenc
nder diffe
activity w
nactivity p
%), ●Sed
58.8%, F
of inactiv
n 29.6%, 5%) and w
nactivity m
%), and le
%), ●Ina
- 59.9%; ●
64 yrs) and
prevalen
1.9% ), ●
poration 2
●Inactivit
(31.0%), ●
7%, RR = 1
killed wo
(32.0%, R
3%, RR =
prevalenc
ender diffe
activity w
nactivity p
%), ●Sed
58.8%, F
of inactiv
n 29 6%, Females 39.7%) Res
●P
and
olde
fem
mal
you
disc
cho
exe
40.9
high
(rec R
a
o
f
m
y
d
c
e
4
( e,
e +
ure
e y
onnaire,
zed,
1.40–1.69
onnaire,
hysical
nactive:
hour
per week
exercise ose who had never minister
ys, carry
activities
y calcula
dex inclu g
home or tran
nary time
er administer
calculated an
0 extremely in
/lightly active
er administer
Sedentary job
or cycling, Mo
y job and som
exercise and/o
ng job and n ools an
ministe
y level
diture/E
), Seden ools an
ministe
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diture/E
), Seden y y
y essm
rview
sical a
rgy ex
tabolic
L) <1.5 Interview
Inactive:
light/sede
travel, Ina
Composit Interview
Inactive:
light/sede
travel, Ina
Composit Sedentar at work,
discretio
Interview
PAL was
PAL <1.4
sedentar
Interview
Inactive:
exercise
Sedentar
physical
OR Stand
or cycling 441),
ent pling
les 3689),
atified
188) pling
les 3689),
atified
188) pulation s 3,768, Females
rban, rural and
ng
260, Females 260),
d rural, Random ural po 447, (M
-76 yrs
ed sam
20, (Ma
Urban http://www.ijbnpa.org/content/10/1/116 http://www.ijbnpa.org/content/10/1/116 (Males 52.1%, Females 69.8%)
●Females were significantly more inactive than
males (OR: 2.1, 95% CI 1.5–3.1, p < 0.001)
●Prevalence of inactivity 31.8%* (Males 38.5%,
Females 24.7%), ●Inactivity in urban adults 35.2%
(Males 41.0%, Females 29.0), ●Inactivity in rural
adults (Males 35.0%, Females 19.0%), ●Physical
inactivity had a significant association with high
BMI among women irrespective of their urban or
rural living
●Prevalence of inactivity 11.0% (Males 14.6%,
Females 8.7%) th
2% th
2% ral
with
%
an
%,
35.2%
l rban or
%, rban or
%, an 88.7%
on incre
activity 6
e inactiv
< 0.001)
* (Males
rban ad
activity irrespective of thei
ivity 11.0% (Males 1 n 88.7%
on incre
ctivity
e inactiv
0.001)
(Males
ban ad
activity ve of thei
% (Males 1 4% (U
perte
ce of
%)
tly m
–3.1,
y 31.8
vity in
9.0), ● Exercise
.1%), ●P
ck of exer
Males 52.1
Females
ales (OR:
Prevalen
males 24
Males 41.0
ults (Ma BMI amon
rural livin
●Prevalen
Females 8 Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
Page 7 of 11
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http://www.ijbnpa.org/content/10/1/116 Table 2 Summary of findings from STEPS surveys
Country Year
of study
Sample characteristics
Results
Inactive (%)
Inactivity in each domain (%)
Male
Female
Urban
Rural
Total
Work
Transport
Recreation
Bangladesh 2002
Sample size 11,409
NR
NR
50.1#
56.7#
52#
(Male 5,625, Female 5,784)
Age 25–64 yrs
Urban and rural
In capital city - Dhaka
Bangladesh 2009-2010
Sample size 9,275
10.5
41.3
NR
NR
27.0
45.7
44.5
81.9
(Male 4,312, Female 4,963)
Age > 25 yrs
Urban and rural
Bhutan 2007
Sample size 2,484
49.8
69.6
58.6
NA
58.6
69.0
63.2
78.7
(Male 1,138, Female 1,346)
Age 25–74 yrs
Urban
In capital city - Thimpu
India 2003-2005
Sample size 44,491
(Male 21,871, Female 22,620)
Age 15–64 yrs
Urban and rural
6 States in India
1. Assam
8.3
10.7
26.1*
1.6*
9.5*
28.3*
24.6*
NR
2. Delhi
25.5
15.5
26.3*
NR
20.4*
62.9*
39.3*
NR
3. Haryana
16.9
47.6
38.3*
24.6*
32.7*
78.4*
41.9*
NR
4. Kerala
4.8
4.3
7.6*
5.9*
6.7*
18.4*
31.8*
NR
5. Maharashtra
7.7
6.1
14.9*
1.3*
6.8*
24.5*
21.1*
NR
6. http://www.ijbnpa.org/content/10/1/116 Tamil Nadu
16.9
27.2
29.1*
19.9*
22.0*
90.8*
25.1*
NR
India 2007-2008
Sample size 38,064
(Male 16,891, Female 21,173)
Age 24–64 yrs
Urban and rural
7 states in India
1. Andhra Pradesh
55.9
79.7
77.5
63.8
67.7
NR
NR
NR
2.Kerala
64.7
86.2
70.8
74.5
75.8
NR
NR
NR
3. Madhya Pradesh
33.5
52.0
68.3
31.8
42.3
NR
NR
NR
4. Maharashtra
75.4
87.7
86.1
77.2
81.2
NR
NR
NR
5. Mizoram
60.9
82.4
79.1
62.5
71.1
NR
NR
NR
6. Tamil Nadu
57.3
74.2
79.4
61.6
65.8
NR
NR
NR
7. Uttarakhand
64.6
69.7
91.6
57.6
67.1
NR
NR
NR
Maldives 2004
Sample size 2,026
NR
NR
NR
NA
NR
93.2*
NR
NR
(Male 934, Female 1,092)
Age 25–64 yrs
Urban (In Male) Table 2 Summary of findings from STEPS surveys
Country Year
of study
Sample characteristics Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
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http://www.ijbnpa.org/content/10/1/116 Page 8 of 11 Table 2 Summary of findings from STEPS surveys (Continued)
Nepal 2003
Sample size 2,030
73.6
90.9
NR
NA
82.3*
82.3*
27.6*
94.5*
(Male 1,010, Female 1,020)
Age 25–64 yrs
Urban
Nepal 2004-2005
Sample size 7,792
NR
NR
NR
NR
NR
51.5
19.1
86.0
(Male 3,674, Female 4,118)
Age 15–64 yrs
Urban and rural
Nepal 2007
Sample size 4,328
5.2
5.9
NR
NR
5.5
10.6
19.0
83.2
(Male 1,907, Female 2,421)
Age 15–64 yrs
Urban and rural
15 of 75 districts
Sri Lanka 2003
Sample size 3,000
12.1
19.1
NR
NR
15.6
58.3*
NR
94.8*
(Male 1,500, Female 1,500)
Age 15–74 yrs
Urban
One of nine provinces - Western
Sri Lanka 2006
Sample size 11,680
17.9
31.9
NR
NR
25.0
NR
NR
NR
(Male 5,765, Female 5,915)
Age 24–64 yrs
Urban and rural
5 random districts out of all 25 districts
* - calculated from available data; NR – Not reported; NA – Not applicable. http://www.ijbnpa.org/content/10/1/116 Table 2 Summary of findings from STEPS surveys (Continued) - calculated from available data; NR – Not reported; NA – Not applic of the respondents reported that they are physically inactive
at work. In contrast STEPS survey data on physical activity
were available from all countries except Pakistan. All
research studies from the region collectively evaluated
physical activity of 26,360 adults, while STEPS surveys
contained data on 136,579 adults. We observed a marked
variation between research studies in the definition of
physical inactivity and in the questionnaires used. Hence,
comparisons between studies were undertaken with
caution. This barrier was overcome in the STEPS surveys
as they used the GPAQ to evaluate physical activity. It is
important that future researchers try and adhere to this
uniformity in order to derive intra- and inter-regional
comparable data and observe secular trends in physical
activity. The present study mainly focuses on the preva-
lence of physical inactivity and its variations with gender
and area of residence. We also tried to identify inactivity
levels in different domains (work, transport, leisure) as
occupations, transport methods, social and cultural values
differ in this region compared to other regions and the
developed world. Three STEPS surveys have been conducted in Nepal. In
2003 only an urban sample was taken from the capital city
(n = 2,030). In later STEPS surveys both urban and rural
samples were studied (2004 n = 7,792 and 2007 n = 4,328). The 2003 survey reported an overall inactivity of 82.9%
(Males 74.6%, Females 91.2%) in the urban residents. However in contrast the 2007 national sample (conducted
in 15 out of 75 districts) reported that overall inactivity
was only 5.5% (Males 5.2%, Females 5.9%) (Table 2). In
Sri Lanka two STEPS surveys were done in 2003 (single
province, n = 3,000) and 2006 (five districts, n = 11,680). In 2003 overall prevalence of physical inactivity was
15.6% and in 2006 it has increased to 25%. Females
(2003–19.1%, 2006–31.9%) were more inactive than
males (2003–12.1%, 2006–17.9%) in both studies. Discussion To our knowledge this is the first systematic review
evaluating physical inactivity and physical activity patterns
among adults from South Asian countries. Published
research articles evaluating physical activity prevalence
were only available from India, Sri Lanka and Pakistan. We observed several socio-economical factors associated
with physical inactivity. Skilled workers and professionals
were more inactive than unskilled workers in the region
[24]. Similarly, higher education was a significant factor Page 9 of 11 associated with physical inactivity [31]. Among South
Indians, Vaz et al. reported that people engaging in rec-
reational exercise were inactive in other domains
[20,21]. Gender is also an important factor to determining
physical activity levels of a population. Several studies
reported higher physical inactivity among South Asian
women [23,25,29,31,32]. Cultural expectations may restrict
the participation of women in certain forms of physical
activity in some religious and ethnic groups in the region. The traditional role of South Asian women in taking
care of household work and supporting extended family
members may limit the time available for them to engage
in physical activity, in particularly leisure time physical
activities. Low physical activity is one of the contributing
risk factors for the higher obesity levels seen among Asian
Indians [33]. A qualitative study conducted among South
Asians living in United Kingdom found that understanding
external motivators and social context of their lives is
very crucial for developing successful physical activity
interventions [34]. Hence, although exercise is promoted
in public health campaigns to increase the overall physical
activity level of a population, it is important to under-
stand socio-economical factors associated with different
populations in order to deliver effective physical activity
interventions. which were studied in both surveys also showed marked
variation. This could be due to differences in the sampling
frames used. However such dramatic increases in inactiv-
ity over a short period warrants further investigation. The
only surveys conducted in urban capitals of Maldives and
Bhutan had significantly higher prevalence of inactivity. In
Bhutan inactivity was lower compared to Maldives due to
it being mostly an agrarian society with nearly 50% of
the labour force engaged in agriculture as compared to
Maldives where most are involved in the tourism industry
[37]. The most active regional country in the STEPS
surveys was Nepal, possibly due to 80% of the Nepalese
population being involved in agriculture [38]. Discussion In all regional
countries work and transport related activity was higher
compared to leisure time activity. Hence it is important
to consider individual country profiles, proportions of
urbanity and cultures when delivering public health mes-
sages focused on leisure time activity. Comparable nationally representative country data are
available from the WHO World Health Survey (IPAQ
questionnaire) conducted in 2002–2003, where the male
and female inactivity prevalence was as follows; India
9.3% & 15.2%, Nepal 6.7% & 9.7% and Sri Lanka 7.3% &
13.8% [39]. The data are fairly comparable to those from
WHO STEPS surveys in India (2003) and Nepal (2007). In
contrast in Sri Lanka inactivity has markedly increased
from the 2002 World Health Survey to the 2006 STEPS
survey. Several studies show that IPAQ overestimates
inactivity prevalence and under estimates prevalence in
rural areas of developing countries [32,40,41]. The STEPS
surveys have also been conducted in 80 developing
countries around the world allowing for a meaningful
comparison across regions [35]. In the Western Pacific
region (19 countries) inactivity prevalence ranged from
7.5% in Mongolia to 75.3% in Cook Islands with majority of
countries falling between 40%-66%. Eastern Mediterranean
(14 countries) prevalence of inactivity ranged from
30%-60%. In Africa (31 countries) lowest prevalence of
inactivity was observed in Mozambique (6.4%) and highest
in Zimbabwe (79.3%). In nearly half of the African countries
inactivity was <29%. East Asian countries like Myanmar
(12.7%) and Indonesia (22.6%) had prevalence’s of inactivity
comparable with the South Asia and Africans. With the
available data we observe that the persons residing in South
Asian region are more active compared with the Western
Pacific and Mediterranean countries, lying in parallel with
East Asia and Africa. In developing countries with agrarian
economies inactivity was low irrespective of the region
(Nepal, Mongolia, Malawi, Mozambique and Cambodia). However the inactivity prevalence seems to be on the rise
in most Western Pacific countries due to recent economic
transitions. Hence, countries in the South Asian region in
economic transition also need public health planning to
enable the people to maintain their already existing active The WHO STEPwise approach was introduced for
chronic disease risk factor surveillance in order to
close the gap in the availability of data from developing
countries and to strengthen their capacity to conduct
such surveillances [35]. The GPAQ used in these surveys
not only gave uniformity to the gathered data, it also
allowed meaningful comparisons. Ranasinghe et al. International Journal of Behavioral Nutrition and Physical Activity 2013, 10:116
http://www.ijbnpa.org/content/10/1/116 Discussion The GPAQ is known to
be reliable for surveys in developing countries, adaptable
to incorporate cultural differences [36]. The initial STEPS
surveys from the region were mostly in sub-populations
and confined to logistically favourable areas like capitals. Sri Lanka (2006), Nepal (2007) and Bangladesh (2009)
(Inactivity: 25%, 5.5% and 27% respectively) had nationally
representative samples in subsequent surveys. Prevalence
of overall inactivity reduced in these subsequent surveys as
the sample dispersed from populations in urban capitals to
the rural parts of the countries. This highlights the effect of
urbanity on physical activity. However, in the Sri Lankan
STEPS surveys inactivity prevalence has increased in the
second survey (2006), which used a national sample. This is
probably due to the initial survey (2003) being conducted
in more rural areas of the Western province of Sri Lanka,
in contrast to Nepal and Bangladesh where the initial
surveys were from more urbanised capitals. The two large STPES surveys (2003, 2007) from India
contrasted in the prevalence of inactivity, possibly attribut-
able to subjective variations in data collection, inter-state
variations and differences in time and season of data col-
lection. However, data from Kerala and Maharashtra states Page 10 of 11 life styles. We also observe that females were more inactive
in the South Asian region when compared to males, a
finding which is seen in most other regions and even in
developed countries. leisure time. These factors need to be considered when
planning future interventions and research aimed at
improving PA in the region. However, future researchers
should try and adhere to uniformity in definitions and
assessment tools in order to derive intra- and inter-regional
comparable data and observe secular trends. The International Prevalence Study conducted in 2002–
2004 using IPAQ categorized inactivity to be least in China
(6.9%), New Zealand (12.2%), Canada (13.7%), USA (15.9%)
and Australia (17.2%) [42]. We observe that South Asian
activity levels were in parallel or sometimes better than
these developed countries which have longer physical
activity promotion strategies, mainly targeted at improving
leisure time physical activity. However with increased
urbanisation and busy work schedules the leisure time is
also reduced. In the South Asian region we observed that
activity during work and transport is higher than leisure
time activity. Promoting leisure time activity has also
become a challenge in South Asia due to cultural and
attitudinal barriers. Discussion Hence public health messages in
the region should be directed at improving all domains of
activity with work and transport policies of the countries
supporting them. Competing interests The authors declare that they have no competing interests. Received: 7 April 2013 Accepted: 9 October 2013
Published: 12 October 2013 Received: 7 April 2013 Accepted: 9 October 2013
Published: 12 October 2013 References 1. Gupta M, Singh N, Verma S: South Asians and cardiovascular risk: What
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the comprehensive and easily replicable search strategy
applied to 3 major medical databases. In addition we
systematically selected the studies through the application
of well-defined inclusion/exclusion criteria. We would also
like to highlight several limitations in the present review. Firstly, most of studies were limited to regional populations. As South Asian countries have considerably diverse ethnic
groups, the regional findings may not be generalized
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studies have shown that resistance exercise improves over-
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Diabetes at present there is only very limited data available
for South Asians [43,44]. DC, PR and RJ made substantial contribution to conception and study
design. DC, PR and RJ were involved in data collection. DC, PR, RJ and AM
were involved in refining the study design, statistical analysis and drafting
the manuscript. DC, PR, RJ and AM critically revised the manuscript. All
authors read and approved the final manuscript. Additional files Additional file 1: PRISMA 2009 checklist. Additional file 2: Assessment of Quality of the included Research
Studies. Additional file 1: PRISMA 2009 checklist. Additional file 2: Assessment of Quality of the included Research
Studies. Abbreviations Abbreviations
GPAQ: Global physical activity questionnaire; IPAQ: International physical
activity questionnaire; MeSH: Medical subject heading; MET: Metabolic
equivalents; OR: Odds ratio; PAL: Physical activity level; PRISMA: Preferred
reporting in systematic reviews & Meta-Analysis; WHO: World Health
Organization. Author details
1 1Allied Health Sciences Unit, Faculty of Medicine, University of Colombo,
Colombo, Sri Lanka. 2Department of Pharmacology, Faculty of Medicine,
University of Colombo, Colombo, Sri Lanka. 3Institute of Health and
Biomedical Innovation, Queensland University of Technology, Brisbane,
Queensland, Australia. 4Fortis-C-DOC Centre of Excellence for Diabetes,
Metabolic Diseases and Endocrinology, Chirag Enclave, New Delhi, India. Received: 7 April 2013 Accepted: 9 October 2013
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and take full advantage of: 29. Khuwaja AK, Kadir MM: Gender differences and clustering pattern of
behavioural risk factors for chronic non-communicable diseases:
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Physical activity patterns and correlates among adults from a
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https://openalex.org/W4288349555
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https://zenodo.org/records/3066814/files/2112ijsc03.pdf
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Bayesian system reliability and availability analysis underthe vague environment based on Exponential distribution
|
Zenodo (CERN European Organization for Nuclear Research)
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Abstract Reliability modeling is the most important discipline of reliable engineering. The main purpose of this
paper is to provide a methodology for discussing the vague environment. Actually we discuss on Bayesian
system reliability and availability analysis on the vague environment based on Exponential distribution
under squared error symmetric and precautionary asymmetric loss functions. In order to apply the
Bayesian approach, model parameters are assumed to be vague random variables with vague prior
distributions. This approach will be used to create the vague Bayes estimate of system reliability and
availability by introducing and applying a theorem called “Resolution Identity” for vague sets. For this
purpose, the original problem is transformed into a nonlinear programming problem which is then divided
up into eight subproblems to simplify computations. Finally, the results obtained for the subproblems can
be used to determine the membership functions of the vague Bayes estimate of system reliability. Finally,
the sub problems can be solved by using any commercial optimizers, e.g. GAMS or LINGO. Keywords: Bayes point estimators, Vague environment, Nonlinear programming; System reliability,
System availability, Exponential distribution, Precautionary loss function. Bayesian system reliability and availability analysis
underthe vague environment based on
Exponential distribution
RaminGholizadeh1 , Aliakbar M. Shirazi2 and Maghdoode Hadian3
1Young Researchers Club, Ayatollah Amoli Branch, Islamic Azad University, Amol ,
Iran.
2Islamic Azad University, Ayatollah Amoli Branch, Mathematic Department,Iran.
3Young Researchers Club, Mashhad Branch, Islamic Azad University, Mashhad,Iran
Islamic Azad University, Iran RaminGholizadeh1 , Aliakbar M. Shirazi2 and Maghdoode Hadian3 1Young Researchers Club, Ayatollah Amoli Branch, Islamic Azad University, Amol ,
Iran. 2Islamic Azad University, Ayatollah Amoli Branch, Mathematic Department,Iran. 3Young Researchers Club, Mashhad Branch, Islamic Azad University, Mashhad,Iran
Islamic Azad University, Iran 2Islamic Azad University, Ayatollah Amoli Branch, Mathematic Department,Iran. 3Young Researchers Club, Mashhad Branch, Islamic Azad University, Mashhad,Iran
Islamic Azad University, Iran International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 DOI : 10.5121/ijsc.2012.3103
1- Ramin.gholizadh@gmail.com
2- Zayrsil@gmail.com International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 analyzing system reliability by using interval-valued vague sets, and applied it for the reliability
analysis of a Marine Power Plant. analyzing system reliability by using interval-valued vague sets, and applied it for the reliability
analysis of a Marine Power Plant. Complex systems may have both kinds of uncertainty. Researchers have stated that probability
theory can be used in concert with fuzzy set theory for the modeling ofcomplex systems Zadeh
(1995), Barrett and Woodall (1997), Ross, Booker, and Parkinson (2003), and Singpurwalla and
Booker (2004). Bayesian statistics provide a natural framework combining random and
nonrandom uncertainty so fuzzy Bayesian methods are developed for the solutions of the
reliability problems. Sellers and Singpurwalla (2008) addressed the reliability of multistate
systems with imprecise state classification. On the other hand, Gholizadeh, Shirazi, Gildeh, and
Deiri (2010), Gholizadeh, Shirazi, and Gildeh (2010), Görkemli and Ulusoy (2010), Huang, Zuo,
and Sun (2006), Taheri and Zarei (2011), Viertl (2009), and Wu (2004, 2006) addressed the
problem of imprecise data (approximately recorded failure time durations and number of failures)
in reliability studies. Fuzzy Bayesian reliability method developed by Wu (2004, 2006).Taheri and Zarei (2011)
modeled and evaluated Bayesian system reliability considering the vague environment. Our
modeling approach is a generalization of Wu (2004, 2006) and Taheri and Zarei (2011). Vague environment is introduced in Section 2. Vague point estimator is represented in Section 3. In Section 4, the reliability and availability analysis via vague Bayesian method under squared
error and precautionary loss functions for series system, parallel system and k-out-of-n system
have been discussed is illustrated on an example. The computational procedures and examples are
provided in order to clarify the theory discussed in this paper, and to give a possible insight for
applying the vague set to Bayesian system reliability and availability. Conclusions and future
extensions of this work are given in Section 6. 1. Introduction In the real world there are vaguely specified data values in many applications, such as sensor
information. Fuzzy set theory has been proposed to handle such vagueness by generalizing the
notion of membership in a set. Essentially, in a fuzzy set each element is associated with a point-
value selected from the unit interval [0,1], which is termed the grade of membership in the set. A
vague set, as well as an Intuitionistic fuzzy set, is a further generalization of a fuzzy set. Instead
of using point-based membership as in fuzzy sets, interval-based membership isused in a vague
set.Gau and Buehrer (1993) define vague sets. These sets are used by Shyi-Ming Chen and Jiann-
Mean Tan (1994). Once the vague (intuitionistic fuzzy) set theory have been introduced, a
number of authors investigated the reliability analysis in vague environments. Chen (2003)
presented a method to analyze system reliability using the vague set theory, where the reliabilities
of system components are represented by vague sets. Kumar et al. (2006) developed a method for DOI : 10.5121/ijsc.2012.3103
1- Ramin.gholizadh@gmail.com
2- Zayrsil@gmail.com 25 2. Vague environment Definition 1.A vague set
in a universe of discourse
is characterized by a true membership
function,
, and a false membership function,
, as follows:
∶
→[0,1],
∶
→[0,1],
and
( ) +
( ) ≤1, where
( ) is a lower bound on the grade of membership of
derived
from the evidence for
, and
( ) is a lower bound on the grade of membership of the negation
of
derived from the evidence against
. Suppose
= {
,
, …
}. A vague set
of the universe of discourse
can be represented by
= ∑
[
(
), 1 −
(
)]/
, where 0 ≤
(
) ≤1 −
(
) ≤1 and 1 ≤
≤
. In other
words, the grade of membership of
is bounded to a subinterval [ (
), 1 −
(
)of [0, 1]. Thus, vague sets are a generalization of Fuzzy sets, since the grade of membership
( ) of
in
Definition 1 may be inexact in a vague set. We now depict a vague set in Fig. 1. Fig. 1.Membership Functions of a vague set. Fig. 1.Membership Functions of a vague set. Definition 2.The complement of a vague set
is denoted by
and is defined by 26 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 ( ) =
( ),
1 −
( ) = 1 −
( ). ( ) =
( ),
1 −
( ) = 1 −
( ). 1 −
( ) = 1 −
( ). Definition 3.A vague set
is contained in another vague set
,
⊆
, if and only if, ( ) ≤
( ),
1 −
( ) ≤1 −
( ). ( ) ≤
( ),
1 −
( ) ≤1 −
( ). ( ) ≤
( ), 1 −
( ) ≤1 −
( ). Definition 4.Two vague sets
and
are equal, written as
=
, if and only if,
⊆
and
⊆
; that is ( ) =
( ),
1 −
( ) = 1 −
( ). ( ) =
( ), 1 −
( ) = 1 −
( ). Definition 5.Let
,
be a vague set of
. Then, we define
-cuts and
-cuts of
as the
crisp sets of
given by = {
∶( ) ≥
},
∈[0, 1],
=
∶1 −
( ) ≥
,
∈[0, 1], =
∶1 −
( ) ≥
,
∈[0, 1], Definition 6.Let
,
be a vague set of
⊆
. We say that
is convex if for all
,
∈
and
in [0,1], (
+ (1 −)
) ≥min
(
),
(
) ,
1 −
(
+ (1 −)
) ≥min 1 −
(
), 1 −
(
) . Definition 7.A vague set
,
of
with continuous membership functions
and
is called
a vague number if and only if
and
, for all
,
∈(0, 1], are bounded closed intervals; i.e. =
,
=
, We denote the class of all vague numbers by
( ). We denote the class of all vague numbers by
( ). Definition 8.Thevague number
,
is called a triangular vague number, if Definition 8.Thevague number
,
is called a triangular vague number, if 3. Vague point estimator With according to Taheri and Zarei (2011), Let X: Ω
V( ).be a vague valued function. Then,
is called to be a vague random variable if
,
and
for all 0 ≤α , α ≤1, are
(ordinary) random variables. Too, Let
be a vague random variable whose distribution depends
on a vague parameter
. So, it could be said that
,
and
are the parameters of
distributions of (crisp) random variables
,
and
, respectively. Our purpose is to
estimate
based on a Bayes approach. According to this approach,
is considered as a vague
random variable so that the crisp random variables
,
and
have some distributions
with parameters (
)
, … , (
)
, (
)
, … , (
)
,
, … ,
,
, … ,
,
respectively. Concerning Definition 7, we can find the Bayes point estimator
for each
∈
,
. Consider )
1
(
=
{
,
},
{
,
} Then,
contains all of the Bayes point estimators for each
∈
,
. The same argument
can be established for
∈
,
. Then,
contains all of the Bayes point estimators for each
∈
,
. The same argument
can be established for
∈
,
. The vague Bayes point estimator for the vague parameter
is defined to be a vague number
,
, where )
2
(
( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1,
)
3
(
( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1, Definition 8.Thevague number
,
is called a triangular vague number, if Definition 8.Thevague number
,
is called a triangular vague number, if ( ) =
−
(
−
)
≤
≤
−
(
−
)
≤
≤
0
1 −
( ) =
−
−
≤
≤
−
−
≤
≤
0 27 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 Where
∈[1, ∞). We denote such a vague number by
= (
,
,
,
) . Proposition 1.(Taheri and Zarei (2011); Resolution Identity for Vague Sets) Let
,
be a
vague set of
. Then
( )
( ) Proposition 1.(Taheri and Zarei (2011); Resolution Identity for Vague Sets) Let
,
be a
vague set of
. Then ( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1,
( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1, ( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1,
( ) =
sup
∈[ , ]
. ( ),
0 ≤
≤1, [
]
( ) =
sup
∈[
]
. ( ),
0 ≤
≤1, Where, (. ) is denoted for the indicator function. Where, (. ) is denoted for the indicator function. Remark 2. It is convenient to regard the Mellin transform as the moments of
, i.e. Remark 2. It is convenient to regard the Mellin transform as the moments of
, i.e. ( ;
) =
(
). Theorem 1. [25] Let
, . . . ,
be independent random variables with
’s
, . . . ,
respectively. Let
( ) be the
of the random variable
= ∏
. Then (
;
) = ∏
(
;
) . (5) With the help of Theorem1, we can obtain the posterior distribution of the system reliability from
the posterior distribution of the component reliabilities. On the other hand, the Bayes estimator of
the system reliability, under the squared error loss function, is the mean of the posterior
distribution [21], so that we can use Eq. (4), for
= 2, to obtain the Bayes estimator of the
system reliability. 4. Vague Bayesian system reliability and availability In the Bayesian approach to system reliability, some prior distributions are assigned to the
components of the system. Then, the posterior distribution of each component’s reliability can be
found using the Bayes theorem. We can derive, therefore, the posterior distribution of the system
reliability from the posterior distribution of each component reliability. The key point in this
approach is that system reliability can be expressed as a product of independentrandom variables
which corresponds to either component reliability (for series system) or to component
unreliability (for parallel systems). To this end, we need to use the method of Mellin integral
transform [2] described below. 28 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 uch a transform exists if ∫
| ( )| ( )is bounded for some
> 0. Remark1. Based on the above definition, the inverse Mellin transform of
( ;
) is given by
( ) = ∫
( , )
, where
−∞and
+ ∞are complex values [2]. 4.1 Mellin transformation Definition 9. [2] Let
be a non-negative random variable with pdf
( ). The Mellin transform
of
,with respect to the complex parameter, is defined by
(
;
) = ∫
( ) ( )
(4) Such a transform exists if ∫
| ( )| ( )is bounded for some
> 0. 4.2 Bayesian approach to system reliability The fuzzy Bayesian interval estimate of reliability is calculated using the method proposed by Wu
(2006). Let random variable
be the th failure time of the
th componentsand
be the
realization of this random variable,
= 1, 2, . . . ,
,
= 1, 2, . . . , . It is assumed that
,
= 1, 2, . . . ,
, are independent and identically distributed exponential random variables with
parameter
. is unknown; therefore, a gamma distribution with parameters
and
is
assigned as prior distribution to quantify the uncertainty in
. From previous experience we
know the parameters of the prior distribution
and
.They can be interpreted as
numbers
of failures that occur in the duration
for component
since the expected value of
gammadistribution is
⁄
. On the total operating time of
,
= ∑
,
failures are
observed for the component . Since the gamma distribution is a conjugate prior distribution for
the exponential sampling distribution, the posterior distribution of
is a gamma distribution with
parameters (
+ m )and (
+
). Reliability of the components
for the duration
∗is
( ∗) =
∗and it is monotonically decreasing function of
, so there is aone-to-one
relationship between
and
. Therefore the unique inverse is λ = −ln r
t∗
⁄ so the distribution
of
can be determined fromthedistribution of
as ( ) =
∗
=
∗
∗, Where ( ) is either prior or posterior distribution of
and
(
) is corresponding prior or
posterior distribution of
(Martz and Waller,1991). Assigning a gamma (
,
) prior
distribution to
corresponds to assigning a Negative-Log-Gamma (
,
t∗
⁄ ) priordistribution Where ( ) is either prior or posterior distribution of
and
(
) is corresponding prior or
posterior distribution of
(Martz and Waller,1991). Assigning a gamma (
,
) prior
distribution to
corresponds to assigning a Negative-Log-Gamma (
,
t∗
⁄ ) priordistribution 29 29 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 to
. Given the data, the posterior distribution of
is a Negative-Log-Gamma (
+
, (
+
)
∗
⁄
) distribution. Series system Consider a series system consisting of
independent components. The system reliability is
= ∏
.So from Eq. (5), the Mellin transform of the
( |
,
)of system reliability is given
by [
( |
,
); ] = ∏
(
)
(6) [
( |
,
); ] = ∏
(
)
(6) (6) Under a squared error loss function, the Bayes point estimate of the system reliability r isgiven as
=
[ |
, ] =
[
( |
,
);
= 2] = ∏
(7) Under a squared error loss function, the Bayes point estimate of the system reliability r isgiven as
=
[ |
, ] =
[
( |
,
);
= 2] = ∏
(7) Under a squared error loss function, the Bayes point estimate of the system reliability r isgiven as
=
[ |
, ] =
[
( |
,
);
= 2] = ∏
(7) The Bayes point estimate of the system reliability
under a precautionary loss function is: The Bayes point estimate of the system reliability
under a precautionary loss function is: = ( [
|
, ]) = (
[
( |
,
);
= 3]) = ∏
(8) Now, suppose in a complex system the number of failures and failure times may be recorded
imprecisely due to equipment and human errors. For such cases this imprecision also should be
quantified in the calculations. Here vague set theory is used to quantify the uncertainty of
imprecision. Failure rate, λ , reliability,r , and failure times,t , are taken as vague random
variables. International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 Respectively, for all
[
]1,0
∈
. According to the discussions in Section 3, let =
{
,
},
{
,
} The above intervals contain all of the Bayes estimators for each
∈
̃, ̃ . The same intervals
can be established for
∈
̃, ̃ . But, for α <
have The above intervals contain all of the Bayes estimators for each
∈
̃, ̃ . The same intervals
can be established for
∈
̃, ̃ . But, for α <
have ̃≤̃,
̃≤̃,
̃ ≥̃,
And so
̃≤̃ ≤
̃ ≤̃. ̃≤̃,
̃≤̃,
̃ ≥̃,
̃≤̃ ≤
̃ ≤̃. And so Therefore,
and
can be rewritten as Therefore,
and
can be rewritten as =
̃, ̃ (13)
=
̃, ̃ (14) =
̃, ̃ (13)
=
̃, ̃ (14) Now, using Proposition 1, the truth membership function and the false membership function of
the vague Bayes estimate of ̃, denoted by ̃, are defined as follows Now, using Proposition 1, the truth membership function and the false membership function of
the vague Bayes estimate of ̃, denoted by ̃, are defined as follows ̃( ) =
∈[ , ]
. ̃ ( ),
0 ≤
≤1
(15)
̃( ) =
∈[ , ]
. ̃ ( ),
0 ≤
≤1
(16)
ems (15) (16) Parallel systems Series system It is assumed that prior distribution parameters are known from the previous experience
so those
and
are taken as vague number (the parameter θ
can be interpreted as the
‘pseudo’ number of and failures in a lifetime test of durationθ
‘pseudo’ time units).the Bayes
point estimates of( ̃)
, ( ̃)
, ( ̃)
and ( ̃)
under a squared error loss function are given
by = ∏
(
)
(
)
(
)
(
)
(
)
= ∏
∑
(
)
(
)
∑
(
)
(
)
(
)
,
= ∏
(
)
(
)
(
)
(
)
(
)
= ∏
∑
(
)
(
)
∑
(
)
(
)
(
)
(9) = ∏
(
)
(
)
(
)
(
)
(
)
= ∏
∑
(
)
(
)
∑
(
)
(
)
(
)
(9) (9) =
(
)
+ (
)
(
)
+ (
)
+
(
)
∑
̃
(
)
+ (
)
∑
̃
(
)
+ (
)
+
(
)
=
(
)
+ (
)
(
)
+ (
)
+
(
) =
∑
̃
(
)
+ (
)
∑
̃
(
)
+ (
)
+
(
)
(10) (10) the Bayes point estimates of
̃
,
̃
,
̃
and
̃
under a precautionary loss
function are given by 30 Parallel systems For a parallel system consisting of
independent components, the system reliability is
= 1 −
∏
(1 −
)where
is the component reliability of the
th component. Equivalently, the
ystemunreliability
is the product of component unreliabilities
= 1 −
,
i.e.,
=
∏
.The Bayes point estimate of system unreliability is given by For a parallel system consisting of
independent components, the system reliability is
= 1 −
∏
(1 −
)where
is the component reliability of the
th component. Parallel systems Respectively, for all α ∈[0,1] the membership function of the vague Bayes point estimate of
system reliability r is defined by the same way as discussed above. Parallel systems Equivalently, the
ystemunreliability
is the product of component unreliabilities
= 1 −
,
i.e.,
=
∏
.The Bayes point estimate of system unreliability is given by y
p
y
y
g
y
[ |
, ] =
[
|
,
] =
1 −
+
+
+ And And
[Q |m, ν] =
E Q |m , ν
=
1 −2
ν + θ
ν + θ
+ t
+
ν + θ
ν + θ
+ 2t 31 31 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 The Bayes point estimate of the system reliability r under a squared error loss function is given
by he Bayes point estimate of the system reliability r under a squared error loss function is given
y The Bayes point estimate of the system reliability r under a squared error loss function is given
by =
[ |
, ] =
[(1 −
)|
, ] = 1 −
[ |
, ] = 1 −∏
1 −
(17) The Bayes point estimate of the system reliability r under a precautionary loss function is given
by y Under the vague assumptions as described above, the Bayes point estimates of
̃
,
̃
,
̃
and
̃
under a precautionary loss function are given by =
1 −2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
)
+
1
−2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
1 −2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
)
+
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
(21) =
1 −2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
)
+
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
1 −2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
)
+
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
(21) −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
) −2 (
)
+ (
)
+
(
)
+ (
)
+ 2
1 −2
1 −
(
)
+ (
)
(
)
+ (
)
+
(
)
+
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
(21) +
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
(21) +
1 −2
(
)
+ (
)
(
)
+ (
)
+
(
)
(
)
+ (
)
(
)
+ (
)
+ 2
(
)
(21) (21) 32 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 Respectively, for all α ∈[0,1] the membership function of the vague Bayes point estimate of
system reliability r is defined by the same way as discussed above. k-out-of-m system For a k-out-of-m system consisting of m independent and identical components, the system
reliability is given by =
̅(1 −̅) That
̅is the reliability of the (common) component. The Bayes point estimate of system
reliability r is the mean E[R| , ] under the squared error loss function, and is given by =
[ | , ] =
̅(1 −̅)
. k-out-of-m system ( ̅| , )
= ∑
∑
(−1)
(23) The Bayes point estimate of system reliability
at time , under a squared loss function, given by
= ( [
| , ]) = ∑
∑
∑
(−1)
(
)
(
)
(24) Under the vague assumptions as described above, the Bayes point estimates of ( ̃)
, ( ̃)
,
( ̃)
and( ̃)
under a squared error loss function are given by Under the vague assumptions as described above, the Bayes point estimates of ( ̃)
, ( ̃)
,
( ̃)
and( ̃)
under a squared error loss function are given by ̃
=
(−1)
−
+ (
)
+
+
+ (
)
(
) ̃
=
(−1)
(
)
+
+
+ (
)
̃
=
(−1)
−
+ (
)
+
+
+ (
)
(
)
(25)
̃
=
(−1)
−
+ (
)
+
+
+ (
)
(
)
̃
=
(−1)
−
+ (
)
+
+
+ (
)
(
)
(26) (25) (26) 33 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 nder the vague assumptions as described above, the Bayes point estimates of
̃
,
̃ Under the vague assumptions as described above, the Bayes point estimates of
̃
,
̃
,
̃
and
̃
under a precautionary loss function are given by =
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(
)
=
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(
)
(27)
(
)
(
) =
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(
)
=
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(
)
(27)
=
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(
)
=
(−1)
−
2
−( + )
+ (
)
+
+
+
+ (
)
(
)
(28)
(
) (27) (28) Respectively, for all α ∈[0,1] the membership function of the vague Bayes point estimate of
system reliability
is defined by the same way as discussed above. 4.3 Bayesian approach to system availability Martz and Waller, (1991) presented the method to calculate the availability of a repairable system =
( )
( ) +
( ) =
+
(29) (29) That X is the failure time and Y is the repair time. Assume X and Y are independent variables and
have exponential distributions with parameters λ and μ respectively. Separate gamma
distributions are assigned as prior distributions to λ and μ. To determine the availability of the
system, the parameters of exponential distribution should be estimated. Vague Bayesian
estimations under the squared error loss function by use Wu (2004) are given by =
(
)
( )
(
)
(30)
=
(
)
( )
(
)
(31) =
(
)
( )
(
)
,
=
(
)
( )
(
)
(30)
=
(
)
( )
(
)
,
=
(
)
( )
(
)
(31) (30) (31) (31) Vague Bayesian estimations under the precautionary loss function are given by =
(
)
(
)
( )
(
)
,
=
(
)
(
)
( )
(
)
(32)
=
(
)
(
)
( )
(
)
,
=
(
)
(
)
( )
(
)
(33) (32) (33) 34 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 and
are the prior distribution parameters of
; they are assumed to be known from previous
experience.For the parameter of repair time distribution, vague Bayes point estimators under the
squared error loss function are given in (34) and (35) =
(
)
( )
(
)
,
=
(
)
( )
(
) (34) =
(
)
( )
(
)
,
=
(
)
( )
(
)
(35) (35) Vague Bayesian estimations under the precautionary loss function are given by =
(
)
(
)
( )
(
)
,
=
(
)
(
)
( )
(
)
(36)
=
(
)
(
)
( )
(
)
,
=
(
)
(
)
( )
(
)
(37) (36) (37) and
are the prior distribution parameters of
; they are assumed to be known from previous
experience. 4.3 Bayesian approach to system availability Vague Bayes point estimators under the squared error loss function of availability interval
bounds
,
,
and
are given by Vague Bayes point estimators under the squared error loss function of availability interval
bounds
,
,
and
are given by Vague Bayes point estimators under the squared error loss function of availability interval
bounds
,
,
and
are given by =
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
,
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
(38)
=
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
,
=
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
(39) =
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
,
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
(38) (38) =
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
,
=
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
(39) =
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
,
=
(
)
( )
(
)
(
)
( )
(
)
+
(
)
( )
(
)
(39) (39) Vague Bayes point estimators under the precautionary loss function of availability interval
bounds
,
,
and
are given by Vague Bayes point estimators under the precautionary loss function of availability interval
bounds
,
,
and
are given by =
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
=
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
(40) (40) 35 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 =
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
=
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
(41)
The availability of a series system consisting of
independent components can be calculated
with Eq. 4.3 Bayesian approach to system availability (42) (Martz and Waller, 1991) =
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
=
(
)
(
)
( )
(
)
(
)
(
)
( )
(
)
+
(
)
(
)
( )
(
)
(41) The availability of a series system consisting of
independent components can be calculated
with Eq. (42) (Martz and Waller, 1991) = ∏
(42) = ∏
(42) (42) Inserting the vague Bayesian estimates of failure and repair rates into (42), vague Bayesian
availability equations of a series system under squared error loss functions are given in (43) and
(44) respectively = ∏
,
= ∏
(43)
= ∏
,
= ∏
(44) (44) Vague Bayesian availability equations of a series system under precautionary loss functions are
given by e Bayesian availability equations of a series system under precautionary loss functions are
n by Vague Bayesian availability equations of a series system under precautionary loss functions are
given by = ∏
,
= ∏
(45)
= ∏
,
= ∏
(46) (46) Respectively, for all
[
]1,0
∈
. According to the discussions in Section 3, let =
{
,
},
{
,
} The above intervals contain all of the Bayes estimators for each
∈
,
. The same
intervals can be established for
∈
,
. But, for α <
have The above intervals contain all of the Bayes estimators for each
∈
,
. The same
intervals can be established for
∈
,
. But, for α <
have ≤
,
≤
,
≥
, ≤
,
≤
,
≥
, 36 36 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 And so And so ≤
≤
≤
. ≤
≤
≤
. ≤
≤
≤
. Therefore,
and
can be rewritten as Therefore,
and
can be rewritten as =
,
(47)
=
,
(48) (47) Now, using Proposition 1, the truth membership function and the false membership function of
the vague Bayes estimate of
, denoted by
, are defined as follows Now, using Proposition 1, the truth membership function and the false membership function of
the vague Bayes estimate of
, denoted by
, are defined as follows ( ) =
∈[ , ]
. ( ),
0 ≤
≤1
(49) ( ) =
∈[ , ]
. ( ),
0 ≤
≤1
(49)
( ) =
∈[ , ]
. ( ),
0 ≤
≤1
(50) (49) ( ) =
∈[ , ]
. ( ),
0 ≤
≤1
(50) (50) The availability of a parallel system consisting of
independent components can be calculated
with Eqs. (51)– (53) (Martz and Waller, 1991) =
̅= 1 −
(51)
̅=
+
(52)
= 1 −
+
(53) (51) = 1 −
+
(53) (53) In the same way, inserting the vague Bayesian estimates of failure and repair rate into (50),
Vague Bayesian availability equations of a parallel system under squared error loss functions
are given in (53) and (54) respectively = 1 −∏
,
= 1 −∏
(54) = 1 −∏
,
= 1 −∏
(54)
= 1 −∏
,
= 1 −∏
(55) = 1 −∏
,
= 1 −∏
(54) = 1 −∏
,
= 1 −∏
(55) = 1 −∏
,
= 1 −∏
(55) Vague Bayesian availability equations of a parallel system under precautionary loss functions are
given by g
y
= 1 −∏
,
= 1 −∏
(56)
= 1 −∏
,
= 1 −∏
(57) Respectively, for all α ∈[0,1] the membership function of the vague Bayes point estimate of
system availability
is defined by the same way as discussed above. Respectively, for all α ∈[0,1] the membership function of the vague Bayes point estimate of
system availability
is defined by the same way as discussed above. And so 37 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 For a k-out-of-m system consisting of m independent and identical components, the system
availability is given by For a k-out-of-m system consisting of m independent and identical components, the system
availability is given by = ∑
(1 −
)
(58) = ∑
(59) = ∑ (59) Vague Bayesian availability equations of a
-out-of-
system under squared error loss functions
is given by Vague Bayesian availability equations of a
-out-of-
system under squared error loss functions
is given by g
y Vague Bayesian availability equations of a parallel system under precautionary loss functions are
given by Vague Bayesian availability equations of a parallel system under precautionary loss functions are
given by 4
Computational procedures and example 4
Computational procedures and example
we need to apply some computational techniques for evaluating the truth and false membership
degrees of the vague Bayes point estimate as presented in Eq. (2) and Eq. (3) will be provided. From Eq. (1), we adopt the following notations p
p
p
we need to apply some computational techniques for evaluating the truth and false membership
degrees of the vague Bayes point estimate as presented in Eq. (2) and Eq. (3) will be provided. From Eq. (1), we adopt the following notations = [ (
), (
)] = [
{
(
),
(
)},
{
(
),
(
)}]
(64)
=
,
=
,
,
,
(65) (64) Where Where (
) =
inf
,
(
) =
inf
,
(
) =
sup
,
(
) =
sup
,
=
inf
,
=
inf
,
=
sup
,
=
sup
, From Eq. (1), the truth and false membership functions of the vague Bayes estimate
, are give
by From Eq. (1), the truth and false membership functions of the vague Bayes estimate
, are given
by ( ) =
sup
∈[ , ]
. ( ) =
{
: (
) ≤
≤
(
),
0 ≤
≤1 },
(66) ( ) =
sup
∈[ , ]
. ( ) =
{
: (
) ≤
≤
(
),
0 ≤
≤1 },
(66) (66) ( ) =
sup
∈[ , ]
. ( ) =
:
≤
≤
,
0 ≤
≤1 . And so (67) (67) [ , ]
Therefore, needs to be solved the following type of nonlinear programming problem 38 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 max
min{
(
),
(
)} ≤
m
{
(
),
(
)} ≥
0 ≤
≤1
max
min
,
≤
m
,
≥
0 ≤
≤1 Now, the following eight sub-problems have been considered Now, the following eight sub-problems have been considered Let and
∗be the objective values of subproblems
−
, and
∗,
∗,
∗
and
∗be the
bj
i
l
f
b
bl
i
l
h Let and
∗be the objective values of subproblems
−
, and
∗,
∗,
∗
and
∗be the
objective values of subproblems
−
, respectively. Assume that, objective values of subproblems
−
, respectively. Assume that, objective values of subproblems
−
, respectively. Assume that, j
p
p
y
∗=
∗,
∗,
∗,
∗
and
∗=
∗,
∗,
∗,
∗
. Let
∗and
∗be the
objective values of the original problems with optimal solution
∗and
∗respectively (in fact
∗=
∗,
∗=
∗). In according to Wu (2004), we have
∗=
∗and
∗=
∗, so to
obtain the objective value
∗and
∗of the original nonlinear programming problems, it will be
enough to just solve the eight sub-problems
−
and
−
. ∗=
∗,
∗,
∗,
∗
and
∗=
∗,
∗,
∗,
∗
. Let
∗and
∗be the
objective values of the original problems with optimal solution
∗and
∗respectively (in fa ∗=
∗,
∗,
∗,
∗
and
∗=
∗,
∗,
∗,
∗
. Let
∗and
∗be the
objective values of the original problems with optimal solution
∗and
∗respectively (in fact
∗=
∗,
∗=
∗). In according to Wu (2004), we have
∗=
∗and
∗=
∗, so to
obtain the objective value
∗and
∗of the original nonlinear programming problems, it will be
enough to just solve the eight sub problems
−
and
− j
g
p
p
p
y
∗=
∗,
∗=
∗). In according to Wu (2004), we have
∗=
∗and
∗=
∗, so to
obtain the objective value
∗and
∗of the original nonlinear programming problems, it will
enough to just solve the eight sub-problems
−
and
−
. Example 5.1. We consider a series-parallel system consisting of three independent components
that have Exponential distributions, that structure as shown in Fig. 1. Fig. 2. The series–parallel system Fig. 2. And so The series–parallel system The follow data show that the failure times and repair times are assumed as vague numbers, since
the failure times and repair times cannot be recorded precisely due to human errors, machine errors,
or some unexpected situations. The simulated failure times and repair times are presented in Table
1. For example component 1, the first failure time and repair time are around 20 and 15 h,
respectively.the second failure time and repair time are around30 and 20h. There are the same
explanations for components 2 and 3. The prior distribution parameters (pseudo) of the failure rate
and repair rate are presented in Table 2. 39 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012
Where 3 , 4 , 5 , 6 , 8, 10 , 15 , 20 , 25, 30, 35 , 45and50are vague numbers with the following
membership functions International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 Where 3 , 4 , 5 , 6 , 8, 10 , 15 , 20 , 25, 30, 35 , 45and50are vague numbers with the following
membership functions ( ) =
−1
4
1 ≤
≤3
5 −
4
3 <
≤5
, 1 −
( ) =
−1
2
1 ≤
≤3
5 −
2
3 <
≤5
( ) =
−2
4
2 ≤
≤4
6 −
4
4 <
≤6
, 1 −
( ) =
−2
2
2 ≤
≤4
6 −
2
4 <
≤6
( ) =
−3
4
3 ≤
≤5
7 −
4
5 <
≤7
, 1 −
( ) =
−3
2
3 ≤
≤5
7 −
2
5 <
≤7
Now, we want to obtain the vague Bayesian system reliability and availability. Now, we want to obtain the vague Bayesian system reliability and availability. First of all, note
that the
-cuts and
-cuts of the vague numbers3 ,4, 5 , 6 , 8, 10 , 15 , 20 , 25, 30 ,
35 , 45and50 are And so First of all, note
that the
-cuts and
-cuts of the vague numbers3 ,4, 5 , 6 , 8, 10 , 15 , 20 , 25, 30 ,
35 , 45and50 are ( ) =
−1
4
1 ≤
≤3
5 −
4
3 <
≤5
, 1 −
( ) =
−1
2
1 ≤
≤3
5 −
2
3 <
≤5
( ) =
−2
4
2 ≤
≤4
6 −
4
4 <
≤6
, 1 −
( ) =
−2
2
2 ≤
≤4
6 −
2
4 <
≤6
( ) =
−3
4
3 ≤
≤5
7 −
4
5 <
≤7
, 1 −
( ) =
−3
2
3 ≤
≤5
7 −
2
5 <
≤7 Now, we want to obtain the vague Bayesian system reliability and availability. First of all, note
that the
-cuts and
-cuts of the vague numbers3 ,4, 5 , 6 , 8, 10 , 15 , 20 , 25, 30 ,
35 , 45and50 are Now, we want to obtain the vague Bayesian system reliability and availability. First of all, note
that the
-cuts and
-cuts of the vague numbers3 ,4, 5 , 6 , 8, 10 , 15 , 20 , 25, 30 ,
35 , 45and50 are 40 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 The vague Bayes point estimates of reliability under different loss functions of ̃, ̃, ̃and ̃
are obtained as follows (for all
,
∈[0, 1]) The vague Bayes point estimates of reliability under different loss functions of ̃, ̃, ̃and ̃
are obtained as follows (for all
,
∈[0, 1]) (
,
[ , ])
̃
=
(15 + 10
) + (25 + 10
) + 140
(15 + 10
) + (25 + 10
) + 140 + 30
(
)
1 −1 −
(45 + 10
) + (30 + 10
) + 120
(45 + 10
) + (30 + 10
) + 120 + 30
(
)
1 −
(40 + 10
) + (30 + 10
) + 180
(40 + 10
) + (30 + 10
) + 180 + 30
2+(6+4
)
= 180 + 20
220 + 20
6+4
1 −
30
225 + 20
5+4
30
280 + 20
8+4
̃
s
=
(25 −10
) + (35 −10
) + 140
(25 −10
) + (35 −10
) + 140 + 30
(
)
1
−
1 −
(55 −10
) + (40 −10
) + 120
(55 −10
) + (40 −10
) + 120 + 30
(
)
1 −
(50 −10
) + (40 −10
) + 180
(50 −10
) + (40 −10
) + 180 + 30
(
)
= 220 −20α
250 −20α
1 −
30
245 −20α
30
300 −20α
̃
s
=
15 + 5
+ 25 + 5
+ 140
15 + 5
+ 25 + 5
+ 140 + 30
1
−
1 −
45 + 5
+ 30 + 5
+ 120
45 + 5
+ 30 + 5
+ 120 + 30
1 −
(40 + 5α ) + (30 + 5α ) + 180
(40 + 5α ) + (30 + 5α ) + 180 + 30
(
)
= 180 + 10α
220 + 20α
1 −
30
225 + 10α
30
280 + 10α
̃
s
=
25 −5
+ 35 −5
+ 140
25 −5
+ 35 −5
+ 140 + 30
1
−
1 −
55 −5
+ 40 −5
+ 120
55 −5
+ 40 −5
+ 120 + 30 (
,
[ , ])
̃
=
(15 + 10
) + (25 + 10
) + 140
(15 + 10
) + (25 + 10
) + 140 + 30
(
)
1 −1 −
(45 + 10
) + (30 + 10
) + 120
(45 + 10
) + (30 + 10
) + 120 + 30
(
)
1 −
(40 + 10
) + (30 + 10
) + 180
(40 + 10
) + (30 + 10
) + 180 + 30
2+(6+4
)
= 180 + 20
220 + 20
6+4
1 −
30
225 + 20
5+4
30
280 + 20
8+4
̃
s
=
(25 −10
) + (35 −10
) + 140
(25 −10
) + (35 −10
) + 140 + 30
(
)
1
−
1 −
(55 −10
) + (40 −10
) + 120
(55 −10
) + (40 −10
) + 120 + 30
(
)
1 −
(50 −10
) + (40 −10
) + 180
(50 −10
) + (40 −10
) + 180 + 30
(
)
= 220 −20α
250 −20α
1 −
30
245 −20α
30
300 −20α
̃
s
=
15 + 5
+ 25 + 5
+ 140
15 + 5
+ 25 + 5
+ 140 + 30
1
−
1 −
45 + 5
+ 30 + 5
+ 120
45 + 5
+ 30 + 5
+ 120 + 30
1 −
(40 + 5α ) + (30 + 5α ) + 180
(40 + 5α ) + (30 + 5α ) + 180 + 30
(
)
= 180 + 10α
220 + 20α
1 −
30
225 + 10α
30
280 + 10α
̃
s
=
25 −5
+ 35 −5
+ 140
25 −5
+ 35 −5
+ 140 + 30
1
−
1 −
55 −5
+ 40 −5
+ 120
55 −5
+ 40 −5
+ 120 + 30 ̃
=
(15 + 10
) + (25 + 10
) + 140
(15 + 10
) + (25 + 10
) + 140 + 30
(
)
1 −1 −
(45 + 10
) + (30 + 10
) + 120
(45 + 10
) + (30 + 10
) + 120 + 30
(
) ̃
=
(15 + 10
) + (25 + 10
) + 140
(15 + 10
) + (25 + 10
) + 140 + 30
(
)
1 −1 −
(45 + 10
) + (30 + 10
) + 120
(45 + 10
) + (30 + 10
) + 120 + 30
(
)
1 −
(40 + 10
) + (30 + 10
) + 180
(40 + 10
) + (30 + 10
) + 180 + 30
2+(6+4
)
= 180 + 20
220 + 20
6+4
1 −
30
225 + 20
5+4
30
280 + 20
8+4
(25 −10
) + (35 −10
) + 140
(
)
1 1 −
(50 −10
) + (40 −10
) + 180
(50 −10
) + (40 −10
) + 180 + 30
(
)
= 220 −20α
250 −20α
1 −
30
245 −20α
30
300 −20α ̃
s
=
15 + 5
+ 25 + 5
+ 140
15 + 5
+ 25 + 5
+ 140 + 30
1 + 5α ) + (30 + 5α ) + 180
5α ) + (30 + 5α ) + 180 + 30
(
)
= 180 + 10α
220 + 20α
1 −
30
225 + 10α
30
280 + 10α
̃
s
=
25 −5
+ 35 −5
+ 140
25 −5
+ 35 −5
+ 140 + 30
1 41 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012
1 −
50 −10
+ 40 −10
+ 180
50 −10
+ 40 −10
+ 180 + 30
=
220 −10
250 −10
1 −
30
245 −10
30
300 −10
And
̃
=
(180 + 20
)
(220 + 20
)
1 −2
30
225 + 20
30
280 + 20
+ 1 −2 195 + 20
225 + 20
195 + 20
255 + 20
1 −2 250 + 20
280 + 20
250 + 20
310 + 20
̃
=
(220 −20
)
(220 + 20
)
1 −2
30
245 −20
30
300 −20
+ 1 −2 215 −20
245 −20
215 −20
275 −20
1 −2 270 −20
300 −20
270 −20
330 −20
̃
=
180 + 10
220 + 10
1 −2
30
225 + 10
30
280 + 10
+ 1 −2 195 + 10
225 + 10
195 + 10
255 + 10
1 −2 250 + 10
280 + 10
250 + 10
310 + 10
̃
=
220 −10
220 + 10
1 −2
30
245 −10
30
300 −10
+ 1 −2 215 −10
245 −10
215 −10
275 −10
1 −2 270 −10
300 −10
270 −10
330 −10
The vague Bayes point estimates of availability under different loss functions of
,
,
and
are obtained as follows (for all
,
∈[0, 1]) 1 −
50 −10
+ 40 −10
+ 180
50 −10
+ 40 −10
+ 180 + 30
=
220 −10
250 −10
1 −
30
245 −10
30
300 −10 And
̃
=
(180 + 20
)
(220 + 20
)
1 −2
30
225 + 20
30
280 + 20
+ 1 −2 195 + 20
225 + 20
195 + 20
255 + 20
1 −2 250 + 20
280 + 20
250 + 20
310 + 20
̃
=
(220 −20
)
(220 + 20
)
1 −2
30
245 −20
30
300 −20
+ 1 −2 215 −20
245 −20
215 −20
275 −20
1 −2 270 −20
300 −20
270 −20
330 −20
̃
=
180 + 10
220 + 10
1 −2
30
225 + 10
30
280 + 10
+ 1 −2 195 + 10
225 + 10
195 + 10
255 + 10
1 −2 250 + 10
280 + 10
250 + 10
310 + 10
̃
=
220 −10
220 + 10
1 −2
30
245 −10
30
300 −10
+ 1 −2 215 −10
245 −10
215 −10
275 −10
1 −2 270 −10
300 −10
270 −10
330 −10
The vague Bayes point estimates of availability under different loss functions of
,
,
and
are obtained as follows (for all
,
∈[0, 1]) And And And
̃
=
(180 + 20
)
(220 + 20
)
1 −2
30
225 + 20
30
280 + 20
+ 1 −2 195 + 20
225 + 20
195 + 20
255 + 20
1 −2 250 + 20
280 + 20
250 + 20
310 + 20
̃
=
(220 −20
)
(220 + 20
)
1 −2
30
245 −20
30
300 −20
+ 1 −2 215 −20
245 −20
215 −20
275 −20
1 −2 270 −20
300 −20
270 −20
330 −20 And
̃
=
(180 + 20
)
(220 + 20
)
1 −2
30
225 + 20
30
280 + 20
+ 1 −2 195 + 20
225 + 20
195 + 20
255 + 20
1 −2 250 + 20
280 + 20
250 + 20
310 + 20 ̃
=
(220 −20
)
(220 + 20
)
1 −2
30
245 −20
30
300 −20
+ 1 −2 215 −20
245 −20
215 −20
275 −20
1 −2 270 −20
300 −20
270 −20
330 −20 ̃
=
180 + 10
220 + 10
1 −2
30
225 + 10
30
280 + 10
+ 1 −2 195 + 10
225 + 10
195 + 10
255 + 10
1 −2 250 + 10
280 + 10
250 + 10
310 + 10
̃
=
220 −10
220 + 10
1 −2
30
245 −10
30
300 −10
+ 1 −2 215 −10
245 −10
215 −10
275 −10
1 −2 270 −10
300 −10
270 −10
330 −10 ̃
=
180 + 10
220 + 10
1 −2
30
225 + 10
30
280 + 10
+ 1 −2 195 + 10
225 + 10
195 + 10
255 + 10
1 −2 250 + 10
280 + 10
250 + 10
310 + 10 The vague Bayes point estimates of availability under different loss functions of
,
,
are obtained as follows (for all
,
∈[0, 1]) The vague Bayes point estimates of availability under different loss functions of
,
,
and
are obtained as follows (for all
,
∈[0, 1]) The vague Bayes point estimates of availability under different loss functions of
,
,
and
are obtained as follows (for all
,
∈[0, 1]) A
=
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
∗{1 −
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
=
+
1 −
+
+
A
=
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
∗{1 −
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
(
)
(
) (
)
(
)
(
) (
)
+
(
)
(
) (
)
=
+
1 −
+
+
A
=
+
∗{1 − 42 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012
+
+
=
+
1 −
+
+
A
=
+
∗{1 −
(
)
+
+
=
+
1 −
+
+
And
A
=
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
∗
1 −
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
A
=
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
∗
1 −
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
A
=
+
∗
1 −
+
+
A
=
+
∗
1 −
+
+ International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012
+
+
=
+
1 −
+
+
A
=
+
∗{1 −
(
)
+
+
=
+
1 −
+
+
And
A
=
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
∗
1 −
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
A
=
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
∗
1 −
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
(
)(
)
(
)
(
)(
)
(
)
+
(
)(
)
(
)
A
=
+
∗
1 −
+
+
A
=
+
∗
1 −
+
+
Therefore, we just need to solve subproblems
and
.We use the method provided in
5 to solve these problems. 6. Conclusion We developed Bayesian approach to system reliability analysis in the vague environment, Taheri
and Zarei (2011), for system availability under different loss function based on Exponential
distribution. In order to evaluate the truth and false membership degrees of the vague Bayes
estimate, a nonlinear programming problem was solved. The vague Bayesian approach to system
reliability and availability is a generalized version of the fuzzy Bayesian reliability and
availability, and it is also an extension of the conventional Bayesian system reliability and
availability. For future research, distributions other than exponential distribution can be used for failure and
repair times of system. In addition to vague data in the analysis, vague multi state reli- reliability
can be considered. International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 43 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 (i)
if
< 0.21687, then we solve the following problem, using a suitable software
(LINGO):
( ) (i)
if
< 0.21687, then we solve the following problem, using a suitable software
(LINGO):
( ) =
∈[0, 1]: (
) =
(
) =
̃
= 180 + 20
220 + 20
1 −
30
225 + 20
30
280 + 20
≤ 1
̃( )
=
∈[0, 1]:
=
=
̃
= 180 + 10α
220 + 20α
1 −
30
225 + 10α
30
280 + 10α
≤ =
∈[0, 1]:
=
=
̃
= 180 + 10α
220 + 20α
1 −
30
225 + 10α
30
280 + 10α
≤ (ii)
if
> 0.21687, then we solve the following problem: (ii)
if
> 0.21687, then we solve the following problem: (ii)
if
> 0.21687, then we solve the following problem: (ii)
if
> 0.21687, then we solve the following problem: (ii) ̃( ) =
∈[0, 1]: (
) =
(
) =
= 180 + 20
220 + 20
1 −
30
225 + 20
30
280 + 20
≥
1 −
̃( ) =
∈[0, 1]:
=
=
= 180 + 20
220 + 20
1 −
30
225 + 20
30
280 + 20
≥ Therefore we now can obtain the membership degree for any given Bayes point estimate
of
vague system reliability ̃by evaluating the above formulas. Above conclusion is defined by the same way for system availability. International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 For
= 0.5yields
̃ . =
1 −
=
0.21687 =
̃ . , i.e. ̃(0.21687) = 0.5. on
the other hand, α = 1 yields r
= 0.21687 = r
, i.e. 1 −f (0.21687) = 1. Sinc
V = [0.27851,0.29998], we are just interested in considering the system reliability
∈
applying the Supplemental Procedure Wu (2004) we have for
∈ Therefore, we just need to solve subproblems
and
.We use the method provided in Section
5 to solve these problems. For
= 0.5yields
̃ . =
1 −
=
0.21687 =
̃ . , i.e. ̃(0.21687) = 0.5. on . the other hand, α = 1 yields r
= 0.21687 = r
, i.e. 1 −f (0.21687) = 1. Since
V = [0.27851,0.29998], we are just interested in considering the system reliability
∈
. By
applying the Supplemental Procedure Wu (2004), we have, for
∈
. [4]
Gau W.L. and Buehrer D.J., Vague sets, IEEE Trans. Systems Man Cybernet. 23(2) (1993) 610-614. [3]
Chen S. M. and Tan J. M., Handling multicriteria fuzzy decision-making problems based on vague set
theory, Fuzzy Sets and Systems, 67 (1994) 163 172. [2
]Chen S. M., Analyzing fuzzy system reliability using vague set theory, International Journal of
Applied Science and Engineering, 1 (2003) 82–88. [1]
Barrett J. D.,& Woodall W. H., A probabilistic alternative to fuzzy logic controllers, IIE Transactions,
29 (1997), 459–467. References [1]
Barrett J. D.,& Woodall W. H., A probabilistic alternative to fuzzy logic controllers, IIE Transactions,
29 (1997), 459–467. ]
Barrett J. D.,& Woodall W. H., A probabilistic alternative to fuzzy logic controllers, IIE Transactions
29 (1997), 459–467. [1]
Barrett J. D.,& Woodall W. H., A probabilistic alternative to fuzzy logic controllers, IIE Transactions,
29 (1997), 459–467. [2
]Chen S. M., Analyzing fuzzy system reliability using vague set theory, International Journal of
Applied Science and Engineering, 1 (2003) 82–88. [3]
Chen S. M. and Tan J. M., Handling multicriteria fuzzy decision-making problems based on vague set
theory, Fuzzy Sets and Systems, 67 (1994) 163 172. [3]
Chen S. M. and Tan J. M., Handling multicriteria fuzzy decision-making problems based on vague set
theory, Fuzzy Sets and Systems, 67 (1994) 163 172. 44 International Journal on Soft Computing ( IJSC ) Vol.3, No.1, February 2012 [5]
Gholizadeh R., Shirazi A. M., Gildeh B. S., &Deiri E., Fuzzy Bayesian system reliability assessment
based on Pascal distribution, Structural and Multidisciplinary Optimization, 40 (2010), 467–475. [6]
Gholizadeh R., Shirazi A. M. and Gildeh B. S., Fuzzy Bayesian system reliability assessment based
on prior two-parameter exponential distribution under different loss functions. Software Testing,
Verification and Reliability, (2010), DOI: 10.1002/stvr.436. [7]
Görkemli L., Ulusoy S. K., Fuzzy Bayesian reliability and availability analysis of production systems,
Computers & Industrial Engineering 59 (2010) 690–696. [8]
Huang H., Zuo M. J. & Sun Z., Bayesian reliability analysis for fuzzy lifetime data. Fuzzy Sets and
Systems, 157(12) (2006), 1674–1686. [9]
Kumar A., Yadav P.S. and Kumar S., Fuzzy reliability of a marine power plant using interval valued
vague sets, International Journal of Applied Science and Engineering, 4 (2006) 71–82. [10] Martz HF, Waller RA, Bayesian reliability analysis. Wiley, New York (1982). [11] Ross, T. J., Booker, J. M., & Parkinson, W. J. (2003). Fuzzy logic and probability applications
bridging the gap. Philadelphia: ASA-SIAM. [12] Sellers K. F. &Singpurwalla N. D., Many-valued logic in multistate and vague stochastic systems. International Statistical Review, 76(2) (2008), 247–267. [13] Singpurwalla N. D. & Booker J. B., Membership functions and probability measures sets. Journal of
the American Statistical Association, 99(467) (2004), 867–877. [14] Springer MD, Thompson WE. The distribution of products of independent random variables. SIAM
Journal on Applied Mathematics 1966; 14:511–526. [15] Taheri S. M., Zarei R., Bayesian system reliability assessment under the vague environment, Applied
Soft Computing, 11 (2011) 1614–1622. References [16] Viertl R., On reliability estimation based on fuzzy lifetime data. Journal of Statistical Planning And
Inference, 139 (2009), 1750–1755. [17] Wu H.C., Fuzzy reliability estimation using Bayesian approach, Computers & Industrial Engineering
46 (2004) 476–493. [18] Wu H.C., Bayesian system reliability assessment under fuzzy environments, Reliability Engineering
and System Safety 83 (2004) 277–286. [19] Wu H.C., Fuzzy Bayesian system reliability assessment based on exponential distribution, Applied
Mathematical Modeling 30 (2006) 509–530. [20] Zadeh L. A., Discussion: Probability theory and fuzzy logic are complementary rather than
competitive. Technoetrics, 37(3) (1995), 271–276. 45 45
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Rzeczpospolita Polska dobrem wspólnym wszystkich obywateli
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2 Zob. wyczerpujące opracowanie na temat zasad podstawowych w Konstytucji z 1997 r. Za-
sady podstawowe Polskiej Konstytucji, Warszawa 1998. Co charakterystyczne, w opracowaniu tym
nie omawia się zasady zawartej w art. 1 Konstytucji. * Artykuł za zgodą Wydawcy opiera się na tekście autora Rzeczpospolita Polska dobrem
wspólnym wszystkich obywateli, który ukazał się w pracy zbiorowej Sądownictwo administracyjne
gwarantem wolności i praw obywatelskich 1980–2005, pod red. J. Górala, R. Hausera, J. Trzciń-
skiego, Wyd. NSA, Warszawa, s. 452-460. RUCH PRAWNICZY, EKONOMICZNY I SOCJOLOGICZNY
Rok LXXX – zeszyt 1 – 2018 RUCH PRAWNICZY, EKONOMICZNY I SOCJOLOGICZNY
Rok LXXX – zeszyt 1 – 2018 1 Zob. np. R. Sowiński, Interes publiczny – dobro wspólne. Wartości uniwersalne jako kate-
gorie kształtujące pojęcie administracji, w: Z. Niewiadomski, Z. Cieślak (red.), Prawo do dobrej
administracji, Warszawa 2003. wspólnym wszystkich obywateli, który ukazał się w pracy zbiorowej Sądownictwo administracyjne
gwarantem wolności i praw obywatelskich 1980–2005, pod red. J. Górala, R. Hausera, J. Trzciń-
skiego, Wyd. NSA, Warszawa, s. 452-460.
1 Zob. np. R. Sowiński, Interes publiczny – dobro wspólne. Wartości uniwersalne jako kate-
gorie kształtujące pojęcie administracji, w: Z. Niewiadomski, Z. Cieślak (red.), Prawo do dobrej
administracji, Warszawa 2003.
2 Zob. wyczerpujące opracowanie na temat zasad podstawowych w Konstytucji z 1997 r. Za-
sady podstawowe Polskiej Konstytucji, Warszawa 1998. Co charakterystyczne, w opracowaniu tym
nie omawia się zasady zawartej w art 1 Konstytucji 3 Literatura prawnicza dotycząca zagadnienia art. 1 Konstytucji, a więc Rzeczypospolitej
Polskiej jako dobra wspólnego wszystkich obywateli, jest jak dotąd bardzo uboga. Poza wzmian-
kami na ten temat w podręcznikach do nauki prawa konstytucyjnego można by wskazać następu-
jące pozycje: „Rzeczpospolita dobrem wspólnym wszystkich obywateli” (wystąpienie Prezydenta
Aleksandra Kwaśniewskiego w Trybunale Konstytucyjnym), „Państwo i Prawo” 2005, z. 6; B. Le-
waszkiewicz-Petrykowska, Dobro wspólne versus konstytucyjne prawa i wolności jednostki, w:
Konferencja Trybunału Konstytucyjnego Rzeczypospolitej Polskiej i Sądu Konstytucyjnego Repub-
liki Litewskiej (Śreniawa 26–29.VI.2002), „Studia i Materiały” 17, 2003; A. Piechowiak, Filozoficz-
ne podstawy rozumienia „dobra wspólnego”, „Kwartalnik Filozoficzny” 2003, nr 2; R. Sowiński,
op. cit.; A. Szpor, Odwaga służenia dobru wspólnemu, w: Z. Niewiadomski, Z. Cieślak (red.), op. cit. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* I. Niniejsze opracowanie jest wkładem do dyskusji na temat normatyw-
nego znaczenia art. 1 Konstytucji i propozycją metodologii badań nad konsty-
tucyjną zasadą, która głosi, że „Rzeczpospolita Polska jest dobrem wspólnym
wszystkich obywateli”. Dotychczasowy punkt wyjścia w dyskusji na ten temat jest błędny przede
wszystkim dlatego, że rozważa się pojęcie dobra wspólnego w kontekście pojęć
synonimicznych, takich jak dobro ogółu, interes społeczny, interes publiczny,
bez uwagi, że art. 1 Konstytucji pojęcie dobra wspólnego łączy z państwem,
inaczej mówiąc, że art. 1 państwo nazywa dobrem wspólnym. I po drugie dla-
tego, że próbuje się za pomocą pojęć ustawowych1 opisać treść pojęcia konsty-
tucyjnego, choć wiadomo, że pojęcia konstytucyjne mają autonomiczny sens
i wobec ustaw nadrzędny. Artykuł 1 Konstytucji RP, który stanowi, że „Rzeczpospolita Polska jest
wspólnym dobrem wszystkich obywateli” zamieszczony w rozdz. I: Rzecz-
pospolita, wyraża podstawową zasadę ustroju naszego państwa. Jest on po-
mieszczony wśród takich zasad, jak: zasada państwa prawnego (art. 2), zasada
zwierzchnictwa narodu (art. 4), zasada legalności i praworządności (art. 7),
zasada, według której Konstytucja jest najwyższym prawem i że jej przepi-
sy są bezpośrednio stosowane (art. 8). Wyliczone tu zasady nie wyczerpują
wszystkich zawartych w rozdz. I Konstytucji2. Owo wyliczenie jest potrzebne, aby powiedzieć, że treść normatywna
wszystkich spośród wymienionych zasad została w literaturze prawa konsty-
tucyjnego opisana albo dlatego, że sama zasada została w miarę jasno wyrażo-
na w Konstytucji (np. art. 7), albo dlatego, że orzecznictwo Trybunału Konsty-
tucyjnego, Sądu Najwyższego i Naczelnego Sądu Administracyjnego – pozwo-
liło opisać treść tej zasady (np. art. 2 czy art. 8 Konstytucji). 24 Janusz Trzciński Rzecz przedstawia się zgoła inaczej, gdy idzie o art. 1 Konstytucji. Nie ma
dotąd ani w ramach prawa konstytucyjnego3, ani w orzecznictwie sądowym
prób zdekodowania treści normatywnej zasady w nim wyrażonej. Zakładam jednak, że tak jak inne zasady ustrojowe wyrażone w naszej
Konstytucji także zasada, według której Rzeczpospolita jest dobrem wspólnym
wszystkich obywateli, ma swoją treść, i że art. 1 Konstytucji ma określony wa-
lor prawny, i to nie tylko dlatego, że jest zamieszczony w tekście Konstytucji.i Przy braku definicji legalnej pojęcia „dobro wspólne” punktem wyjścia od-
powiedzi na pytanie o treść zasady zawartej w art. 1 musi być analiza także
innych przepisów Konstytucji. Otóż obok art. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 1 pojęcie dobra wspólnego w kontekście Rzeczypospolitej
użyte jest dwukrotnie we wstępie do Konstytucji: w zdaniu, że „wszyscy oby-
watele Rzeczypospolitej […] równi w prawach i w powinnościach wobec dobra
wspólnego – Polski […] ustanawiamy Konstytucję Rzeczypospolitej Polskiej”
oraz w zdaniu „Wszystkich, którzy dla dobra Trzeciej Rzeczypospolitej tę Kon-
stytucję będą stosowali, wzywamy, aby czynili to, dbając o zachowanie przy-
rodzonej godności człowieka, jego prawa do wolności i obowiązku solidarności
z innymi, a poszanowanie tych zasad mieli za niewzruszoną podstawę Rze-
czypospolitej Polskiej”, a także w art. 25 ust. 3 Konstytucji: „Stosunki między
państwem a kościołami i innymi związkami wyznaniowymi są kształtowane
na zasadach poszanowania ich autonomii oraz wzajemnej niezależności każ-
dego w swoim zakresie, jak również współdziałania dla dobra człowieka i do-
bra wspólnego” oraz w art. 82 Konstytucji: „obowiązkiem obywatela polskiego
jest wierność Rzeczypospolitej Polskiej oraz troska o dobro wspólne”. Cytowa-
ne przepisy Konstytucji użyte razem nie ułatwiają zdekodowania treści i zna-
czenia prawnego art. 1 Konstytucji, choć pewne refleksje w oczywisty sposób
się nasuwają: a) dobrem wspólnym jest Rzeczpospolita Polska, Polska – a więc państwo
polskie. Ta konstatacja jest ważna dla propozycji badań nad zagadnieniem za-
wartym w art. 1 Konstytucji, która musi uwzględniać konstytucyjną koncepcję
państwa, b) dobro wspólne jako wartość konstytucyjna ujęte jest w Konstytucji w ob-
szarze zasad ustroju państwa oraz w obszarze wolności, praw i obowiązków
jednostki i ma służyć wszystkim obywatelom, c) zasada, że Rzeczpospolita Polska (Polska) jest dobrem wspólnym, jest
w systematyce Konstytucji przed innymi zasadami ustrojowymi, w tym przed
zasadą demokratycznego państwa prawnego. c) zasada, że Rzeczpospolita Polska (Polska) jest dobrem wspólnym, jest
w systematyce Konstytucji przed innymi zasadami ustrojowymi, w tym przed
zasadą demokratycznego państwa prawnego. 25 Rzeczpospolita Polska dobrem wspólnym wszystkich obywateli Uogólniając powyższe spostrzeżenia, należy powiedzieć, że gdy mówimy
o dobru wspólnym w kontekście art. 1 Konstytucji, to mówimy o państwie,
o jednostce, a przede wszystkim o relacji pomiędzy tymi podmiotami i że rela-
cja ta nie redukuje się do płaszczyzny wolności, praw i obowiązków jednostki
i przyczyn oraz metod ich ograniczania. II. Dekodując treść normatywną art. 1 Konstytucji, należy pomocniczo
sięgnąć do polskiej praktyki konstytucyjnej, a także do dyskusji w Komisji
Konstytucyjnej ZN4 nad pojęciem państwa jako „dobra wspólnego” i wyrażo-
nych przy tej okazji poglądów. W trakcie debaty konstytucyjnej zwrócono uwagę, że pojęciem dobra
wspólnego posługiwała się Konstytucja Polski z 1935 r. W art. 1 stanowiła,
że „Państwo Polskie jest wspólnym dobrem wszystkich obywateli”. 4 Istotny fragment tej dyskusji cytuje: A. Piechowiak, op. cit., s. 10.
5 Zob. ibidem, s. 9–10.
6 Ibidem, s. 9.
7 Zob. ibidem, s. 9–10.
8 Zob. o tym J. Trzciński, Tendencje i kierunki rozwojowe europejskiego i konstytucjonalizmu,
w: Z. Czeszejko-Sochacki (red.), Konstytucja Federalna Szwajcarskiej Konfederacji i Konstytucja
Rzeczypospolitej Polskiej z 1997 r., Białystok 2001, s. 27–28. 7 Zob. ibidem, s. 9–10. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* Na tle tak
brzmiącej formuły dostrzega się zasadniczą różnicę pomiędzy art. 1 Konstytu-
cji z 1997 r. a art. 1 Konstytucji z 1935 r. Różnica ta uzewnętrznia się w kolejno-
ści wyrazów formuły „wspólne dobro” (1935) w odróżnieniu od „dobro wspólne”
(1997)5. „Wykładnia gramatyczna terminu »wspólne dobro« każe uznać prymat
państwa jako całości przed jednostką i położyć akcent na obowiązki obywateli
wobec państwa. Wspólne dobro to coś, co jest wspólnym celem, celem działania
wszystkich członków danej grupy, w tym przypadku obywateli”6. Co się tyczy Konstytucji z 1997 r., to należy uznać pogląd, że formuła
„dobro wspólne” zasadniczo różni się od formuły „wspólne dobro” i daje wy-
raz prymatowi jednostki przed państwem7. Innymi słowy, daje wyraz innej
koncepcji praw i wolności jednostki będącej pochodną określonej koncepcji
państwa. Analiza Konstytucji z 1997 r. prowadzi do wniosku, że państwo
polskie jest polityczną organizacją społeczeństwa, w której system organów
władzy (organów państwa) jest zaledwie elementem struktury państwa,
a nie elementem definiującym państwo. Jest to koncepcja państwa, w któ-
rym obywatel i jego organizacje są istotnym elementem współdefiniującym
państwo8. Przyjęta w art. 1 Konstytucji formuła „dobra wspólnego” i pośrednio wy-
nikająca z niej koncepcja państwa charakteryzuje koncepcję praw i wolności
przyjętą w naszej Konstytucji i jest jednocześnie jej elementem. Jest to bez
wątpienia indywidualistyczna koncepcja praw jednostki. Rozstrzyga w ten
sposób pytanie: jednostka dla państwa czy państwo dla jednostki – na rzecz
służebnej roli państwa wobec obywateli z zachowaniem oczywiście tych war-
tości, które stanowią o bycie państwa, wartości, o których przede wszystkim
mowa w art. 5 Konstytucji, który stanowi, że „Rzeczpospolita Polska strze-
że niepodległości i nienaruszalności swojego terytorium, zapewnia wolności 26 Janusz Trzciński i prawa człowieka i obywatela oraz bezpieczeństwo obywateli, strzeże dzie-
dzictwa narodowego oraz zapewnia ochronę środowiska, kierując się zasadą
zrównoważonego rozwoju”. i prawa człowieka i obywatela oraz bezpieczeństwo obywateli, strzeże dzie-
dzictwa narodowego oraz zapewnia ochronę środowiska, kierując się zasadą
zrównoważonego rozwoju”. Ale nawet i te wartości w konkretnych sytuacjach mogą być przecież kon-
frontowane z wartościami i prawami jednostki – albo przez odniesienie do
art. 2, albo przez odniesienie do art. 31 ust. 3 Konstytucji, a więc do zasady
proporcjonalności ograniczania praw. III. Dotychczasowe uwagi uprawniają do zgłoszenia następującej tezy me-
todologicznej, będącej uogólnieniem konkluzji płynących z interpretacji tych
postanowień Konstytucji, które używają pojęcia dobra wspólnego na określe-
nie Rzeczypospolitej. 9 Zob. B. Lewaszkiewicz-Petrykowska, op. cit. 11 Art. 31: „1. Wolność człowieka podlega ochronie prawnej. 2. Każdy jest obowiązany sza-
nować wolności i prawa innych. Nikogo nie wolno zmuszać do czynienia tego, czego prawo mu
nie nakazuje. 3. Ograniczenia w zakresie korzystania z konstytucyjnych wolności i praw mogą
być ustanawiane tylko w ustawie i tylko wtedy, gdy są konieczne w demokratycznym państwie
dla jego bezpieczeństwa lub porządku publicznego, bądź dla ochrony środowiska, zdrowia i mo-
ralności publicznej, albo wolności i praw innych osób. Ograniczenia te nie mogą naruszać istoty
wolności i praw”. Art. 61 ust. 3: „Ograniczenie prawa, o którym mowa w ust. 1 i 2, może nastąpić 10 O związku tych zasad, a w szczególności zasady solidarności z zasadą dobra wspólnego
wyrażoną w art. 1 Konstytucji, zob. Wystąpienie Prezydenta Aleksandra Kwaśniewskiego, op.
cit. Zob. też J. Kurys, Sprawiedliwość społeczna. Szkice ze współczesnej teorii konstytucjonalizmu
i praktyki polskiego prawa ustrojowego, Kraków 2004. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* Otóż uważam, że przyjęta koncepcja Rzeczypospolitej
Polskiej jako „dobra wspólnego” wszystkich obywateli nie tylko pozostaje we
wzajemnym związku z koncepcją państwa przyjętą w Konstytucji i z koncepcją
wolności i praw jednostki, ale także wyznacza obszary regulacji konstytucyj-
nych mające podstawowe znaczenie dla opisania treści formuły „Rzeczpospoli-
ta Polska jest dobrem wspólnym wszystkich obywateli”. Zaliczyć do nich nale-
ży te, które dla zachowania ładu konstytucyjnego mają podstawowe znaczenie: ży te, które dla zachowania ładu konstytucyjnego mają podstawowe znaczen a) obszar wolności, praw i obowiązków jednostki, który opisuje nie tylko
status jednostki w państwie, ale także opisuje obowiązki władzy (państwa)
wobec jednostki, b) obszar funkcjonowania instytucji życia publicznego. Idzie tu o wybór
optymalnego modelu ustroju państwa z punktu widzenia zachowania ładu
konstytucyjnego mającego znaczenie dla statusu jednostki, b) obszar funkcjonowania instytucji życia publicznego. Idzie tu o wybór
optymalnego modelu ustroju państwa z punktu widzenia zachowania ładu
konstytucyjnego mającego znaczenie dla statusu jednostki, c) obszar stanowienia prawa będącego podstawowym instrumentem reali-
zacji wartości konstytucyjnych. c) obszar stanowienia prawa będącego podstawowym instrumentem reali-
zacji wartości konstytucyjnych. Propozycja, aby rozważań nad zagadnieniem Rzeczypospolitej Polskiej
jako dobra wspólnego nie ograniczać, jak się to zwykło czynić, jedynie do
pierwszego z wymienionych obszarów, a więc obszaru wolności i praw jednost-
ki w zderzeniu z konstytucyjnie określonym interesem państwa9, lecz aby je
rozciągnąć na obszary definiujące władzę państwową – bierze się z przekona-
nia, że formuła dobra wspólnego „działa w obie strony”. Oznacza to, że dbałość
o państwo jako dobro wspólne, będące demokratycznym państwem prawnym
realizującym zasady sprawiedliwości społecznej (art. 2 Konstytucji), obciąża
nie tylko obywatela, ale że obywatel ma także prawo oczekiwać, iż władza
publiczna tak będzie działać, aby Rzeczpospolita także przez obywateli mogła
być uznana za dobro wspólne. IV. Podstawowym warunkiem uznania „dobra” (czyt. państwa) za „dobro
wspólne” jest takie ukształtowanie instytucji praw, wolności i obowiązków
jednostki, które zapewni jednostce realizację przyznanych jej konstytucyjnie
praw. Wydaje się, przy wszystkich zastrzeżeniach, jakie tu można zgłosić, że
takimi prawami stanowiącymi o istocie instytucji wolności i praw w ramach
koncepcji dobra wspólnego są: 27 Rzeczpospolita Polska dobrem wspólnym wszystkich obywateli a) zasada poszanowania godności ludzkiej stanowiącej źródło wolności
i praw człowieka i obywatela (art. 30 i wstęp do Konstytucji), a) zasada poszanowania godności ludzkiej stanowiącej źródło wolności
i praw człowieka i obywatela (art. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 30 i wstęp do Konstytucji), b) zasada równości praw i równości w prawie deklarująca, że wszyscy są
równi wobec prawa i że wszyscy mają prawo do równego traktowania przez
władze publiczne (art. 32), b) zasada równości praw i równości w prawie deklarująca, że wszyscy są
równi wobec prawa i że wszyscy mają prawo do równego traktowania przez
władze publiczne (art. 32), c) zasada sprawiedliwości społecznej (art. 2), której zastosowanie ma zna-
czenie przede wszystkim w obszarach praw ekonomicznych i socjalnych, c) zasada sprawiedliwości społecznej (art. 2), której zastosowanie ma zna-
czenie przede wszystkim w obszarach praw ekonomicznych i socjalnych, d) zasada solidarności (solidaryzmu społecznego – wstęp do Konstytucji
i art. 20), która rzuca także światło na rozumienie zarówno zasady równości
jak i sprawiedliwości społecznej10, d) zasada solidarności (solidaryzmu społecznego – wstęp do Konstytucji
i art. 20), która rzuca także światło na rozumienie zarówno zasady równości
jak i sprawiedliwości społecznej10, e) prawo do sądu (art. 45 ust. 1 Konstytucji) jako gwarancja realizacji praw
jednostki. Wytypowane powyżej prawa, które mają, moim zdaniem, zasadnicze zna-
czenie dla oceny instytucji wolności i praw jednostki, charakteryzują się tym,
że zabezpieczają możliwość korzystania przez jednostkę z jej praw z uwzględ-
nieniem praw innych osób, ale jednocześnie pozwalają – ze względu na solidar-
ność, równość i sprawiedliwość społeczną – prawa jednostki krępować, właśnie
ze względu na zachowanie ładu konstytucyjnego w obrębie dobra wspólnego. Głębokość korzystania z wolności i praw jednostki w ramach „dobra wspól-
nego” wyznaczają dwa czynniki, których ocena nie może pozostać bez znacze-
nia dla opisu instytucji praw i wolności w ramach RP jako „dobra wspólnego”. Są to instytucje obowiązków obywatela, które są swojego rodzaju kontrybucją
na rzecz ogółu społeczeństwa (art. 82–86) oraz art. 31 ust. 3 zezwalający na
ograniczenie wolności i praw jednostki. Zagadnienie podstawowych obowiązków jednostki, które z woli Konstytucji
uznane są za konieczne do wprowadzenia dla powodzenia „dobra wspólnego”
uznanego w tym kontekście za zapewnienie pewnych zadań publicznych w in-
teresie wszystkich obywateli, uregulowane jest w art. 82 do 86 Konstytucji. Konstytucja zalicza do nich: – obowiązek wierności Rzeczpospolitej oraz troskę o dobro wspólne (art. 82), – obowiązek wierności Rzeczpospolitej oraz troskę o dobro wspólne (art. 82),
obowiązek przestrzegania prawa RP (art 83) – obowiązek ponoszenia ciężarów i świadczeń publicznych (art. 84), – obowiązek ponoszenia ciężarów i świadczeń publicznych (art. 84),
– obowiązek obrony ojczyzny (art. 85), – obowiązek ponoszenia ciężarów i świadczeń publicznych (art. 10 O związku tych zasad, a w szczególności zasady solidarności z zasadą dobra wspólnego
wyrażoną w art. 1 Konstytucji, zob. Wystąpienie Prezydenta Aleksandra Kwaśniewskiego, op.
cit. Zob. też J. Kurys, Sprawiedliwość społeczna. Szkice ze współczesnej teorii konstytucjonalizmu
i praktyki polskiego prawa ustrojowego, Kraków 2004.
11 Art. 31: „1. Wolność człowieka podlega ochronie prawnej. 2. Każdy jest obowiązany sza-
nować wolności i prawa innych. Nikogo nie wolno zmuszać do czynienia tego, czego prawo mu
nie nakazuje. 3. Ograniczenia w zakresie korzystania z konstytucyjnych wolności i praw mogą
być ustanawiane tylko w ustawie i tylko wtedy, gdy są konieczne w demokratycznym państwie
dla jego bezpieczeństwa lub porządku publicznego, bądź dla ochrony środowiska, zdrowia i mo-
ralności publicznej, albo wolności i praw innych osób. Ograniczenia te nie mogą naruszać istoty
wolności i praw”. Art. 61 ust. 3: „Ograniczenie prawa, o którym mowa w ust. 1 i 2, może nastąpić 12 Np. art. 68 ust. 3: „Władze publiczne są obowiązane do zapewnienia szczególnej opieki
zdrowotnej dzieciom, kobietom ciężarnym, osobom niepełnosprawnym i osobom w podeszłym wie-
ku” albo art. 71 ust. 1: „Państwo w swojej polityce społecznej i gospodarczej uwzględnia dobro ro-
dziny. Rodziny znajdujące się w trudnej sytuacji materialnej i społecznej, zwłaszcza wielodzietne
i niepełne, mają prawo do szczególnej pomocy ze strony władz publicznych”. I choć adresatem tych
postanowień jest przede wszystkim „państwo”, to przecież jest w nich zawarte minimum praw dla
obywatela. Zob. o tym J. Trzciński, Komentarz do art. 68 Konstytucji, w: L. Garlicki (red.), Konsty-
tucja Rzeczypospolitej Polskiej. Komentarz, t. 3, Warszawa 2003. wyłącznie ze względu na określone w ustawach ochronę wolności i praw innych osób i podmiotów
gospodarczych oraz ochronę porządku publicznego, bezpieczeństwa lub ważnego interesu gospo-
darczego państwa”. Art. 22: „Ograniczenie wolności działalności gospodarczej jest dopuszczalne
tylko w drodze ustawy i tylko ze względu na ważny interes publiczny”. 13 Mam tu na uwadze choćby formułę art. 2 Konstytucji nakazującą, aby Rzeczpospolita była
państwem demokratycznym, lub art. 4 ust. 2, że: „naród sprawuje władzę przez swoich przedsta-
wicieli lub bezpośrednio”. 15 Na związek sprawnego działania aparatu państwowego z dobrem wspólnym zwraca też
uwagę P. Winczorek w opinii z 3 lipca 2002 r. w sprawie interpretacji art. 203 Konstytucji RP
w związku z art. 2 ustawy o NIK (zob. maszynopis, s. 2), a także TK w orzeczeniu K 24/02. 14 W istocie na gruncie prawa kompetencja łączy się nie z państwem, lecz z organami p
stwa, czy szerzej – organami władzy publicznej. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 84),
obowiązek obrony ojczyzny (art 85) – obowiązek dbałości o stan środowiska (art. 86). Inną formą ograniczenia wolności i praw przewidzianą w Konstytucji jest
przede wszystkim art. 31 ust. 3 Konstytucji, ale także art. 61 ust. 3 i art. 2211. Inną formą ograniczenia wolności i praw przewidzianą w Konstytucji jest
przede wszystkim art. 31 ust. 3 Konstytucji, ale także art. 61 ust. 3 i art. 2211. 28 Janusz Trzciński Analiza tych przepisów pokazuje, że jakkolwiek nie używają one sformułowa-
nia, że ograniczenie może nastąpić ze względu na przesłankę „dobra wspólne-
go”, to szczegółowe przesłanki art. 31 ust. 3, art. 61 ust. 3 i art. 22 w istocie
tak są skonstruowane, że mogłyby wyczerpywać swoją treścią pojęcie dobra
wspólnego. Należą do nich: ochrona bezpieczeństwa państwa i porządku pub-
licznego, ochrona środowiska, ochrona zdrowia i moralności publicznej, ochro-
na ważnego interesu gospodarczego państwa, ochrona wolności i praw innych
osób, interes publiczny. Bez wątpienia cytowane tu przepisy art. 31 ust. 3,
art. 22 i art. 61 ust. 3, a także art. 82–86 mają swój prosty związek z art. 1
Konstytucji; koncepcyjnie z niego wypływają i go opisują. V. Drugim z wyznaczonych przeze mnie obszarów materii konstytucyjnej
mającym znaczenie dla zdefiniowania treści formuły, według której „Rzeczpo-
spolita Polska jest dobrem wspólnym wszystkich obywateli”, jest obszar funk-
cjonowania instytucji publicznych składających się na system organów władzy
publicznej, a więc ważny element struktury państwa. Jeżeli prawdziwa jest teza, że państwo i jego organy mają określone obo-
wiązki wobec obywateli opisane w Konstytucji12, a także wynikające z istoty de-
mokratycznego państwa prawnego13, to minimalne postulaty realizacji dobra
wspólnego przez organy władzy (w Konstytucji używa się formuły państwo)14
polegają na tym, że instytucje publiczne mają działać sprawnie15 i sprawiedli-
wie w interesie społeczeństwa. Aby osiągnąć powyższe cele, powinny być zorga-
nizowane demokratycznie16. Ten ostatni postulat oznacza możliwość wpływa-
nia przez obywateli za pomocą przyznanych im środków i instytucji prawnych
(np. referendum) na kształt i treść decyzji państwowych. Brak takich możliwo-
ści prowadziłby do alienacji instytucji publicznych i do podważenia tezy o tym,
że RP jest dobrem wspólnym wszystkich obywateli. Coś, co nie jest społecz- wyłącznie ze względu na określone w ustawach ochronę wolności i praw innych osób i podmiotów
gospodarczych oraz ochronę porządku publicznego, bezpieczeństwa lub ważnego interesu gospo-
darczego państwa”. Art. 22: „Ograniczenie wolności działalności gospodarczej jest dopuszczalne
tylko w drodze ustawy i tylko ze względu na ważny interes publiczny”. 16 Realizacja postulatu trójpodziału władzy jest warunkiem koniecznym, ale nie wystarcza-
jącym do zrealizowania tego celu. 19 Zob. wyroki TK: z 12 kwietnia 2000 r., K 8/98; z 30 stycznia 2001 r., K 17/00; z 10 październi-
ka 2001 r., K 28/01; z 18 lutego 2003 r., K 24/02; z 25 listopada 2003 r., K 37/02; z 7 stycznia 2004 r.,
K 14/03. 17 Zagadnienie to jest niekiedy ujmowane jako zagadnienie „prawowitości” prawa, dla
której stwierdzenia ważne jest, aby prawo było zgodne z interesem i preferencjami jednostek.
Zob. W. Sadurski, Status jednostki w prawie: refleksje filozoficzno-prawne na temat prawowi-
tości demokracji (tezy referatu), Konferencja na Wydziale Prawa i Administracji UW Warszawa,
25 czerwca 2005 r. (maszynopis).
18 Znane mi orzecznictwo SN nie odwołuje się wprost do art. 1 Konstytucji. NSA odwołał się
do art. 1 Konstytucji w orzeczeniu z 12 kwietnia 2000 r., I SA/Ka 1740/98. W wyroku tym NSA
dokonał interpretacji art. 9 k.p.a. przez pryzmat art. 1 Konstytucji. Oto teza tego wyroku wyjęta
z uzasadnienia: „Obowiązek informowania i wyjaśniania stronom przez organ prowadzący postę-
powanie całokształtu okoliczności faktycznych i prawnych toczącej się sprawy (art. 9 Kpa) powi-
nien być rozumiany tak szeroko, jak to jest możliwe. Udowodnione naruszenie tego obowiązku po-
winno być rozumiane jako wystarczająca podstawa do uchylenia decyzji, szczególnie wówczas, gdy
urzędnik stwierdza (lub powinien stwierdzić), że strona zamierza podjąć działania wiążące się dla
niej z niekorzystnymi skutkami, lub nawet ryzykiem wystąpienia podobnych skutków. W takim
wypadku urzędnik ma wyraźny obowiązek w możliwie jasny sposób wyjaśnić całość okoliczności
sprawy stronie i równie wyraźnie wskazać na ryzyko wiążące się z zaplanowanymi działaniami.
Jest to jedyny odpowiadający zasadzie art. 1 Konstytucji sposób rozumienia art. 9 Kpa”.
19 Zob. wyroki TK: z 12 kwietnia 2000 r., K 8/98; z 30 stycznia 2001 r., K 17/00; z 10 październi- 25 czerwca 2005 r. (maszynopis).
18 Znane mi orzecznictwo SN nie odwołuje się wprost do art. 1 Konstytucji. NSA odwołał się
do art. 1 Konstytucji w orzeczeniu z 12 kwietnia 2000 r., I SA/Ka 1740/98. W wyroku tym NSA
dokonał interpretacji art. 9 k.p.a. przez pryzmat art. 1 Konstytucji. Oto teza tego wyroku wyjęta
z uzasadnienia: „Obowiązek informowania i wyjaśniania stronom przez organ prowadzący postę-
powanie całokształtu okoliczności faktycznych i prawnych toczącej się sprawy (art. 9 Kpa) powi-
nien być rozumiany tak szeroko, jak to jest możliwe. Udowodnione naruszenie tego obowiązku po-
winno być rozumiane jako wystarczająca podstawa do uchylenia decyzji, szczególnie wówczas, gdy
urzędnik stwierdza (lub powinien stwierdzić), że strona zamierza podjąć działania wiążące się dla
niej z niekorzystnymi skutkami, lub nawet ryzykiem wystąpienia podobnych skutków. W takim
wypadku urzędnik ma wyraźny obowiązek w możliwie jasny sposób wyjaśnić całość okoliczności
sprawy stronie i równie wyraźnie wskazać na ryzyko wiążące się z zaplanowanymi działaniami.
Jest to jedyny odpowiadający zasadzie art. 1 Konstytucji sposób rozumienia art. 9 Kpa”. 17 Zagadnienie to jest niekiedy ujmowane jako zagadnienie „prawowitości” prawa, dla
której stwierdzenia ważne jest, aby prawo było zgodne z interesem i preferencjami jednostek.
Zob. W. Sadurski, Status jednostki w prawie: refleksje filozoficzno-prawne na temat prawowi-
tości demokracji (tezy referatu), Konferencja na Wydziale Prawa i Administracji UW Warszawa,
25 czerwca 2005 r. (maszynopis). RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 13 Mam tu na uwadze choćby formułę art. 2 Konstytucji nakazującą, aby Rzeczpospolita była
państwem demokratycznym, lub art. 4 ust. 2, że: „naród sprawuje władzę przez swoich przedsta-
wicieli lub bezpośrednio”. Rzeczpospolita Polska dobrem wspólnym wszystkich obywateli 29 nie akceptowane, trudno nazwać dobrem wspólnym. Na przykład nie będzie
dobrem wspólnym system państwowy oparty na dyktaturze czy dominującej
ideologii narzuconej społeczeństwu. nie akceptowane, trudno nazwać dobrem wspólnym. Na przykład nie będzie
dobrem wspólnym system państwowy oparty na dyktaturze czy dominującej
ideologii narzuconej społeczeństwu. VI. Trzecim obszarem mającym znaczenie dla identyfikacji treści formu-
ły „Rzeczpospolita Polska jest dobrem wspólnym wszystkich obywateli” jest
obszar reguł stanowienia prawa i treści samego prawa, które, aby mogło sku-
tecznie być uważane za element dobra wspólnego, musi spełniać trzy warunki: a) używając formuły art. 1 Konstytucji: „wszyscy obywatele” (społeczeń-
stwo) powinni identyfikować się z treścią prawa w stopniu, w jakim uwzględ-
nia ono interesy społeczeństwa17 opisane w postanowieniach Konstytucji okre-
ślających cele i zadania państwa (Rzeczypospolitej Polskiej), a) używając formuły art. 1 Konstytucji: „wszyscy obywatele” (społeczeń-
stwo) powinni identyfikować się z treścią prawa w stopniu, w jakim uwzględ-
nia ono interesy społeczeństwa17 opisane w postanowieniach Konstytucji okre-
ślających cele i zadania państwa (Rzeczypospolitej Polskiej), b) społeczeństwo ma instytucjonalny wpływ na proces tworzenia prawa,
tzn. że procedury stanowienia prawa uwzględniają postulat demokratyczności
prawa, c) prawo musi być zgodne z Konstytucją, ustawą zasadniczą Rzeczypo-
spolitej Polskiej, której powinna przysługiwać cecha względnej stabilności, ze
względu na wartości, które formułuje. Wartościami tymi są demokratyczny
ustrój państwowy i wolności i prawa jednostki. c) prawo musi być zgodne z Konstytucją, ustawą zasadniczą Rzeczypo-
spolitej Polskiej, której powinna przysługiwać cecha względnej stabilności, ze
względu na wartości, które formułuje. Wartościami tymi są demokratyczny
ustrój państwowy i wolności i prawa jednostki. VII. Orzecznictwo sądowe18 w małym stopniu odwołuje się do art. 1 Kon-
stytucji. Najliczniejsze ślady sięgania do zasady opisanej w art. 1 znajdziemy
w orzecznictwie TK19. Jako wzorzec konstytucyjny nie występuje wprost w orzecznictwie TK,
co może oznaczać, że wnioskujący lub skarżący nie widzą niezgodności po-
szczególnych przepisów ustawy z art. 1 Konstytucji albo uważają, że art. 1 nie
mógłby występować jako samodzielny wzorzec. Moim zdaniem nie można mieć
wątpliwości co do normatywnego charakteru art. 1 Konstytucji i co do tego, 30 Janusz Trzciński czy art. 1 mógłby być wzorcem konstytucyjnym przy kontroli konstytucyjności
prawa, może z wyjątkiem skargi konstytucyjnej. czy art. RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 2 Konstytu-
cji określającym Rzeczpospolitą Polską jako demokratyczne państwo prawne
urzeczywistniające zasady sprawiedliwości społecznej, 31 Rzeczpospolita Polska dobrem wspólnym wszystkich obywateli d) wydaje się, że w obecnym stanie badań nad zagadnieniem art. 1 Konsty-
tucji wszelkie uogólnienia szczegółowych uwag poczynionych powyżej byłyby
przedwczesne przede wszystkim dlatego, że zbyt skąpa jest praktyka sądowa
i trybunalska w tym względzie, a bez niej nie da się odpowiedzieć w pogłębiony
sposób na pytanie o treść zasady, że „Rzeczpospolita Polska jest dobrem wspól-
nym wszystkich obywateli”. prof. dr hab. Janusz Trzciński
Uniwersytet Warszawski
jtrzcinski@nsa.gov.pl prof. dr hab. Janusz Trzciński
Uniwersytet Warszawski
jtrzcinski@nsa.gov.pl RZECZPOSPOLITA POLSKA
DOBREM WSPÓLNYM WSZYSTKICH OBYWATELI* 1 mógłby być wzorcem konstytucyjnym przy kontroli konstytucyjności
prawa, może z wyjątkiem skargi konstytucyjnej. Występuje natomiast art. 1 i użyte w nim pojęcie „dobro wspólne” jako
argument wzmacniający konkretne rozstrzygnięcia oparte na konkretnych
wartościach konstytucyjnych, przede wszystkim – solidarności (solidaryzm),
sprawiedliwości społecznej, równości, demokratycznym państwie prawnym. Zagadnienie „dobra wspólnego” w kontekście zasady solidarności spo-
łecznej zostało użyte w wyroku TK z 30 stycznia 2001 r. (K 1700). Odwołując
się do zasady solidarności społecznej, TK uznał, że nie tylko pracownicy,
lecz także pracodawcy muszą ponieść pewne, określone koszty reformy pła-
cowej (ubruttowienie wynagrodzeń pracowników) i że jest to zgodne z zasadą
wyrażoną w art. 1 Konstytucji. Trybunał stwierdził, że wszyscy obywatele
zarówno pracodawcy, jak i pracownicy są w stopniu odpowiednim do swo-
ich możliwości zobowiązani do poświęcenia pewnych interesów własnych dla
„dobra wspólnego”. Zagadnienie dobra wspólnego (art. 1) w kontekście zasady państwa praw-
nego (art. 2) pojawia się w dwóch aspektach: w związku dobra wspólnego
z zasadą sprawiedliwości społecznej, przez którą realizuje się zasada dobra
wspólnego (K 8/98) i w związku z taką organizacją samorządu terytorialnego,
która zapewni zdolność wykonywania zadań publicznych w interesie dobra
wspólnego. Niekiedy też w uzasadnieniach wyroków TK dobro wspólne występuje
w kontekście ograniczenia praw jednostki (np. ze względu na bezpieczeństwo
państwa K 37/02), a w orzeczeniu K 14/03 mówi się o związku odpowiedniego
modelu ustawy ze względu na zapewnienie praw wszystkich obywateli (a więc
dobra wspólnego). VIII. Powyżej sformułowane uwagi, z których większość ma charakter
uwag metodologicznych, tzn. pokazujących sposób podejścia do badań nad za-
sadą wyrażoną w art. 1 Konstytucji, prowadzą mnie do następujących uogól-
nień: a) próba rozumienia zasady „Rzeczpospolita Polska jest dobrem wspól-
nym wszystkich obywateli” musi za punkt wyjścia w tle badań mieć koncepcję
państwa zakodowaną w Konstytucji. „Dobro wspólne” jest pochodną koncep-
cji państwa zarówno w płaszczyźnie koncepcji wolności i praw jednostki, jak
i w płaszczyźnie organizacyjnej państwa (czyt. władzy publicznej), b) na płaszczyźnie konstytucyjnej dobro wspólne nie redukuje się do za-
gadnienia ograniczenia wolności i praw jednostki w zestawieniu z interesem
publicznym (interesem państwa). Zagadnienie należy widzieć także w płasz-
czyźnie ustrojowej, w płaszczyźnie ładu konstytucyjnego, akceptowanego lub
nie przez obywateli, c) z pojęciem „dobro wspólne” (Rzeczpospolita Polska) łączą się nie tylko
obowiązki obywatela wobec państwa, ale i obowiązki państwa wobec obywa-
tela. Ślady takiego rozumowania są wyraźnie zaznaczone w art. THE REPUBLIC OF POLAND – THE COMMON GOOD OF ALL CITIZENS S u m m a r y S u m m a r y The aim of this article is to propose a methodology for research into the constitutional prin-
ciple of the common good (Article 1 of the Polish Constitution). The author takes the view that
the basic condition for the recognition of a state as a common good is to ensure that the rights,
freedoms and duties of an individual are shaped in such a way as to ensure that the individual’s
constitutional rights can be exercised. The laws that constitute the essence of the institutions of
the freedom and rights within the concept of the common good include: human dignity, equality
in law, the principle of social justice, the principle of social solidarity, the right to a trial. The
minimum requirements for authorities to pursue the common good are that public institutions act
efficiently and fairly in the interest of society. Common good is a derivative of the concept of state
regarding both, the concept of freedom and individual rights, and the organisational side of the
state. On the constitutional level, the common good is not reduced to the issue of the limitation of
individual freedoms and rights as compared to the public (State) interest. This issue should also
be noted at the political level, the State’s constitutional order, whether accepted or not by the citi-
zens. The concept of the common good is not only associated with the citizen’s duties towards the
state, but also with the state’s duties towards the citizen. The closest context in which Article 1
of the Constitution should be read is Article 2 of the Constitution (the principle of a democratic
state governed by law), since the two, taken together, define the Republic of Poland as a state.
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Synthetic biology in the German press: how implications of metaphors shape representations of morality and responsibility
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© The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International
License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and
indicate if changes were made. RESEARCH Open Access Döring Life Sciences, Society and Policy (2018) 14:14
https://doi.org/10.1186/s40504-018-0079-9 Synthetic biology in the German press: how
implications of metaphors shape
representations of morality and
responsibility Martin Döring Correspondence: Doering@
metaphorik.de
Institute of Geography, University of
Hamburg, Bundesstraße 55, 20146
Hamburg, Germany Abstract: Synthetic biology (SynBio) represents a relatively young field of research
which has developed into an important scientific endeavour. Characterised by a high
degree of interdisciplinary work crossing disciplinary boundaries, such as biology,
mathematics and engineering, SynBio has been, since its beginning, devoted to
creating new biological functions, metabolic pathways or even minimal organisms. Although its often-articulated aim of developing new forms of life has so far not
been archived, SynBio nowadays represents a well-established biotechnological
approach and it has also attracted public concern, especially since Craig Venter’s
work on Mycoplasma Mycoides JCVI-syn1.0. Taking these developments as a starting
point, the paper empirically investigates the metaphorical representations of SynBio
in two leading German media publications, the daily newspaper Die Frankfurter
Allgemeine Zeitung and the weekly magazine Der Spiegel between 2000 and 2010. Using a novel combination of metaphor and co-occurrence analysis, the paper
engages in a systematic examination of implicit moral implications inherent in
linguistic images permeating this news coverage. It demonstrates a method of how
media-metaphorical representations and their moral implications of SynBio could
analytically be revealed and analysed. In doing so, it aims at contributing to empirical
ethical analyses of the news coverage on SynBio in particular and offers an approach
that methodologically adds to literature on responsible language use, which is
emerging in science and technology studies and ethical analyses of new
technologies. Keywords: Synthetic biology, Metaphor, Moral implications, German press coverage Synthetic biology: an emerging and consolidating field of research
Synthetic Biology (SynBio) is a relatively young field of research (Endy 2005), closely
linked to biotechnology, systems biology and metabolic engineering (Nesbet 2016). After 15 years of existence (De Lorenzo and Danchin 2008; Nisbet and Lewenstein
2002), it can now be regarded as a scientifically established discipline with its own
journals, conferences, research centres and curricula at universities all over the world. The disciplinary rationale of SynBio is twofold, namely: “the design and construction
of new biological parts, devices and systems as well as the redesign of existing parts”
(Porcar and Peretó 2012: 79). Page 2 of 17 Döring Life Sciences, Society and Policy (2018) 14:14 Questions continue to be asked as to whether SynBio is a new scientific discipline in
a biotechnological field of research where proteomics, systems biology (Döring et al. Synthetic biology in the German press: how
implications of metaphors shape
representations of morality and
responsibility 2015) and metabolic engineering are comparable ambitious endeavours and whether
Synbio’s engineering approach makes it a unique discipline or not (Keller 2002). Inter-
estingly, studies from the field of the sociology of science and science and technology
studies frame SynBio as a scientific discipline. Here, SynBio is conceived as a
post-genomic engineering discipline that aims at making biology “less qualitative and
descriptive and more quantitative and predictive” (Calvert and Fujimura 2009: 48). This
shift, Calvert and Fujimura assume, exhibits a conceptual and methodological attempt
to make biology a hard(er) science and develop a high degree of sophistication by in-
cluding a quantitatively based rationale derived from computer science, mathematics
and modelling. This has theoretical and methodological repercussions for biology, bio-
technology, biomedical research, science-policy, the economy and society in general. The increasing scientific relevance of SynBio is also mirrored in the number of scien-
tific publications found on Pubmed-Reminer (search term ‘Synthetic Biology’) which
remained until 2008 at an average of approx. 60 papers per year, but has risen to 827 in
2017. The same holds true for scientific reviews – an important type of text written by
experts reviewing research undertaken and assessing the future of a discipline. Here we
find a steep increase between 2011 (57 reviews) and 2016 (231 reviews), only slowing
down in 2017 to 198 reviews. This clearly indicates that a scientific narrative is woven
around SynBio which “shapes the literature of a field into a story in order to enlist the
support of readers to [...] [corroborate] this story” (Meyers 1991: 45). These numbers
have, however, to be treated with caution as they do not indicate whether there is a sci-
entific revolution taking place or whether rising figures, in terms of publication output,
indicate a fashionable use of the term SynBio for strategic purposes. Furthermore, it should be stressed that many targets set by scientists working in the
field of SynBio have not been achieved to date while others have materialised and
attracted considerable scientific, political and public attention. This was the case in the
development of Artemisinin, an anti-malaria drug extracted from engineered yeast and
even more so in the production of the artificial organism Mycoplasma Mycoides
JCVI-syn1.0 (Balmer and Herreman 2009: 221). Synthetic biology in the German press: how
implications of metaphors shape
representations of morality and
responsibility Additionally, conceptual issues such as
the principles of hierarchical abstraction or modularity (Serrano 2007: 1) or the integra-
tion of the so-called chassis and the programme cause considerable problems (Dachin
2012). At a large press conference, Craig Venter publicly announced that the merging of syn-
thetic sequences with sequences taken from another bacterium had been successful and
proclaimed that the shift from biological reproduction of life, to the technological produc-
tion of life, had been achieved by him and his research team (Cserer and Seiringer 2009). Such proclaimed scientific revolutions are in many cases accompanied by intensive media
coverage and can lead to worries about the release of artificially generated life forms into
the environment (Balmer and Martin 2008). Venter’s development of Mycoplasma
Mycoides JCVI-syn1.0 was indeed accompanied by rapid and considerable media coverage
semantically revolving around the metaphor of “playing god in Frankenstein’s footsteps”
(van Belt 2009: 257). It was interesting to observe how the creation of a supposedly artifi-
cial form of life caused considerable public concern about its possible ecological impact,
but also how such an exceptional event was metaphorically and linguistically represented. Döring Life Sciences, Society and Policy (2018) 14:14 Page 3 of 17 Page 3 of 17 All these observations form the starting point of the present paper which aims at pro-
viding a methodologically systematic and empirical analysis of moral implications in-
herent in the metaphors that permeated the German newspaper coverage of SynBio in
the seminal daily newspaper Die Frankfurter Allgemeine Zeitung and the renowned
weekly magazine Der Spiegel. This article aims to methodologically and empirically
complement existing philosophical and bioethical reflections in the areas of biotechno-
logical innovation, biomedical developments (Nordgren 1998), systems biology (Döring
et al. 2015), synthetic biology (Boldt 2016), and science and technology studies (Kom-
duur et al. 2009). It differs from this literature insofar as it proposes a novel practical
approach for studying metaphorical mapping processes from an ethical point of view. This is important because in the mapping process arguments and values are cognitively
transferred from one domain of knowledge to another: the “production of certain
[metaphorical] mappings is an act of ethical discourse” (Balmer and Herreman 2009:
221), which includes unnoticed or even hidden moral implications. Synthetic biology in the German press: how
implications of metaphors shape
representations of morality and
responsibility This requires con-
scious reflection in terms of a responsible use of metaphors which “are often used to
help readers to connect to scientific results” (Kueffer and Larson 2014) and
developments. In the following, I will first provide an overview of, and theoretically engage with, re-
search undertaken on metaphor in linguistics and in the fields of science and technol-
ogy studies with a focus on studies investigating images in the areas of genetics,
genomics and synthetic and systems biology. Against this background, I will explain the
approach taken for studying metaphors (Schmitt 2011). I will then explicate my method
of analysing metaphorical mappings with the aid of a co-occurrence analysis. The art-
icle will show how this analysis allows researchers to perform an empirically grounded
analysis of hidden implications, moral or otherwise, in metaphorical mappings. Illus-
trating this approach, I will analyse four main metaphorical concepts semantically per-
meating the German news coverage. In the final section, I will summarise the
theoretical, methodological and empirical implications of my findings and reflect on
the fact that a qualitatively improved science communication can contribute to the re-
sponsible use of metaphors. Metaphor and synthetic biology: theoretical dimensions for analysing moral
implications Nowadays it is a truism to state that metaphors pervade science (Brown 2008) and are
creatively applied in scientific thinking (Katherndahl 2014). Numerous scholars in dif-
ferent areas of research have studied the constitutive role of metaphors for scientific
thinking and the development of scientific concepts, theories and methods. The works by the philosophers Black (1962) and Blumenberg (1960) were among the
first to develop coherent approaches and tools for analysing metaphors – not only – in
scientific thought. Gentner and Jeziorski (1993) have investigated the formation of scien-
tific work from a historical point of view tracing the conceptual steps taken from meta-
phor to analogy. They reveal important structural mappings in the works of scientists,
such as Sadi Carnot, Robert Boyle or Paracelus (Gentner and Jeziorski 1993: 448), show-
ing how metaphorical mappings and analogies informed the development of scientific the-
ories. Hesse, in turn, (1966; 1970) applied Max Black's (1962) and Ivor Richard’s (1936) Döring Life Sciences, Society and Policy (2018) 14:14 Page 4 of 17 interaction theory of metaphor and unravelled the explanatory power of metaphor in the
context of the formation of analogical models in science. This research inspired Kay (2000) who investigated central metaphors in genetics
such as “books”, “maps” and “information theory”, which all contributed to establishing
the scientific rationale of molecular biology (Kay 1997). Later works by Maasen and Weingart (2000), Larson (2011) and Döring et al. (2015)
are among the few who provide a discussion of different theories of metaphor, integrate
them into the sociology of science and science and technology studies, and provide a
methodological approach for exploring metaphorically driven knowledge dynamics in
science. This also applies to the work of Nerlich and Hellsten (2005, 2011) who also
performed comprehensive empirical research on metaphors in genetics, genomics and
synthetic biology, especially news coverage. Even though a lot of research has been undertaken on different levels of media fram-
ings, the production and reception of news in different countries (see for example
Ancillotti and Eriksson 2016), a critical reflection, theoretical integration and methodo-
logical elaboration of philosophical and philological research is still missing. This ap-
plies in particular to metaphor theories proposed by Blumenberg (1960) Black (1962),
Weinrich (1976), Lakoff and Johnson (1980), Lakoff (1987), Johnson (1987) and ex-
tended by others (see Jäkel 1997: 141–146; Döring 2005: 25–122). Metaphor and synthetic biology: theoretical dimensions for analysing moral
implications This can strongly constrain how we conceptualise the world but also
open-up the possibility to question current conceptualisations and to develop alterna-
tive ones (Lakoff and Johnson 1980: 96). Thus – and thirdly – metaphors are creative
devices (Weinrich 1976: 175) for the production and shaping of meaning: they can be
used to generate or explore alternative meanings that go beyond existing meanings (Lak-
off and Turner 1989:80). This heuristic ability to restructure thought patterns (Jäkel 1997:
35) and knowledge dynamics applies to any kind of discourse. Fourth, thought patterns to
a considerable extent consist of so-called conceptual metaphors. They should be under-
stood as a cognitive deep structure aggregated from converging linguistic metaphors – to
be understood as surface structures (Lakoff 1993: 244) – which can be analytically sum-
marised in so-called idealised cognitive models (Lakoff 1987: 68), or models of thought
(Weinrich 1976: 294). Finally, metaphors are based on a cognitive mapping process: “A
metaphor [...] is a process by which we understand and structure one domain of experi-
ence in terms of another domain of a different kind” (Johnson 1987: 15). Hence, more
concrete meanings (source domain) are projected via a mapping upon an abstract domain
(target domain) to make it semantically, cognitively and practically accessible. This map-
ping (Weinrich 1976: 283) creates the possibility to analytically access and assess possible
implications carried over from the source to the target domain. This can uncover “[…] im-
plication complexes […]” (Black 1993: 28) enabling a wide range of possible associations
which the focussing aspect of metaphor semantically compresses. Although compressed,
implication complexes are important because the metaphorical mapping transfers mean-
ing and connected moral values which require linguistic attention (Johnson 1993) and
ethical inspection (Kaebnick and Murray 2013). All these aspects of metaphors are interesting in a context where a certain stagnation
in metaphors used in the discourses about genetics, genomics and post-genomic re-
search has been found (McLeod and Nerlich 2017: 6). So-called canonised metaphors
such as “books”, “maps”, “blueprints”, “programmes” or a mechanistic imagery (Boudry
and Pigliucci 2013) are still used to scientifically conceptualise and publicly convey dif-
ferent sorts of meanings – and moral implications – about scientific issues, progress in
research and their ethical, legal and social dimensions (Hellsten and Nerlich 2008; Ner-
lich and Hellsten 2009; Nerlich et al. 2009). Metaphor and synthetic biology: theoretical dimensions for analysing moral
implications Most of the social science research focusing on SynBio is rooted in media and com-
munication sciences, philosophy and history. Hence, methods such as Grounded The-
ory or approaches stemming from qualitative research are used to establish and analyse
media corpora (Gschmeidler and Seiringer 2012) for the analysis of metaphors (Nerlich
and Hellsten 2011). However, studies on the use and role of metaphor (Cserer and Seiringer 2009) often
only partly engage with the theoretical dimensions of systematic research on metaphor
(Schmitt 2011). This has led to analytical imprecision (Dabrock 2009), mixing linguistic
and conceptual imagery and questions revolving around the relevance of certain types
of metaphors in the news coverage. The criticism applies both to Keller’s (2002) sem-
inal book on metaphors and models used in biology and to an article by Boudry and
Pigliucci (2013), which provides an interesting, critical and historical investigation of
engineering metaphors in SynBio without developing a basic notion of metaphor. The
section on metaphor and worldviews in Boldt’s (2016) edited volume follows a compar-
able rationale: the philosophical analyses undertaken here are interesting but a closer
engagement with the theories of metaphor would have probably added precision to the
ethical assessment of SynBio. Hellsten and Nerlich (2008) and O’Keefe et al. (2015) for example are among the few
who perform a systematic analysis that not only includes the development of a compre-
hensive media corpus and the application of social science methods, but also engage
deeply with theories and methods research on metaphor. They rely on five aspects of
metaphor which they argue are of analytical importance. First, metaphors are ubiqui-
tous phenomena that pervade all discourses, be they scientific, political or public. They
are a basic ingredients of human thinking and not just artistic or poetic decorations
(Lakoff and Johnson 1980). In this respect conventionalised metaphors are more im-
portant than creative ones as they semantically structure and shape everyday thinking
and talking, often pass unnoticed but work unconsciously (Lakoff and Johnson 1980: Döring Life Sciences, Society and Policy (2018) 14:14 Page 5 of 17 Page 5 of 17 139). Second, metaphors possess a focusing function (Blumenberg 1960: 75). They high-
light certain semantic aspects of a topic or discursive domain while hiding others (Jäkel
1997: 42). Metaphor and synthetic biology: theoretical dimensions for analysing moral
implications This development also received criticism
by synthetic biologists such as Porcar and Peretó (2016) or de Lorenzo (2011) (see also
de Lorenzo (in press), this thematic series). They acknowledge the heuristic potentials
and the semantic traps inherent in different kinds of metaphors. In their view, “meta-
phorical biology” (Paton 1992) – that is a biological research conscious about its meta-
phorical status – requires a critical inspection of the implications nestling in metaphors
and conceptual images, to enable reflexive and responsible use of images in scientific
thinking, practice and public communication. The metaphors of “writing”, “books”, “reading” or “blueprints” became conventiona-
lised metaphorical reservoirs (Kueffer and Larson 2014: 720) through which they con-
vey the image that the chemical structure of the DNA is information that can be read,
understood and – to use another metaphor – be re-written, indeed edited. Going beyond such prior research, this paper develops a methodological approach
that helps to partly reveal the metaphorical production and transmission of morality in Döring Life Sciences, Society and Policy (2018) 14:14 Page 6 of 17 the German news coverage. Studying the moral implications of metaphorical mappings
in this way is important because “[...] the way we frame a given situation [or new tech-
nology] will determine what we ought to do about it, and our semantic frames [...] are
– at least to some extent – based on metaphor” (Johnson 1993: 52). Metaphors in synthetic biology: a method for analysing moral implications This procedure was followed by grouping the metaphorical expres-
sions according to the mapping processes into higher-order conceptual metaphors. These conceptual metaphors represent generic structures that semantically permeate
the news coverage and their recurrence bears a considerable impact on the overall
meaning of the news coverage. Finally, the mappings in the linguistic metaphors under-
lying the different conceptual metaphors were analysed. – for the example provided). Hence, the mappings of the whole corpus underwent an
analysis that considered source and target domain as well as a reflection of the mapping
processes involved. This procedure was followed by grouping the metaphorical expres-
sions according to the mapping processes into higher-order conceptual metaphors. These conceptual metaphors represent generic structures that semantically permeate
the news coverage and their recurrence bears a considerable impact on the overall
meaning of the news coverage. Finally, the mappings in the linguistic metaphors under-
lying the different conceptual metaphors were analysed. The novel aspect of the present approach resides in (a) examining the words surround-
ing the words used in the source domain using Der Duden (the German equivalent of the
Oxford English Dictionary) and (b) consulting the co-occurrence database Cyril-Belica
(corpora.ids-mannheim.de) where each word in a large German language corpus is listed
with its ‘profile’ of words with which it regularly co-occurs, that is, with which it is fre-
quently used together. Using this database revealed a host of connotations defining the in-
tangible semantic field and implication complexes of each metaphor. This enabled me not
only to define the exact meaning of each word in the source domain but also provided the
possibility to reveal some normally elusive implications. These were systematised and
transferred into a list for each conceptual metaphor, with a particular focus on moral im-
plications. As a final step, the implications of each conceptual metaphor were discussed in
view of responsible language use in terms of whether they provide problematic or fruitful
ways of engaging with SynBio (Kueffer and Larson 2014: 722). This involves making some
subjective judgements. However, these are based on long-standing discussions with col-
leagues about responsible language use in genomics and post-genomics (see Döring
2014). They are also grounded in what Nordgren (1998) calls imaginative ethics and
where the key “that morality has to do with metaphors and imagination rather than with
well-defined concepts and deduction” (p. 117). Metaphors in synthetic biology: a method for analysing moral implications A first step for analysing the news coverage consisted in establishing a corpus of news-
paper articles about SynBio published in Die Frankfurter Allgemeine Zeitung and Der
Spiegel. This was done using the LexisNexis news database for the period between 2000
and 2010 (Fig. 1). This period was chosen as it represents the emerging and consolidation phase of Syn-
Bio and ends with the press conference given by Craig Venter on his newly designed
artificial organism Mycoplasma Mycoides JCVI-syn1.0. The search term ‘Synthetische
Biologie’ revealed an overall number of 41 articles for Die Frankfurter Allgemeine and
14 for Der Spiegel. All articles vary in length due to the category of print medium they
appeared in and were mostly found in the news and the science section. After having established the data base, the next methodological step consisted in de-
veloping a combined approach that merged linguistic (Jäkel 1997: 141–146) and science
and technology studies’ (Maasen and Weingart 2000) perspectives of analysing meta-
phor. The approach consisted in a first reading of all newspaper articles which helped
to get a contextual overview over the structure of the media corpus. First impressions,
authors, institutions mentioned, science-policy aspects, visual images, different text
types and themes covered were noted in a ‘minute book’ and later on systematised in
form of a thematic map. Against this structural and contextualising background, a close
line-by-line reading revealed all linguistic metaphors occurring in the two newspapers. This procedure involved a first analysis of the mapping processes to secure the meta-
phorical content of each metaphorical instantiation. Two hundred ninety-eight meta-
phorical expressions were found in the newspaper coverage and transferred into a table
where creative or idiosyncratic metaphors were deleted and the 265 metaphorical ex-
pressions (he constructs protein molecules for genes, for example) and their mappings
were
re-analysed. This
procedure
enabled
the
exploration
of
the
degree
of Fig. 1 Number of articles appeared per year (kindly provided by Anne Brüninghaus) Döring Life Sciences, Society and Policy (2018) 14:14 Page 7 of 17 Page 7 of 17 metaphoricity of each metaphorical expression found and at the same helped to assess
the source domains involved in the metaphorical mapping (building plans for proteins – for the example provided). Hence, the mappings of the whole corpus underwent an
analysis that considered source and target domain as well as a reflection of the mapping
processes involved. Metaphors in synthetic biology: a method for analysing moral implications In sum, this linguistically informed qualitative approach tries to pave the way for a
more systematic and empirical way to reveal moral implications inherent in metaphors. In doing so, it aims at providing a small step towards a more grounded analysis of
moral implications and their ethical problematisation. I will now turn to four prevailing
conceptual metaphors derived from the 298 metaphorical expressions found in the
media coverage, in which “metaphor works by applying to the principal subject a sys-
tem of associated implications characteristic of the subsidiary subject [...]” (Black 1993:
28). Metaphors and morality in the German coverage of SynBio Metaphors and morality in the German coverage of SynBio
The media discourse in Frankfurter Allgemeine Zeitung and Der Spiegel is mainly char-
acterised by four overlapping conceptual metaphors: DOING SYNBIO IS CONSTRUCTING,
DOING SYNBIO IS PLAYING A GAME, DOING SYNBIO IS PROGRAMMING and DOING SYNBIO IS
WRITING AND EDITING A TEXT. In the following, each conceptual metaphor will be illus-
trated by paradigmatic linguistic metaphors taken from the corpus. To start with, the most prominent conceptual metaphor found in the media corpus is
DOING SYNBIO IS CONSTRUCTING. Here, the linguistic metaphors found are mainly in-
formed by the verbs “bauen” (to build), as in the following example: Page 8 of 17 Döring Life Sciences, Society and Policy (2018) 14:14 1. Die Industrie brauche aauch künftig hervorragend ausgebildete Chemiker, um die
für die Produktion von Substanzen notwendigen Moleküle “bauen” zu können. (FAZ 29.10.2002: 49) (Even in the future, industry needs excellently trained
chemists who can “build” the necessary molecules for the production of
substances) The verb “to build” appears here in the context of a newspaper article providing infor-
mation about an early workshop for students studying SynBio. The metaphorical mapping
inherent in the phrase “building molecules” (Moleküle bauen) is taken from the more
general meaning of “bauen” and clearly applies the semantic field of building construction. The mapping applies what people know about building sites, bricklayers, bricks and all
processes involved in house construction to the scientific fields of SynBio. In the quote,
the chemists mentioned are – metaphorically speaking – bricklayers on molecular con-
struction sites, and the analysis of “bauen” in the dictionary Der Duden reveals implica-
tions of a deliberate and systematically plan carried out. The co-occurrence database
reveals that the verb “bauen” is strongly correlated with all sorts of buildings and vehicles,
which corroborates aspects of a structured and systematic approach which results in pro-
ducing something. As building involves the use of vehicles, in the following quote an allusion to our every-
day knowledge of vehicles is made through the use of the slang adjective “aufgemotzt”
(pimping a car): 2. Wenn sie das Klassenziel erreichen, haben die Studenten eine Lebensform
konstruiert, die es so nicht gab: einen synthetisch aufgemotzten Organismus
[…]. Metaphors and morality in the German coverage of SynBio (FAZ 07.03.2004: 65) (If they attain their group’s aim, the students have
constructed a life form that didn’t exist before: a synthetically pimped organism) Here, the metaphorical mapping transfers semantic aspects of tuning cars to genetic-
ally modified organisms and helps to convey a meaning of technical improvement as
well as an aesthetical change regarding the appearance of the object. The textual con-
text, however, restricts the semantic scope of the source domain to cars and car pro-
duction – which could also be thought of as the metaphor of the chassis in SynBio –
and communicates rather technical implications of production and improvement. This
aspect is also corroborated by the findings in the co-occurrence database, in which the
semantic field of “konstruieren” (to construct) mainly revolves around vehicles, clocks
and –astonishingly – genetic engineering. This result indicates that the meaning of
“konstruieren”, at least in the German language, has begun to connotate aspects of gen-
etics and biotechnologies. Comparable features also emerge in the following case, where the previously men-
tioned source domains of construction and vehicles are exploited in the nouns “Vehi-
kel” (vehicle) and “genetische Konstrukte” (genetic constructs): 3. […] gibt es eine Alternative, bei der man gleich ganz auf natürliche Vehikel für
genetische Konstrukte verzichtet. (FAZ 07.03.2004: 65) (there is an alternative
where one can do completely without the natural vehicle in order to make genetic
constructs) Döring Life Sciences, Society and Policy (2018) 14:14 Page 9 of 17 Page 9 of 17 Page 9 of 17 The noun “Vehikel” (vehicle) metaphorically maps the technical aspects of cars or
other means of transport onto the domain of biological carriers, while the notion of
genetic constructs refers to genetically engineered entities. Following Cyril-Belica, the
metaphorical use of vehicle clearly entails a semantic dimension of car driving, motor-
isation and traffic, while the notion of construct – as in the case of the verb “to con-
struct” – inherits meaning dimensions revolving around biology and genetics. Meanings of building and constructing also have an impact on the use of other
nouns. The metaphorical use of modules and bricks is quite frequent in the corpus, ei-
ther in compounds such as “Genbausteine” (genetic building blocks) or “Bausteine”
(building blocks). 4. Sie wollen nicht nur hier und dort ein Gen von Tier zu Tier transferieren oder auf
gut Glück den einen oder anderen Genbaustein austauschen. Metaphors and morality in the German coverage of SynBio (Spiegel 01/2010:
113) (They don’t just want to transfer a gene here and there from animal to animal
or randomly exchange this or that genetic building block) “Genbaustein” appears noticeably often and the notion of building block is clearly de-
fined in Der Duden as stones for building. The entries found in Cyril-Belica, however,
indicate that the meaning of building block has been affected by its metaphorical use in
biology as frequent co-occurrences such as cell membrane, decoding or amino acid in-
dicate. Hence, the language is beginning to change through what one might call ‘genet-
ically modified metaphors’. While meanings of construction and vehicles are changing in German under the in-
fluence of biology, SynBio is still dominated by meanings derived from ordinary uses of
construction and engineering. But is the building or constructing of new forms of life
in terms of cells or metabolic pathways really ‘engineering’? Proponents of responsible
language use would question this easy mapping of construction and engineering onto
SynBio and ask about the release of previously non-existent forms of life and its eco-
logical consequences for bio security and bio safety, for example, as well as the deter-
ministic connotations of engineering. The conceptual metaphor of DOING SYNBIO IS PLAYING A GAME is closely related to its
partner DOING SYNBIO IS CONSTRUCTING. Both converge in the fact that the words of
building bricks and toy blocks are semantically related. The way towards this relation-
ship in the context of SynBio has been paved by the use of metaphors by Drew Endy
for example: 5. Forscher haben begonnen, Mikroben nach dem Baukastenprinzip neu
zusammenzusetzen: Die Kunst-Organismen sollen Rohstoffe produzieren… […]. (Spiegel 33/2006: 126) (Researchers have begun to put together microbes according
to the construction kit principle: these artificial organisms are supposed to produce
raw materials) Here, the metaphorical transfer of constructing has been mapped onto a specific chil-
dren’s toy, the “Baukasten” (construction kit – in Germany normally consisting of
coloured wooden blocks in a box). Der Duden explicitly refers in its entry to model kits
to toy blocks, while the database Cyil-Belica strongly points towards the notion of Lego Döring Life Sciences, Society and Policy (2018) 14:14 Page 10 of 17 bricks as a toy. Hence, a new dimension of meaning enters the scene: playfulness which
is conceptually linked with scientific work. Metaphors and morality in the German coverage of SynBio Such aspects are clearly mirrored in the use
of diminutives such as “Bauklötzchen” (toy bricklets) that highlight converging aspects
of small size (genetic entities) and children’s games: 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) The metaphorical construct “genetic toy bricks” in the previous quote includes these
aspects and implicitly links the childlike joy of playing with scientific creativity and tin-
kering. These aspects converge with the Lego-metaphor, which conceptualises scientists
working in SynBio as “Lego-Bauer” (Lego-builders) (Spiegel 01/2010: 113), while their
targeted genetic or modified entities become Lego bricks. This metaphor goes back to
Drew Endy, a well-known proponent of SynBio, and has been described by Der Spiegel
as follows: 7. Als Kind begeisterte sich Endy für die unerschöpflichen Möglichkeiten der Lego-
Steine, und Lego-Bauer ist er im Grunde geblieben. Nur dass er seine Werke nun
aus anderen Bausteinen errichtet: Er bedient sich des Baukastens der Natur. (Spiegel 01/2010: 113) (As a child Endy was excited by the inexhaustible
possibilities of Lego bricks; and he still remains a Lego builder. Of course, he now
constructs his works of art out of different bricks: He uses the construction kit of
nature) The quote tells the story of Endy’s fascination with the unlimited potentials of Lego
bricks and elaborates on this analogy by metaphorically depicting him and fellow scien-
tists as Lego-Builders (Lego-Bauer) who use nature as their construction kit (“Baukas-
ten der Natur”), and ever since, this metaphor has been used to conceptualise newly
developed genetic entities. These entities metaphorically became – in allusion to Wat-
son and Cricks model of the double helix – coloured Lego bricks: 8. Bunten Legosteinen gleich werden dabei genetische Bauteile eingesetzt, um
Bakterien wunschgemäß besondere Eigenschaften zu verleihen […]. (FAZ
27.01.2008: 61) (Similar to coloured Lego bricks, genetic construction pieces are
used to endow bacteria with specific desired attributes) The metaphorical use of Lego led to the idea of a “Lego Biologie” (FAZ 12.11.2008:
N1) which represents “synthetisches Bastelmaterial” (synthetic craft materials) (FAZ
26.05.2010: 29). Hence, the source domain of Lego and the metaphorical mapping
functioned as an all-encompassing semantic reservoir to conceptualise genetic entities,
the process of construction, the scientific discipline that focuses on this construction
and the actors doing the construction work. A look in Der Duden shows that there is no entry for Lego while the database Cyril
Belica
exhibits
co-occurrences
such
as
“Spielzeughersteller”
(toy
manufacturer), Döring Life Sciences, Society and Policy (2018) 14:14 Page 11 of 17 Page 11 of 17 “Spielsachen” (toys; literally: ‘play things’) or “Baukasten” (toy kit). The semantic focus
here is on playfulness, childhood play and creativity. 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) The question, however, remains as to
whether the development of artificial forms of life should be framed in this playful and eu-
phemistic way. The connotations and implications of Endy’s metaphor brush over prob-
lematic aspects of SynBio and convey ideas of innocent playing and tinkering with toys
which, in the context of SynBio, should however be based on stringent bio security mea-
sures. Hence, the metaphor opens up a network of implications that responsible language
use should unmask and critically discuss. The third metaphorical concept used is the conceptual metaphor DOING SYNBIO IS PRO-
GRAMMING. Here, images revolving around computers and software are mainly communi-
cated through verbs such as “programmieren” (programming) and “umprogrammieren”
(reprogramming). Biologists, geneticists or chemists become computer programmers, while
cells and other biological entities such as metabolic processes are conceived as computers
or software. Hence, interventions in cells and other biological entities are framed by map-
pings derived from the source domain of information technology: 9. Von ihr erwartet man eine Vielzahl von biotechnischen Umbrüchen -
beispielsweise Bakterien, die so programmiert werden, dass sie Kohle in Biogas
umwandeln, oder Mikroben, die Kerosin produzieren. (FAZ 15.08.2009: 31) (We
expect from it a multitude of biotechnical breakthroughs – for example bacteria
which are programmed in such a way as to transform coal into biogas, or microbes
that produce kerosene) 9. Von ihr erwartet man eine Vielzahl von biotechnischen Umbrüchen -
beispielsweise Bakterien, die so programmiert werden, dass sie Kohle in Biogas
umwandeln, oder Mikroben, die Kerosin produzieren. (FAZ 15.08.2009: 31) (We
expect from it a multitude of biotechnical breakthroughs – for example bacteria
which are programmed in such a way as to transform coal into biogas, or microbes
that produce kerosene) Der Duden clearly lists an information technology focus on the verb “programmie-
ren” (programming), and this is corroborated by the search on the co-occurrence data-
base: the metaphorical mapping transmits an information technology focus. The same
also holds true for the verb “umprogrammieren” (reprogramming), which refers to a
change in the functioning of a biological entity: 10. Wenn dem so ist, wäre das eine gute Nachricht, denn Venter und sein Team sind
gegenwärtig dabei, mit Forschungsgeldern von Exxon-Mobil eine fünf bis sieben
Quadratkilometer große Algenfarm einzurichten, in der umprogrammierte Algen
Biokraftstoff produzieren werden. 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) (FAZ 15.08.2009: 31) (If this were true, it
would be good news, as Venter and his team are currently engaged in creating an
algae farm of seven square kilometres with money from Exxon-Mobil, in which re-
programmed algae will produce biofuel) 10. Wenn dem so ist, wäre das eine gute Nachricht, denn Venter und sein Team sind
gegenwärtig dabei, mit Forschungsgeldern von Exxon-Mobil eine fünf bis sieben
Quadratkilometer große Algenfarm einzurichten, in der umprogrammierte Algen
Biokraftstoff produzieren werden. (FAZ 15.08.2009: 31) (If this were true, it
would be good news, as Venter and his team are currently engaged in creating an
algae farm of seven square kilometres with money from Exxon-Mobil, in which re-
programmed algae will produce biofuel) The semantic focus on information technology also affects the images used to con-
ceptualise different levels of biological entities and their prescribed functions. In the
following quote, for example, journalists go as far as to compare bacteria to universal
Turing machines: 11. Es ist durchaus üblich, Bakterien mit universellen Turing-Maschinen zu vergle-
ichen, Zellen sind dementsprechend Computer und DNA eine Software. (FAZ
21.05.2010: 33) (It’s absolutely common to compare bacteria with universal Turing
machines; accordingly, cells are computers and DNA is software) Page 12 of 17 Döring Life Sciences, Society and Policy (2018) 14:14 Page 12 of 17 Hence, the metaphorical mapping envisages cells as computers and DNA as software. It cognitively provides the opportunity to act upon biological processes from a different
conceptual angle than biologists have been accustomed to do. This interpretation is
also mirrored in the patterns of IT-related co-occurrences in the Cyril-Belica database:
Prevalent nouns such as “hardware”, “software”, “engineering” etc., tighten the semantic
field and set a precise focus reconfiguring the semantics of genetics and biology. Computer programs do not only require reprogramming in general, they also need a
clear description of how to execute the instructions of a computer programme. Here,
the old metaphor of “schreiben” (writing) comes into play, but in the sense of writing
programmes rather than letters on a piece of paper. From there, extrapolations are
made to ‘guiding’ not only nature but also evolution: The metaphor strongly resonates with the images used in the news coverage about
the decoding of the human genome. 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) Now
we are supposed to write it. This is how Venter reconfigures the success metaphor
of the decipherment of the genome and the expectation that’s associated with it of
making hereditary genetic material readable) 14. Bisher habe man den genetischen Code gelesen. Nun gelte es, ihn zu schreiben. So greift Venter die Erfolgsmetapher von der “Entschlüsselung” des Genoms und
die damit verbundene Erwartung einer Lesbarmachung des Erbgutes auf. (FAZ 25.05.2010: 29) (Up to now we have been able to read the genetic code. Now
we are supposed to write it. This is how Venter reconfigures the success metaphor
of the decipherment of the genome and the expectation that’s associated with it of
making hereditary genetic material readable) This quote brings together all these prevailing images and their well-known meta-
phorical mappings. A close inspection of words like “decipherment” in Cyril-Belica
proves that all these metaphors have nowadays been taken over by genetics as many
co-occurrences with “Erbgut” (genotype), “Genom” (genome) or “Gen” (gene) indicate. Furthermore, these metaphors with their “genetische Buchstaben” (genetic characters)
(FAZ 2701.2008), their “Textsalat[e]” (text salads) and their “Textfetzen” (scraps of text)
(both Spiegel 01/2010: 110–111) paved the way for the shift from understanding to
writing: 15. “Mit der DNA schreiben wir die Anleitung”, sagt George Church in seinem
Eckbüro in der Abteilung für Genetik, “und programmieren die Zelle wie einen
Computer. “(Spiegel 33/2006: 127) (“Using DNA we write the instruction”, says
George Church in his corner office in the department of genetics,” and we
programme the cell like a computer”) The source domain of writing enabled a conceptual shift from understanding to cre-
ating. It was also flexible enough to be reused and re-metaphorised in metaphors of
computational and engineered writing, re-writing and – metaphorically speaking – cre-
ative writing. The last aspect in particular is mirrored in the final quote of this section,
in which the aim of SynBio is expressed in “deren Genom neu geschrieben werden soll”
(whose genome will have to be newly written): 16. Im Gegensatz zu der “Bottom-up”- Konstruktion geht dieser “Top-down”-Ansatz
von einfachen Bakterien aus, deren Genom aber neu geschrieben werden soll. (Spiegel-Online 09.07. 2006) (In contrast with the “bottom-up” construction, this
“top-down” approach starts with simple bacteria, whose genome is however
supposed to be re-written) 16. Im Gegensatz zu der “Bottom-up”- Konstruktion geht dieser “Top-down”-Ansatz
von einfachen Bakterien aus, deren Genom aber neu geschrieben werden soll. (Spiegel-Online 09.07. 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) Though not explicitly mentioned, DNA is here
envisioned as the basic program and the strong deterministic thinking implicated in it
leads to the conclusion that even the evolution of humankind could be controlled one
day. The network of implications associated with the writing metaphor found in Der
Duden and in Cyril-Belica strongly connotes traditional meanings as well as elements
nowadays typical of IT-technologies. But a future step is at hand for so-called “gene en-
gineers”, namely “blind writing”, which does not require programmers but works on
the basis of automated and autonomous algorithms: 13. Die Geningenieure von morgen sollen daher den Computer Zufallsauswahlen
kombinieren lassen, schreiben quasi blind die Software synthetischer
Organismen. (Spiegel-Online 27.12.2008) (The gene engineers of tomorrow are
therefore supposed to let the computer combine random selections, to write quasi
blindly the software of synthetic organisms) All in all, the metaphorical reservoir of IT-technologies frames biological processes,
entities and their modification as a computational/technological endeavour. This con-
ceptualisation is problematic as it focuses on the linear manipulation of life processes
and, furthermore, transmits ideas of control of isolated products or processes which
hide biological complexity. The narrowness of this conceptual metaphor therefore not
only necessitates reflection when used, but also an explicit negotiation and assessment
of its underlying assumption: Is doing biology really engineering, programming and
reprogramming? The aforementioned aspects and implications partly converge with the conceptual
metaphor of DOING SYNBIO IS READING AND WRITING which is the last metaphorical con-
cept examined here. This well-known metaphor was used in the context of SynBio to Döring Life Sciences, Society and Policy (2018) 14:14 Page 13 of 17 Page 13 of 17 introduce a shift from reading to writing and indicates a conceptual and epistemic
turning point from understanding to creation. Consequently, the metaphorical use of
“entschlüsseln” (decoding), “lesen” (reading) and “Entschlüsselung” (deciphering) pre-
vail in the first segment of the corpus because the development of SynBio was still on-
going and the decoding of the human genome only happened a few years before. The
journalist actually refers to the “success metaphor of ‘deciphering”: 14. Bisher habe man den genetischen Code gelesen. Nun gelte es, ihn zu schreiben. So greift Venter die Erfolgsmetapher von der “Entschlüsselung” des Genoms und
die damit verbundene Erwartung einer Lesbarmachung des Erbgutes auf. (FAZ 25.05.2010: 29) (Up to now we have been able to read the genetic code. 6. Mit genetischen Bauklötzchen und synthetischen Molekülen wollen Forscher
künstliche Bakterien und Viren konstruieren. (FAZ 07.03.2004: 65) (Using genetic
toy bricks and synthetic molecules, researchers want to construct artificial bacteria
and viruses) 2006) (In contrast with the “bottom-up” construction, this
“top-down” approach starts with simple bacteria, whose genome is however
supposed to be re-written) A look at both Der Duden and Cyril Belica shows that words like “reading” and “writ-
ing” are still firmly rooted in the semantic field of books and texts. Their meanings
have not yet extended to uses in genomics or post-genomics. The verb “entschlüsseln” Döring Life Sciences, Society and Policy (2018) 14:14 Page 14 of 17 Page 14 of 17 (deciphering), by contrast, has now acquired a strong semantic focus on genetics, geno-
type and genes. This has implications for responsible language use, as it is almost im-
possible to avoid these ‘metaphors’. They have become basic and almost unavoidable
lexical and conceptual tools for talking about genomic and post-genomic innovation
and technologies. To conclude, the analysis revealed four prevailing conceptual metaphors and the
study of the implications nestling in the media-metaphorical mappings uncovered the
different and sometimes converging arrays of moral implications inherent in these met-
aphors. These are summarised in the following table (Fig. 2). Overall, the conceptual metaphors used by the German media highlight aspects of
controlled engineering (Cserer and Seiringer 2009) on the one hand and playful, even
innocuous, scientific work on the other. Although critical comments with regard to
problems revolving around biosafety and biosecurity are occasionally mentioned in the
news coverage, journalists (and the scientists they quote) only rarely address the pos-
sible dangers, impacts and implications of this technology for biology and society. This
can be seen as a lack of responsible thinking induced by irresponsible language use. The newsworthiness of a revolutionary technology and scientific discipline appears to
determine the semantics of the news coverage between 2000 and 2010, while a respon-
sible use of metaphors and their possible implications is simply lacking and this con-
strains responsible thinking as well. Consequently, ethical, legal and social implications
of SynBio stay in the background while positive visions of scientific progress abound,
creating great expectations of biomedical remedies for modern diseases, combating
hunger, making new types of fuel or simply promising genetically modified bacteria that
can ‘eat’ ocean oil spills. The language of SynBio: between hidden moralities and responsibility Between 2000 and 2010, two seminal news outlets in Germany depicted Synbio mainly
through the lens of four conceptual metaphors that create an unproblematic and
technocratic image of SynBio. The semantic associations analysed with the help of
Cyril-Belica revealed hidden moral implications inherent in the metaphorical mapping Fig. 2 Moral implications of media-metaphors Döring Life Sciences, Society and Policy (2018) 14:14 Page 15 of 17 Page 15 of 17 processes. The semantic analysis of the words used in the source domains hence proved
to be useful as the target domains are not only semantically structured by them, but
also inherit the implications and value complexes connected with the metaphorical use
of the lexical items used. This not only shows how abstract entities or aspects are
framed by concrete domains, cultural knowledge or experiences, but how the source
domain resonates with intangible semantic fields and values, and projects its implica-
tions onto the target domain. This hidden moral aspect of metaphor use has to date not systematically been studied
in this way, neither in research on metaphor (Johnson 1993; Lakoff and Johnson 1999),
nor in its role in science technology studies, the social study of science or the sociology
of scientific knowledge. The theoretical and empirical potentials outlined here require
further conceptual and empirical elaboration. This also applies to the method used. The findings of this paper support a call for more research into the responsible use
of language in general and of metaphor in particular (Kueffer and Larson 2014). A technology assessment as metaphor assessment (Mambrey and Tepper 2000), as it
has been carried out in this article with respect to media coverage, creates awareness of
the moral implications of unconscious conceptual metaphors and can increase under-
standing of how public opinions may be shaped by them. It can, of course, also facili-
tate ethical reflection and negotiation in science and society. This would, however,
require further innovation in terms of enabling participative processes, which avoid the
deficit model of public understanding of science and in which scientists, journalists and
audiences collaboratively assess the emerging implications of metaphors (Larson 2011). Indeed, this applies to scholars, policy makers, industry and the public who all are –
willingly or unwillingly – involved in the project of SynBio. Competing interests Competing interests
The author declares that he has no competing interests. p
g
The author declares that he has no competing interests. The language of SynBio: between hidden moralities and responsibility Whatever linguistic struc-
tures or images are used, the language of SynBio and the social, ethical, legal and polit-
ical associations it carries requires constant scrutiny because – to paraphrase Abraham
Lincoln – you cannot escape ethical responsibility for technologies by evading their
moral implications. Acknowledgements g
This paper grew out of a symposium entitled ‘Metaphors, Synthetic Biology and Responsibility’ organised by Brigitte
Nerlich and Carmen McLeod held at the University of Nottingham on 22 May 2017. I would like to thank Brigitte
Nerlich and Carmen McLeod as well as the two anonymous reviewers for their valuable comments on earlier versions
of this paper. Thanks also to Anne Brüninghaus (Hamburg) who helped me in generating Fig. 1. Funding
G
M g
German Ministry of Science and Education, project “Towards a Holistic Conception of Life? Epistemic Presumptions
and Socio-cultural Implications of Systems Biology”, funding code: 01GP0904. g
German Ministry of Science and Education, project “Towards a Holistic Conception of Life? Epistemic Presumptions
and Socio-cultural Implications of Systems Biology”, funding code: 01GP0904. Authors’ contributions Authors’ contributions The author read and approved the final manuscript. Ethics approval and consent to participate Not applicable. Publisher’s Note Publisher s Note
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Organizational Goals: Antecedents, Formation Processes and Implications for Firm Behavior and Performance
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International journal of management reviews
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public-domain
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Please cite as:
Kotlar, J., De Massis, A., Wright, M., & Frattini, F. (2018). Organizational goals: antecedents,
formation processes and implications for firm behavior and performance. International Journal of
Management Reviews, 20, S3-S18. Abstract The existence of definite organizational goals is a longstanding and central premise in
organization and management research, yet a reexamination of this body of knowledge is
timely and long overdue. Many important aspects of organizational goals have received very
fragmented attention and there has been little prior attempt to synthesize and compare the
effects of these different goals on firm behavior and performance. We present a review of
existing theoretical and empirical evidence on organizational goals, and develop an analytical
framework emphasizing the variety of organizational goals, their attributes, antecedents and
outcomes, the role of context and feedback loops. Drawing on this framework we set out an
agenda for further research aimed at advancing current understanding of organizational goals
and implications for firm behavior and performance. Josip Kotlar
Lancaster University Management School
Lancaster, LA1 4YX, United Kingdom
j.kotlar@lancaster.ac.uk
Alfredo De Massis
Free University of Bozen-Bolzano
Bolzano, 39100, Italy
&
Lancaster University Management School
Lancaster, LA1 4YX, United Kingdom
a.demassis@lancaster.ac.uk
Mike Wright
Imperial College Business School
Exhibition Road, 46, London, SW7
and
ETH, Zurich
mike.wright@imperial.ac.uk
Federico Frattini
Politecnico di Milano
4/b Via Lambruschini, Milano, 20133 , Italy.
federico.frattini@polimi.it
Paper accepted for publication in the International Journal of Management Reviews Please cite as:
Kotlar, J., De Massis, A., Wright, M., & Frattini, F. (2018). Organizational goals: antecedents,
formation processes and implications for firm behavior and performance. International Journal of
Management Reviews, 20, S3-S18. Introduction The existence of definite organizational goals is a central premise in organization and
management research. It is more than 50 years since Cyert and March’s (1963) study on the
behavioral theory of the firm and more than 30 years since Fama and Jensen’s (1983a, 1983b)
work on the effects of differences in goals arising from variety of ownership and control. The existence of definite organizational goals is a central premise in organization and
management research. It is more than 50 years since Cyert and March’s (1963) study on the
behavioral theory of the firm and more than 30 years since Fama and Jensen’s (1983a, 1983b)
work on the effects of differences in goals arising from variety of ownership and control. Several decades since the publication of these seminal studies, organizational goals continue
to play a central role in management research (e.g., Argote & Greve, 2007; Fiegenbaum,
Hart, & Schendel, 1996; Greve, 2003; Shinkle, 2012) and practice (e.g., Collins, 2017;
Kaplan & Norton, 2007; Levinson, 2003). However, many important aspects of
organizational goals, especially those related to their antecedents, the processes through
which they are formed, and their organizational consequences, have received very
fragmented attention, and are thus only loosely integrated in our understanding of
organizational behavior and performance. This lack of understanding is given added
emphasis by recent political and social trends from parties of both the left and right that call
into question the purpose of the corporation and its role in addressing social and
environmental challenges (Mayer, Wright, & Phan, 2017; Phan, Siegel & Wright, 2016; Several decades since the publication of these seminal studies, organizational goals continue
to play a central role in management research (e.g., Argote & Greve, 2007; Fiegenbaum,
Hart, & Schendel, 1996; Greve, 2003; Shinkle, 2012) and practice (e.g., Collins, 2017; Kaplan & Norton, 2007; Levinson, 2003). However, many important aspects of
organizational goals, especially those related to their antecedents, the processes through
which they are formed, and their organizational consequences, have received very
fragmented attention, and are thus only loosely integrated in our understanding of
organizational behavior and performance. Introduction This lack of understanding is given added
emphasis by recent political and social trends from parties of both the left and right that call
into question the purpose of the corporation and its role in addressing social and
environmental challenges (Mayer, Wright, & Phan, 2017; Phan, Siegel & Wright, 2016; 2 Mitchell et al., 2016; Porter & Kramer, 2014). Thus, a reexamination of the concept of
organizational goals, as well as their antecedents and consequences, is timely and long
overdue. Given the importance of goal setting for predicting organizational behaviors and
outcomes, it is essential to develop a more detailed and comprehensive understanding of the
factors affecting firms’ decisions to pursue a specific set of goals. In this article, we present a
review of existing theoretical and empirical evidence on organizational goals, and develop an
analytical framework emphasizing the variety of goals pursued by business organizations,
their antecedents, formation processes and outcomes, the role of context and feedback loops. We then provide an overview of the articles published in this special issue and conclude by
proposing an agenda to inform future studies in this area. Given the importance of goal setting for predicting organizational behaviors and
outcomes, it is essential to develop a more detailed and comprehensive understanding of the
factors affecting firms’ decisions to pursue a specific set of goals. In this article, we present a
review of existing theoretical and empirical evidence on organizational goals, and develop an
analytical framework emphasizing the variety of goals pursued by business organizations, their antecedents, formation processes and outcomes, the role of context and feedback loops. We then provide an overview of the articles published in this special issue and conclude by
proposing an agenda to inform future studies in this area. The Multiple Facets of Organizational Goals Organizational goals can be broadly defined as desired organizational outcomes that
can be used to guide action and appraise organizational performance (e.g., Mohr, 1973) but
distinct from measurable targets (March & Simon, 1958). There has been much debate about
what actually constitutes an organizational goal, and different theoretical traditions offer
different conceptualizations. In classic economic theory, firms were traditionally seen as
monolithic actors that, under the assumption of perfect rationality, pursue a unitary goal of
profit maximization. However, this perspective was critically extended over the years. For
example, scholars have argued that “official” goals stated in vision and mission statements do
not always accurately reflect what actually drives organizational behaviour (e.g., Perrow,
1961). Most notably, in the seminal book “A Behavioral Theory of the Firm”, Cyert and
March (1963) noted that people have goals, but collectivities of people do not. Subsequently,
researchers have put substantial effort at understanding the individual goals of those
individuals who are most able to influence what the organization actually does, including 3 emphasis on major decision makers, the executive core, or the dominant coalition (Connolly,
Conlon, & Deutsch, 1980). Cyert and March (1963) argued that organizational goals are not
unitary and given, and emphasized that the firm is a coalition of shareholders, managers,
employees, and other parties, each with their own goals. Thus, organizational goals are the
result of continued bargaining and stabilization processes among relevant parties within the
firm, leading to multiple dimensions along which organizational goals are set, including
production, inventory, sales, market share, and profitability. Moreover, behavioral theory
suggests that organizational goals influence firm behavior through processes of satisficing,
search, adaptive learning, and sequential attention (Cyert & March, 1963; March & Simon,
1958). These basic insights had a tremendous impact on subsequent theory and research
(Argote & Greve, 2007), resulting in a variety of related perspectives each putting emphasis
on different dimensions and characteristics of organizational goals. Fiegenbaum et al. (1996) integrated major theoretical perspectives to form a three-
dimensional matrix of organizational goals. Specifically, motivation theory (Latham & Yukl,
1975), prospect theory (Kahneman & Tversky, 1979) and the resource- based view of the
firm (Barney, 1991) provide insights about the content of organizational goals, such as
strategic inputs used to evaluate employees' performance, and strategic outputs used to
evaluate the performance of managers. The Multiple Facets of Organizational Goals Industrial economics (Porter, 1980), resource
dependence (Pfeffer & Salancik, 1978), and institutional theory (DiMaggio & Powell, 1983)
perspectives, in turn, elucidate the terms of reference firms use to evaluate organizational
goals in relation to the external environment, including competitors, customers, and other
stakeholders. Finally, Fiegenbaum et al. (1996) underscore the importance of time as a further
dimension of organizational goals, suggesting that they can be defined either in relation to the
past accomplishments, as per corporate identity (Dutton & Dukerich, 1991) and 4 4 organizational learning (Levitt & March, 1988) perspectives, or in relation to future
ambitions as per the strategic intent perspective (Hamel, Doz, & Prahalad, 1989). In addition to underlying the multi-dimensional nature of organizational goals, prior
research also emphasizes that organizational goals are directly linked to goals at other levels
of analysis, including individual, group and institutional levels. Finally, directly emanating
from the behavioral theory of the firm is the notion that organizational goals are dynamic and
change over time in response to changes in internal or external factors (Ansoff, 1979). Taken together, these theoretical perspectives and related research streams emphasize
the primacy of organizational goals in directing firm behavior and performance, as well as the
complexity arising from their multi-dimensional and dynamic nature. Because organizational
goals are inherently complex, it is not surprising that the measurement of organizational goals
remains an important and still largely unresolved issue for both management research and
practice (Cameron, 2010; Richard et al., 2009; Venkatraman & Ramanujam, 1986). In this
regard, Venkatraman and Ramanujam (1986) note that organizations have both financial and
operational goals and highlight how measurement of organizational goals is constrained by
availability of data, especially when it comes to operational goals, for which primary sources
of data are needed, . In practice, the “balanced scorecard” approach (Kaplan & Norton, 2007)
has long been used to address the complexity of dealing with multiple goals. Although the
balanced scorecard provides a simplified tool to manage multiple organizational goals, this
approach offers only a partial answer to managers’ need to understand how complex sets of
goals interact to influence multiple outcomes. In sum, existing research on organizational goals is large and provides a wealth of
insights for both management research and practice. The Multiple Facets of Organizational Goals In reviewing and synthesizing this body
of research we aim for a more unified perspective that provides a comprehensive
understanding of organizational goals and their role in business organizations, identifies 5 critical gaps in current research, and points to future research directions that can contribute to
move this field forward. Such a comprehensive literature review is important as
organizational goals have great practical and theoretical importance and also because
assumptions about organizational goals represent, either implicitly or explicitly, the core
assumptions on which organization and management research is built. Opening the “Black Box” of Organizational Goals We summarize existing research on organizational goals in Figure 1, which provides a
comprehensive view of organizational goals in terms of their varying content and attributes,
antecedents, and outcomes. Moreover, the model emphasizes the role of context as well as
feedback loops that underlie the dynamic nature of organizational goals. Our analysis
underscores the multi-level nature of organizational goals in relation to both their antecedents
and outcomes. Figure 1 about here Variety of Organizational Goals: Goal Content and Attributes Variety of Organizational Goals: Goal Content and Attributes Among the variables representing the goals an organization may pursue, researchers
have mostly focused on profitability (Greve, 2003), which has direct consequences for
managers’ careers and job market value. But organizations often pursue other goals including
productivity, sales, market share, and status (Baum et al., 2005). Indeed, research
acknowledges the existence of a broad and very heterogeneous array of organizational goals
that go beyond profit (e.g., Fiegenbaum et al. 1996). Cyert and March (1963) emphasized
different dimensions of the organizational goal construct that reflect the focus of different
coalitions within the firm. This early conceptualization was subsequently significantly
expanded, specifically with the rise of research on corporate social responsibility, on the one
hand, and institutional theory on the other, which respectively inform two main dimensions
of organizational goals from prior literature. 6 First, organizational goals can be either financial or non-financial. Financial goals,
particularly profit maximization, was long emphasized in early management literature,
perhaps reflecting the nature of business during the industrial revolution in the nineteenth
century, when firms operated in economic scarcity and were almost unaffected by any
interference from the government (Chrisman & Carroll, 1984). The emphasis on profits as a
unitary organizational goal was also legitimized by classical economic theory based on Adam
Smith’s “invisible hand”, which would ensure that each individual actor’s behaviors, even if
driven by self-interest, would lead to the promotion of the public good (Hay & Gray, 1974). During the 1980s, the emphasis on profits became encapsulated in the goal of maximizing
shareholder value (Rappaport, 1986). For example, central to the economic “theory of the
firm” is the notion that managers’ primary job is to maximize profit in order to create value
for shareholders, thereby seeing any behavior that deviates from profit maximization as
inherently inefficient, if not immoral (e.g., Fama, 1980; Jensen & Meckling, 1976). However,
around this time the advent of the notion of corporate social responsibility led management
scholars to begin to reevaluate the role of business in society and to recognize the broader
contribution of business to overall societal welfare (Donaldson & Preston, 1995; Freeman,
1984). Governments gradually introduced a large number of socially motivated laws and
regulations through which they increased their influence on business. Thus, the legitimacy of
business organizations as an institution came into question, and firms started to consider a
wider set of non-financial goals (Ansoff, 1979) reflecting their relation to broad societal
issues. Variety of Organizational Goals: Goal Content and Attributes The corporate social responsibility literature identifies a large number of non-
financial, or social goals, including fulfilling community needs, building positive labor
relationships, improving public image, and good citizenship (Keim, 1978). These goals
coexist, and sometimes conflict, with the organization’s financial goals. First, organizational goals can be either financial or non-financial. Financial goals,
particularly profit maximization, was long emphasized in early management literature, 7 7 A second important content dimension of organizational goals relates to their sources,
which can be either internal or external. Internal organizational goals reflect the interests of
the coalitions within the firm, for example profit maximization is viewed as the ultimate
financial interest of shareholders, whereas growth has typically been seen as a main focus of
top management especially if they are not owners, productivity relates to the interests of
operations and productivity managers, and quality reflects the interest of product
management (cf. Cyert & March, 1963). Moreover, the literature on the role of founders and
founding families in business also emphasizes the importance of internal non-financial goals,
which reflect the interests and concerns of these parties, such as the ability to exercise family
authority, act altruistically toward family members, fulfill desires for belonging, affect and
intimacy, and the perpetuation of the family values and dynasty (Chrisman et al., 2012;
Gómez-Mejía et al., 2007; Kotlar & De Massis, 2013). Research also acknowledges that
firm’s coalitions and different individuals may have, respectively, manifold group and
individual goals that concur with the emergence of goal diversity (e.g., Cyert & March,
1963). Moreover, a single individual may have multiple and conflicting goals at the same
point in time, which may lead to self-control agency problems and influence firm behavior
and performance (De Massis et al., 2016). Hence, goals can be heterogeneous across different
firm’s coalitions and different individuals in the same organization as well as for a single
individual. On the other hand, firms have multiple external stakeholders with heterogeneous A second important content dimension of organizational goals relates to their sources,
which can be either internal or external. Variety of Organizational Goals: Goal Content and Attributes Internal organizational goals reflect the interests of
the coalitions within the firm, for example profit maximization is viewed as the ultimate
financial interest of shareholders, whereas growth has typically been seen as a main focus of
top management especially if they are not owners, productivity relates to the interests of
operations and productivity managers, and quality reflects the interest of product management (cf. Cyert & March, 1963). Moreover, the literature on the role of founders and
founding families in business also emphasizes the importance of internal non-financial goals,
which reflect the interests and concerns of these parties, such as the ability to exercise family
authority, act altruistically toward family members, fulfill desires for belonging, affect and
intimacy, and the perpetuation of the family values and dynasty (Chrisman et al., 2012;
Gómez-Mejía et al., 2007; Kotlar & De Massis, 2013). Research also acknowledges that
firm’s coalitions and different individuals may have, respectively, manifold group and
individual goals that concur with the emergence of goal diversity (e.g., Cyert & March,
1963). Moreover, a single individual may have multiple and conflicting goals at the same
point in time, which may lead to self-control agency problems and influence firm behavior
and performance (De Massis et al., 2016). Hence, goals can be heterogeneous across different
firm’s coalitions and different individuals in the same organization as well as for a single
individual. On the other hand, firms have multiple external stakeholders with heterogeneous
goals, including institutions and regulatory bodies, the community, customers and the media
(e.g., Freeman, 1984). External or institutional sources of organizational goals are particularly
emphasized by institutional theorists (e.g., DiMaggio and Powell, 1983). Examples of
external goals include status, rankings, and certifications, among many others. Interestingly,
profit maximization is both an internal and external goal as, on the one hand, it responds to 8 the firm’s internal coalitions focus on obtaining side payments (Cyert & March, 1963), while
on the other hand it reflects the interests of the firm’s shareholders who aim at increasing
their wealth (Fama, 1980). Besides the two main dimensions of organizational goals discussed above, prior
research has identified a number of attributes that characterize organizational goals. Perhaps
the most widely examined attribute of organizational goals is goal difficulty, which is a
central element of goal setting theory and is defined as the probability that a goal can be
achieved given current situational characteristics and resources (Locke & Latham, 1990). Variety of Organizational Goals: Goal Content and Attributes Besides the two main dimensions of organizational goals discussed above, prior
research has identified a number of attributes that characterize organizational goals. Perhaps
the most widely examined attribute of organizational goals is goal difficulty, which is a
central element of goal setting theory and is defined as the probability that a goal can be
achieved given current situational characteristics and resources (Locke & Latham, 1990). Moreover, goals differ in terms of novelty, or the degree to which the paths for achieving a
given goal are known given current capabilities (Sitkin et al., 2011). When goals are both
extremely difficult and novel, they are defined as stretch goals (Gary et al., 2017; Kerr &
Landauer, 2004). Another important attribute of organizational goals is goal specificity
(Locke & Latham, 2002), also known as explicitness (Hollenbeck, Williams, & Klein, 1989),
which relates to the completeness of knowledge about what organizational outcomes would
fulfill a desired goal (Hirst, 1987). Finally, research differentiates goals in terms of their
duration, which defines the time horizons used to evaluate a goal (Loewenstein & Thaler,
1989). Moreover, goals differ in terms of novelty, or the degree to which the paths for achieving a
given goal are known given current capabilities (Sitkin et al., 2011). When goals are both
extremely difficult and novel, they are defined as stretch goals (Gary et al., 2017; Kerr &
Landauer, 2004). Another important attribute of organizational goals is goal specificity
(Locke & Latham, 2002), also known as explicitness (Hollenbeck, Williams, & Klein, 1989),
which relates to the completeness of knowledge about what organizational outcomes would
fulfill a desired goal (Hirst, 1987). Finally, research differentiates goals in terms of their
duration, which defines the time horizons used to evaluate a goal (Loewenstein & Thaler,
1989). The content dimensions of organizational goals and their attributes discussed above
collectively define the variety of organizational goals, representing the central element of the
model presented in Figure 1. Antecedents of Organizational Goals Antecedents of Organizational Goals Questions of what factors influence organizational goals and what are the mechanisms
through which these factors operate have been addressed in a large body of research
encompassing diverse theoretical perspectives and levels of analysis. Researchers have
increasingly highlighted the need to understand the processes and mechanisms through which 9 organizations can pursue a definite set of goals despite the different interests of their
individual members. But, notably, Argote and Greve (2007) observed that despite the
emphasis posed in Cyert and March’s (1963) behavioral theory on conflicts of interest and
internal bargaining among organizational members and coalitions thereof, the theoretical and
empirical work exploring how organizational goals are formed is not nearly as refined as
work done at the aggregate level. Scholars in the behavioral theory tradition have suggested that organizational goals
reflect the power of individual organizational members, organization units (Pearce & DeNisi,
1983), or social groups (e.g., families; Kotlar & De Massis, 2013). The mechanisms through
which individual goals influence organizational goals have been substantiated by research in
social psychology and political science, which has shown that individuals form coalitions to
pursue their goals (Pearce & DeNisi, 1983), as well as the processes and mechanisms that
characterize group decision making (Hinsz, Tindale, & Vollrath, 1997). At the organizational level, several factors influence organizational goals such as firm
age and size (Short & Palmer, 2003) and firm resources (Audia & Greve, 2006). Organizations that differ in terms of industrial sector, size, ownership type, governance, or
market position, among other characteristics, pursue diverse organizational goals. For
example, service industry firms are likely to place profitability before size goals, whereas
manufacturing firms may follow the opposite approach (Greve, 2008). The upper echelon literature (e.g., Miller, Burke, & Glick, 1998) has focused on the
role of the CEO, the board of directors (BoD), and the top management team (TMT). Concerning the CEO, there is significant evidence that CEO goals depend critically on the
proportion of firm shares they own (e.g., Martin, Gomez-Mejia, & Wiseman, 2013). When
considering the BoD and the TMT, scholars have particularly emphasized their demographic,
structural and cognitive diversity (Glick, Miller, & Huber, 1993), the level of consensus 10 (Dess, 1987) or cohesion (Pitcher & Smith, 2001), the goal congruence between parties such
as between the CEO and the TMT (Colbert et al., 2008) or between family and non-family
coalitions (Kotlar & De Massis, 2013; Patel & Cooper, 2014). Antecedents of Organizational Goals The theory of stakeholder
salience provides valuable insights about the mechanisms through which the goals of
organizational coalitions influence organizational goals, particularly emphasizing factors
such as power, urgency and legitimacy (Agle, Mitchell, & Sonnenfeld, 1999). Finally, prior research has identified antecedents of organizational goals at the
institutional level, including the firm’s industry and general economic conditions (Gooding,
Goel, & Wiseman, 1996). Relatedly, researchers in the institutional theory literature have
emphasized how practices and structures that represent legitimate ways of operating in an
industry influence organizational goals through mechanisms of adoption (DiMaggio &
Powell, 1983), in turn driven by the perception that a given practice and structure relates
positively to firm performance (Barreto & Baden-Fuller, 2006; Davis & Greve, 1997). Outcomes of Organizational Goals Prior research has emphasized the consequences of organizational goals at different
levels of analysis. At the individual level, goal setting and human motivation theories link
organizational goals to organizational members’ motivation and commitment (Gollwitzer,
1996), as well as to a variety of individual performance indicators such as task performance
(Mitchell & Silver, 1990), organizational citizenship behavior (Podsakoff et al., 2000) or
creativity (Shalley, 1991). Common in this research is the notion that a key mechanism
through which organizational goals influence individual outcomes relates to the incentives
and rewards provided to organizational members (Locke & Latham, 2002). Research on the outcomes of organizational goals at the group level has been based on
similar theoretical positions and produced similar results. For example, prior studies have
linked goal difficulty and specificity to collective motivation and commitment, group 11 behavior (Lant, 1992) as well as group performance (O'Leary-Kelly, Martocchio, & Frink,
1994). The outcomes of organizational goals at the organizational level have been a major
subject in strategic management research, where scholars have examined the impact of
organizational goals on firms’ strategic behavior, including strategic risk taking (Bromiley,
1991), search (Chen & Miller, 2007), organizational learning (Ben-Oz & Greve, 2012) and,
ultimately, firm performance. Behavioral theorists agree that organizations embrace strategic
and operational change by introducing new products, entering new markets, engaging in
M&As, and increasing R&D investments when they observe declining performance relative
to their selected goals (Audia & Greve, 2006; Chrisman & Patel, 2012). behavior (Lant, 1992) as well as group performance (O'Leary-Kelly, Martocchio, & Frink,
1994). Antecedents of Organizational Goals The outcomes of organizational goals at the organizational level have been a major
subject in strategic management research, where scholars have examined the impact of
organizational goals on firms’ strategic behavior, including strategic risk taking (Bromiley,
1991), search (Chen & Miller, 2007), organizational learning (Ben-Oz & Greve, 2012) and,
ultimately, firm performance. Behavioral theorists agree that organizations embrace strategic
and operational change by introducing new products, entering new markets, engaging in
M&As, and increasing R&D investments when they observe declining performance relative
to their selected goals (Audia & Greve, 2006; Chrisman & Patel, 2012). Context Another recurrent topic in existing research on organizational goals is the role of
context. Several scholars have emphasized the importance of external factors such as
environments and institutions for organizational goals, including environmental instability
(Gooding et al., 1996) and expectations from relevant institutions (Mezias, Chen, & Murphy,
2002). However, we know relatively little about the influence of multiple contexts on the
antecedents, variety and outcomes of organizational goals. In an attempt to integrate the role
of context in our model, we focus on four broad categories of contexts. First, the micro context refers primarily to individual choice and the local
environment where decisions are made (Dopfer, Foster, & Potts, 2004), and includes, among
other factors, cognition, attention, and logics of individual organizational members (e.g.,
Locke, 2000). These contexts are likely to shape individual goals and influence the way
organizational goals are both formed and implemented in organizations. Second, the meso
context refers to the organization-level factors inside the firm, such as ownership and
governance, generation of firm leadership, and resources, which are likely to influence the
selection of organizational goals and create organizational-level boundaries for the 12 implementation of organizational goals into action. The macro context includes the sector in
which the firm operates, the cultural institutions in which the firm is embedded, the existing
legal frameworks in a given society or state, and the technologies available to measure and
predict the accomplishment of organizational goals. Finally, the chrono context refers to the
factors that lead to evolutionary or punctuated changes in the institutional or organizational
contexts affecting the organizational goals of firms. For instance, disruptive events along the
life of an organization or the sector in which it operates, such as business exits, successions,
waves of mergers and acquisitions, shifts in technological paradigms, may determine changes
in the organizational goals (Decker & Mellewigt, 2007; Kotlar & De Massis, 2013). The behaviors of the stakeholders in family firms are influenced by the contexts in
F
db
k l Finally, a significant body of research points to the important role of feedback loops
that originate from the outcomes of organizational goals and dynamically influence their
antecedents and content (Shinkle, 2012). This research shows that firms continuously
evaluate their performance against past performance or the performance of other firms (Iyer
& Miller, 2008; Mishina et al., 2010). Context Moreover, the behavioral agency model combines
insights from prospect theory and agency theory to explain how discrepancies between
aspiration and performance influence decision making through mechanisms of problem
framing and loss aversion (Harris, Johnson, & Souder, 2013). The evaluation of performance relative to goal aspirations is further complicated by
the existence of multiple goals that are not always independent from one another. Multiple
organizational goals may have additive effects, jointly influencing a single outcome, as well
as interactive effects, such that the accomplishment of one goal may lower or increase the
saliency of another goal, following hierarchical rules (Greve, 2008). When organizational
decision makers respond to performance feedback regarding different goals, such responses
may follow a sequential attention (Ethiraj & Levinthal, 2009; Greve, 2008) or a simultaneous 13 attention logic (Labianca, Fairbank, Andrevski, & Parzen, 2009; Shinkle, 2012). The former
envisages that firms shift their attention as particular goals become more or less salient
(March & Shapira, 1992). Goals are weakly correlated and/or conflicting, and goal conflict is
resolved with temporal differentiation, or sequential attention, where the accomplishment of
one goal requires giving up others (Ethiraj and Levinthal, 2009). Under such circumstances,
decision makers face “mixed gambles” and their decisions depend primarily on their consideration of goals in relation to current and prospective wealth (Martin, Gomez-Mejia, &
Wiseman, 2013), defined either in financial or non-financial terms (Kotlar et al., 2017). Nevertheless, organizational decision makers often pay simultaneous attention to multiple
goals that are not necessarily uncorrelated or conflicting (Gaba & Joseph, 2013; Greve, 2008;
Labianca, Fairbank, Andrevski, & Parzen, 2009). As goals are often hierarchically-related to
each other such that intermediate goals may be instrumental to accomplishing the higher-
level goal of profit maximization (Ethiraj and Levinthal, 2009), performance feedback on
multiple goals can occur simultaneously, calling decision makers to jointly formulate
organizational responses (March & Simon, 1958). In this circumstance, distribution of
attention in response to performance feedback regarding hierarchically-related goals can be
regulated by different rules (Ocasio, 1997) such as, for instance, priority-based or causality-
based attention rules. Papers in the Special Issue In this section, we situate the papers in the special issue within the over-arching
framework of Figure 1. As summarized in Table 1, each literature review focuses on a
different topic in relation to organizational goals, draws from different theoretical
perspectives, and develops new arguments in response to existing research gaps. We discuss
the insights offered by these articles in relation to our theoretical model about the
antecedents, variety and outcomes of organizational goals. 14 Greve and Teh (2017) examine and integrate the complementary insights provided by
research using the behavioral theory of the firm and institutional theory to advance a
behavioral theory of organizational responses to external goals. Specifically, they provide a
comprehensive review of these two theoretical traditions, emphasizing their strengths and
uncovering their respective limitations, and showing how the insights from each perspective
can inform the other to provide a more complete understanding of both internal and external
sources of organizational goals. The review identifies three main mechanisms through which
external goals enter the organization internally. First, firms adopt external goals by creating a
supportive dominant coalition that is responsive to institutional pressures. Interestingly, the
authors note that the political support for pursuing external goals is stronger when external
goals can be linked to other internal goals such as profitability, and can be influenced
positively or negatively by external actors. Second, firms are more likely to adopt external
goals when members of the dominant coalition see these goals as side payments to important
stakeholders outside the firm. Third, external goals can become institutionalized, especially
when firms deal with environmental uncertainty and the adoption of an external goal
legitimizes the firm in its environment. Taken together, this paper points to the
complementary gaps in the behavioral theory of the firm and institutional theory, making way
for new studies at the intersection between these two theoretical perspectives. Greve and Teh (2017) examine and integrate the complementary insights provided by
research using the behavioral theory of the firm and institutional theory to advance a
behavioral theory of organizational responses to external goals. Specifically, they provide a
comprehensive review of these two theoretical traditions, emphasizing their strengths and
uncovering their respective limitations, and showing how the insights from each perspective
can inform the other to provide a more complete understanding of both internal and external
sources of organizational goals. Papers in the Special Issue The review identifies three main mechanisms through which
external goals enter the organization internally. First, firms adopt external goals by creating a
supportive dominant coalition that is responsive to institutional pressures. Interestingly, the
authors note that the political support for pursuing external goals is stronger when external
goals can be linked to other internal goals such as profitability, and can be influenced
positively or negatively by external actors. Second, firms are more likely to adopt external Foss and Linder (2017) criticize the tendency of management scholars to ascribe goals
to supra-individual entities such as organizational groups or firms, and to treat these entities
as a unitary actor, and thus propose a “microfoundation” perspective aimed at decomposing
the collective concept of organizational goals in terms of their lower-level constituent
components. Thus, they examine organizational goals as a multilevel concept, and review
antecedents and consequences of organizational goals across micro and macro levels of
analysis. This review leads the authors to develop a microfoundational framework that 15 explains how organizational goals form and how subsequently they affect organizational
outcomes, providing valuable insights for future research that examines the cross-level
processes underlying the antecedents and outcomes of organizational goals. In doing so, the
authors also identify major theoretical perspectives that inform the micro-level factors
(namely, social cognitive theory, theory of mind, elaboration likelihood model, social
projection theory, mediating hierarchs and goal-framing theory) and macro-level factors
(prospect theory, cognitive biases, individual-level goal setting theory, agency theory, and
self-determination theory). William, Pieper, Kellermanns, & Astrachan (2017) provide a systematic review of the
growing literature on family business goals, thus contributing new insights about the role of
the meso context on organizational goals. Specifically, the authors note that family ownership
and management are a common trait of most firms worldwide, and emphasize the role of
family-centered goals as a building block of what constitutes a family business as well as a
main driver of differences in behavior and performance between family and non-family
firms. By reviewing the literature, they identify antecedents, characteristics, related
outcomes, moderators and feedback loops that are unique to the family business context. In
terms of antecedents, the authors underscore family presence, role of individual family
members, founder influence and leadership, family history and culture, socioemotional
wealth, organizational identity, succession intentions, and national culture and ethnicity. Papers in the Special Issue The
review also informs our understanding of the characteristics of family firm goals in terms of
the number and heterogeneity of such goals. The outcomes of family-centered goals include
family member relationships, socioemotional wealth, governance, management, and strategy. Then, the review identifies several moderators of the relationship between goal antecedents,
goal characteristics, and goal outcomes, including founder centrality, succession, and family
involvement in management. Finally, the article clarifies the key elements that characterize 16 16 feedback loops in relation to organizational goals, such as communication and interaction,
conflict, community reputation, and the balanced scorecard. Taken together, this review
article provides a holistic look at family business goal literature that has the potential to
inspire new research directions and advance the understanding of goals in the wider
management literature. Gagné (2017) focuses on the consequences of organizational goals for the behavior of
organizational members, addressing specifically the question of what mechanisms enable
firms to transform organizational goals into individual goals and behaviors. The article draws
on the theory of action phases to explain how organizations and employees commit to
organizational goals and successfully pursue them. Moreover, it integrates insights from self-
determination theory to explain how organizational members develop the motivation and
commitment to pursue organizational goals. The theoretical model developed from these
perspectives emphasizes specific phases through which organizational goals influence
organizational members’ behaviors, namely mission and strategic goal development,
organizational level implementation, intentions in the form of strategic plans and dynamic
capabilities, individual goal internalization, and implementation plans at the individual level. These goal phases are, in turn, influenced by the attraction, selection, socialization and
management of organizational members. In sum, this model helps organize existing research
on the individual-level outcomes of organizational goals, and guides future research in the
area of behavioral strategy by integrating motivational considerations into strategic
management models. Gagné (2017) focuses on the consequences of organizational goals for the behavior of
organizational members, addressing specifically the question of what mechanisms enable
firms to transform organizational goals into individual goals and behaviors. The article draws
on the theory of action phases to explain how organizations and employees commit to
organizational goals and successfully pursue them. Moreover, it integrates insights from self-
determination theory to explain how organizational members develop the motivation and
commitment to pursue organizational goals. Papers in the Special Issue The theoretical model developed from these
perspectives emphasizes specific phases through which organizational goals influence
organizational members’ behaviors, namely mission and strategic goal development, organizational level implementation, intentions in the form of strategic plans and dynamic
capabilities, individual goal internalization, and implementation plans at the individual level. These goal phases are, in turn, influenced by the attraction, selection, socialization and
management of organizational members. In sum, this model helps organize existing research
on the individual-level outcomes of organizational goals, and guides future research in the
area of behavioral strategy by integrating motivational considerations into strategic
management models. Table 2 about here While multiple goals are recognized, there is a need for further research into their
nature and drivers across all levels. Much research has taken goals as given, yet we need to
know more about where goals come from. Research is needed to explore the relationship
between the nature of goals and outcomes in order to assess whether organizations are
performing well or not. Such research is also important in assessing performance outcome
differences between different types of firms. Important research questions arise concerning
whether goals are driven endogenously or exogenously or through some combination of both. The variety of exogenous contextual factors are acknowledged (Zahra & Wright, 2011), yet
we have little systematic evidence on the differential impact of each of these contextual
factors on organizational goals. For example, there may be conflicts between the goals of
shareholders and managers and new mechanisms that change ownership and control may
determine changes in these goals (e.g. executive stock options, private equity buyouts). There
may also be conflicts between the goals of multiple principals and agents. Control by
customer-owners in mutual firms diverts organizational goals from profits and growth toward
creating customer welfare. Again, in firms characterized by a major overlap between
ownership and control (e.g., family firms) managers lose incentive to pursue growth and
profitability goals, and prioritize non-economic goals (Gómez-Mejía et al. 2007). A number
of research questions also emerge in relation to the outcomes of organizational goals. Most
importantly, addressing the conceptual gap between organizational goals and firm
performance needs more attention in future research. If we define performance as
achievement of goals, most of the performances reported in empirical studies must be
classified only as outcomes because these studies did not specify the goals to be achieved; did
not clarify the contexts within which the goals are to be achieved; and/or did not assess
performance in terms of the extent to which the outcomes have achieved the goals. Further While multiple goals are recognized, there is a need for further research into their
nature and drivers across all levels. Much research has taken goals as given, yet we need to
know more about where goals come from. Research is needed to explore the relationship
between the nature of goals and outcomes in order to assess whether organizations are
performing well or not. Such research is also important in assessing performance outcome
differences between different types of firms. Future Research Directions An agenda for future research based on the elements in the framework of
organizational goals developed in Figure 1 is summarized in Table 2. 17 Table 2 about here Table 2 about here Important research questions arise concerning
whether goals are driven endogenously or exogenously or through some combination of both. The variety of exogenous contextual factors are acknowledged (Zahra & Wright, 2011), yet
we have little systematic evidence on the differential impact of each of these contextual
factors on organizational goals. For example, there may be conflicts between the goals of
shareholders and managers and new mechanisms that change ownership and control may
determine changes in these goals (e.g. executive stock options, private equity buyouts). There
may also be conflicts between the goals of multiple principals and agents. Control by
customer-owners in mutual firms diverts organizational goals from profits and growth toward
creating customer welfare. Again, in firms characterized by a major overlap between
ownership and control (e.g., family firms) managers lose incentive to pursue growth and
profitability goals, and prioritize non-economic goals (Gómez-Mejía et al. 2007). A number
of research questions also emerge in relation to the outcomes of organizational goals. Most
importantly, addressing the conceptual gap between organizational goals and firm
performance needs more attention in future research. If we define performance as
achievement of goals, most of the performances reported in empirical studies must be
classified only as outcomes because these studies did not specify the goals to be achieved; did
not clarify the contexts within which the goals are to be achieved; and/or did not assess
performance in terms of the extent to which the outcomes have achieved the goals. Further 18 research questions relate to the impact of organizational goals on outcomes at the individual,
group, and institutional levels. Moreover, it will be important for future studies to consider
links between organizational goals and outcomes across both internal/external and
financial/non-financial goals dimensions. Finally, a major area for further research concerns
how organizational goals adapt to feedback loops regarding organizational outcomes and
contextual changes. In particular how, at various levels, changes to goals are or are not
implemented. Moreover, prior research has largely focused on feedback regarding a single
performance goal, namely firm profitability (Shinkle, 2012), thereby replacing March and
Simon’s (1958) seminal notion that multiple goals coexist in organizations (Gaba & Joseph,
2013; Gavetti et al., 2012). Thus, we are left with a gap in understanding of conditions
leading decision makers to embrace different rules to guide attention and responses to
performance feedback regarding multiple hierarchically-related goals. Table 2 about here Taken together, our theoretical framework and the articles published in this special
issue have important implications for practice as well as for future research. In particular, an
important issue concerns the need for organizations to define performance in relation to the
goals they are aiming to achieve. Similarly, analysts need to assess performance in terms of
the extent to which the outcomes have achieved the organization’s goals. Also, our proposed
framework can constitute a background policy document for policy makers. The goals of
business organizations are being paid increasing attention in the public domain, and our study
facilitates understanding of the various types of goals and their attributes, and can support
policy makers in their decisions on how to build a system of supporting initiatives for
organizational goals in line with the social and environmental challenges they aim to address. Conclusion Conclusion This paper starts from acknowledging the need for a reexamination of the vast
theoretical and empirical research on organizational goals. Through a review of the literature, 19 we develop an analytical framework that is helpful to synthetize theoretical and empirical
research on organizational goals, by focusing on the variety in type of goals an organization
may pursue, the goal attributes, antecedents and outcomes, the contextual influences on goal
setting, and the feedback loops through which the achievement of goals influences their
formation and organizational decision making. This framework is used to position the
contributions of the papers published in the special issue against existing theoretical and
empirical research on organizational goals, and propose an agenda for future research by
delineating a number of important research questions that need to be addressed if theories
around the complex issues of organizational goals, their antecedents, formation processes,
and implications for firm behavior and performance are to move forward. As the purposes of
business organizations come under unprecedented scrutiny in political, social and economic
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Title
Authors
Topic
Theory
Key arguments
Goal selection
internally and
externally: A
behavioral theory of
institutionalization
Greve &
Teh
The role of
institutional
environment in
providing
organizational
goals
Behavioral
theory of
the firm
Institutiona
l theory
Organizational goals have both internal and external sources
Review of internal and external sources of organizational goals and their selection
Mechanisms through which goals enter the organization internally:
• Supportive Dominant Coalition
• Side Payments to Important Stakeholders
• Goal Institutionalization
Review of complementary gaps in the behavioral theory of the firm and institutional theory
Microfoundations
of organizational
goals: A review and
new directions for
future research
Foss &
Linder
Microfoundatio
ns of
organizational
goals
Cross-level
aspects of
organizational
goals
Multi-
theoretical
approach
Organizational goals are both independent and dependent variable
Review of main antecedents and consequences of organizational goals in extant research
Review of cross-level (macro-to-micro and micro-to-macro) processes linking organizational goals to its
antecedents and consequences. Review of main theories related to research questions:
• Micro: social cognitive theory; theory of mind; elaboration likelihood model; social projection theory;
mediating hierarchs; goal-framing theory
• Macro: prospect theory; cognitive biases; individual-level goal setting theory; agency theory; self-
determination theory
Family firm goals
and their effects on
strategy, family,
and organizational
behavior: A review
and research agenda
William,
Pieper,
Kellerma
nns, &
Astracha
n
The antecedents,
characteristics
and outcomes of
organizational
goals in family
firms. Multi-
theoretical
approach
Family ownership and management create family-centered goals that cause differences in behavior and
performance between family and non-family firms. Identifies antecedents, characteristics and outcomes of family business goals, as well as moderating factors in the
relationship between goal antecedents, goal characteristics, and goal outcomes and the role of feedback loops. • Antecedents of family firm goals include family presence, role of individual family members, founder
influence and leadership, family history and culture, socioemotional wealth, organizational identity,
succession intentions, and national culture and ethnicity. • Characteristics of family firm goals include the number and heterogeneity of goals. • Outcomes of family firm goals include family member relationships, socioemotional wealth, governance,
management, and strategy. • Moderators include founder centrality, succession, and family involvement in management. • Feedback loops are characterized by communication and interaction, conflict, community reputation, and the
balanced scorecard. References From strategy to
action:
Transforming
organizational goals
into organizational
behavior
Gagné
How
organizational
goals are
transformed into
organizational
behavior
Human
motivation
theories
Advances Motivational Model of Organizational Goal Pursuit where a social context (organizational goals)
influences individual conditions (motivation), which in turn influence individual action, which influences
social outcomes (organizational success). Provides a conceptual map of the organizational goals construct across literatures. Examines the links between organizational-level goal setting, the internalization of organizational goals by
satisfying individual psychological needs, employees’ implementation intentions, incentives and individual
employees’ outcomes. Proposes a process for transforming strategy into action based on exercises and practices. 25 Figure 1. Organizational Goals: Variety, Antecedents, Outcomes and Context Outcomes of
Organizational Goals
CONTEXT
Bargaining
Antecedents of
Organizational Goals
Meso context:
Ownership and governance
Generations
Resources
Internal goals
External goals
Growth
Production
Quality
Individual level:
Organizational
Members
Institutional level:
Practices and
structures
VARIETY OF ORGANIZATIONAL GOALS
Financial
goals
Non-
financial
goals
Status
Rankings
Certifications
Control
Identity
Emotions
Profit
Goal attributes: Difficulty, novelty, specificity, duration
Macro context:
Sector
Culture & Law
Technology
Chrono context:
Time & life cycle
Disruptions (succession,
exit, M&A)
Individual level:
Motivation & commitment
Individual performance
Organizational level:
Firm behavior
Firm performance
Micro context:
Cognition
Attention
Logics
Incentives and
rewards
Adoption
Strategic
decision-making
Organizational level:
Upper echelon
(CEO, BoD, TMT)
Planning
Group level:
Organizational
coalitions
Group salience
Group level:
Collective motivation &
commitment
Group behavior
Group performance
Social
interaction
Goal content:
Feedback loops: Sequential vs. simultaneous attention logic; Attention rules (e.g., priority-based, causality-based); Mixed gambles Chrono context:
Time & life cycle
Disruptions (succession,
exit, M&A)
VARIETY OF ORGANIZATIONAL GOALS Individual level:
Organizational
Members Control
Identity
Emotions Growth
Production
Quality Group level:
Organizational
coalitions Emotions Profit Financial
goals Non-
financial
goals Planning Status
Rankings
Certifications Institutional level:
Practices and
structures Adoption External goals Goal attributes: Difficulty, novelty, specificity, duration 26 Table 2. Some Future Research Questions on Organizational Goals
Individual level
Group level
Organizational level
Institutional level
Variety of
organizational goals
How are heterogeneous goals
prioritized/reconciled by
individuals and organizations? Who takes the initiative in
resolving conflicting goals
between different organizational
members? How do number and variety of
organizational members affect
goal types? To what extent do different
organizational coalitions and groups
have multiple [and conflicting] goals? How do these differ according to
different types of groups? References To what extent can changes in ownership
structure and different types of new
owners (next generation family; private
equity/VC; public markets; SWFs. etc.)
change organizational goals? How do multiple goals interact? What are the mutual relationships between financial
and non-financial, and external and internal
goals? What are the attributes of different types of goals? How does the heterogeneity of goals vary across
ownership types, sectors, etc.? To what extent is there isomorphism regarding
organizational goals? To what extent do different institutional
actors create a need for organizations
to address multiple [and conflicting]
goals? Does the number and heterogeneity of
institutions influence the types of
organizational goals? If yes, how? Antecedents of
organizational goals
Are there other mechanisms, in
addition to bargaining and/or
stabilization, through which
organizational members can
influence individual goals? Does the formation of individual
goals depends on individuals’
characteristics? How do goals formation processes
differ when different types of
individuals are involved? How do organizational members,
organizational coalitions and
institutions influence each other’s
goals, and how do they interact in
influencing collective and
organizational goals? Are there other mechanisms, in addition
to salience, through which
organizational coalitions influence
organizational goals? How does the organization’s upper echelon
influence the number and diversity of
organizational goals, and the processes through
which goals are formed? How do organizations implement their goals once
they have been defined? How does the organization identify decisions and
allocate tasks that must be made to pursue the
goals? How do organizational goals vary
between similar firms in different
institutional contexts? To what extent do capital market actors
influence the nature of organizational
goals and their timescale? Outcomes of organizational
goals
How do the outcomes of
organizational goals influence
individual behavior such as
commitment, retention,
turnover? What incentives and rewards
system are better suited to
motivate individuals within the
organization? Do these mechanisms vary among
different types of individuals and
depending on different types of
goals? How do the outcomes of organizational
goals influence group behavior such as
commitment, conflict, leadership,
turnover? What social interaction mechanisms are
better suited to determine collective
motivation, behavior and performance? Do these mechanisms vary depending
on the types of goals? To what extent do profits and observed performance
reflect the achievement of organizational goals? How do financial/non-financial and
internal/external goals influence non-financial and
external/internal goals, and vice-versa? References How does the content of organizational goals
interact with goal attributes in determining
performance at the individual, group, and
organizational level? What are the organizational constraints on goal
implementation? How does planning processes change depending on
goal content and attributes? How may the pursuit of organizational
goals create pressures that determine
changes at the institutional level? What’s the difference between purpose
and goals? Have these two concepts
different implications at institutional
level? Is purpose a precursor of goals? What are the implications of corporate
purposes for policy and decision
making? Institutional level Organizational level 27 How do contextual factors such as
institutional policies influence group
goals and subsequent behavior relating
to remuneration and job satisfaction? What are the consequences for
organizations and coalitions within
organizations? Do contextual factors such as resources,
generation of leadership control and
ownership or governance
configurations change the processes
through which collective goals are
formed? How and why? Do contextual factors such as resources,
generation of leadership control and
ownership or governance
configurations affect goal setting and
strategic planning processes? How and
why? How does context influence the relationships
between the antecedents and the variety of
organizational goals? How does context influence organizational goals
and the relationships between organizational
goals and their antecedents/outcomes? Do organizational goals, goal formation processes
and their consequences changes across firms from
different industries? How do firms with different ownership and/or
governance structures differ in how they form
organizational goals and their
antecedents/consequences
How do technologies influence the measurement
and achievement of organizational goals? For
instance, how can social networks, big data and
analytics be used to collect and interpret data
about goal achievement and the to predict the
achievement of organizational goals? How does the social, legal and cultural
environment influence organizational
goals and the relationships between
organizational goals and their
antecedents/outcomes? How do institutional and political notions
of the purpose of the corporation affect
the nature of organizational goals? To what extent does the tax regime
influence short-term vs long-term
organizational goals? In relation to the chrono-context, how do
global and national crises, stages of
economic development or situational
events such as succession and exit
affect organizational goals? How do organizational culture and values
(e.g., collectivism vs. individualism)
and structure (e.g., power distance)
influence goals at different levels? What facilitates/constrains adaptation of
group level goals in relation to
organizational feedback? References How do group goals constrain the ability
of organizations to adapt to feedback/
How do firms use feedback to update their goals? How does feedback influence the role of individual
organizational members, coalitions, upper
echelons, and institutions? To what extent do organizations change or evolve
their goals as a consequence of feedback
mechanisms? When does organizational goal
change occur? How is goal change related to
organizational life-cycles? How does goal change occur? What factors
facilitate and constrain such change? To what
extent? What attention logics/rules work better in specific
circumstances? When, and why? How do organizations adapt goals in
relation to institutional change? How and through which mechanisms
does the pursuit of organizational goals
determine changes in established
institutions? For instance, how does the
pursuit of social goals in businesses
influence the establishment of new
norms and regulations which, in turn,
affect organizational behavior? The role of context
How do contextual factors such as
institutional policies (e.g.,
executive remuneration,
pensions, and job tenure)
influence individual goals
relating to remuneration and job
satisfaction? What are the consequences for
individuals’ motivation,
commitment and performance? And the consequences for
organizations? How do contextual factors such as
institutional policies influence group
goals and subsequent behavior relating
to remuneration and job satisfaction? What are the consequences for
organizations and coalitions within
organizations? Do contextual factors such as resources,
generation of leadership control and
ownership or governance
configurations change the processes
through which collective goals are
formed? How and why? Do contextual factors such as resources,
generation of leadership control and
ownership or governance
configurations affect goal setting and
strategic planning processes? How and
why? The role of feedback loops
Under what conditions do decision
makers embrace different logics
and rules to guide attention and
responses to performance
feedback regarding multiple
hierarchically-related goals? What response patterns do they
follow? Who takes the initiative
in the response process? How do decision-makers respond
to incomplete, delayed and
ambiguous feedback on
organizational goals? What facilitates/constrains adaptation of
group level goals in relation to
organizational feedback? How do group goals constrain the ability
of organizations to adapt to feedback/ m
How does the social, legal and cultural
environment influence organizational
goals and the relationships between
organizational goals and their
antecedents/outcomes? How do institutional and political notions
of the purpose of the corporation affect
the nature of organizational goals? References To what extent does the tax regime
influence short-term vs long-term
organizational goals? In relation to the chrono-context, how do
global and national crises, stages of
economic development or situational
events such as succession and exit
affect organizational goals? How do organizational culture and values
(e.g., collectivism vs. individualism)
and structure (e.g., power distance)
influence goals at different levels? l
How do organizations adapt goals in
relation to institutional change? How and through which mechanisms
does the pursuit of organizational goals
determine changes in established
institutions? For instance, how does the
pursuit of social goals in businesses
influence the establishment of new
norms and regulations which, in turn,
affect organizational behavior? How does the social, legal and cultural
environment influence organizational
goals and the relationships between
organizational goals and their
antecedents/outcomes? How does the social, legal and cultural
environment influence organizational
goals and the relationships between
organizational goals and their
antecedents/outcomes? How does context influence the relationships
between the antecedents and the variety of
organizational goals? How does context influence the relationships
between the antecedents and the variety of
organizational goals? How does context influence the relationships
between the antecedents and the variety of
organizational goals? How does context influence organizational goals
and the relationships between organizational
goals and their antecedents/outcomes? How do institutional and political notions
of the purpose of the corporation affect
the nature of organizational goals? Do organizational goals, goal formation processes
and their consequences changes across firms from
different industries? To what extent does the tax regime
influence short-term vs long-term
organizational goals? How do firms with different ownership and/or
governance structures differ in how they form
organizational goals and their
antecedents/consequences In relation to the chrono-context, how do
global and national crises, stages of
economic development or situational
events such as succession and exit
affect organizational goals? How do organizational culture and values
(e.g., collectivism vs. individualism)
and structure (e.g., power distance)
influence goals at different levels? How do firms use feedback to update their goals? How does feedback influence the role of individual
organizational members, coalitions, upper
echelons, and institutions? What attention logics/rules work better in specific
circumstances? When, and why? 28
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Male and female hypertrophic rat cardiac myocyte functional responses to ischemic stress and β-adrenergic challenge are different
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Bell et al. Biology of Sex Differences (2016) 7:32
DOI 10.1186/s13293-016-0084-8
RESEARCH
Open Access
Male and female hypertrophic rat cardiac
myocyte functional responses to ischemic
stress and β-adrenergic challenge are
different
James R. Bell1†, Claire L. Curl1†, Tristan W. Harding1, Martin Vila Petroff2, Stephen B. Harrap1
and Lea M. D. Delbridge1,3*
Abstract
Background: Cardiac hypertrophy is the most potent cardiovascular risk factor after age, and relative mortality
risk linked with cardiac hypertrophy is greater in women. Ischemic heart disease is the most common form of
cardiovascular pathology for both men and women, yet significant differences in incidence and outcomes exist
between the sexes. Cardiac hypertrophy and ischemia are frequently occurring dual pathologies. Whether the
cellular (cardiomyocyte) mechanisms underlying myocardial damage differ in women and men remains to be
determined. In this study, utilizing an in vitro experimental approach, our goal was to examine the proposition
that responses of male/female cardiomyocytes to ischemic (and adrenergic) stress may be differentially modulated
by the presence of pre-existing cardiac hypertrophy.
Methods: We used a novel normotensive custom-derived hypertrophic heart rat (HHR; vs control strain normal
heart rat (NHR)). Cardiomyocyte morphologic and electromechanical functional studies were performed using
microfluorimetric techniques involving simulated ischemia/reperfusion protocols.
Results: HHR females exhibited pronounced cardiac/cardiomyocyte enlargement, equivalent to males. Under
basal conditions, a lower twitch amplitude in female myocytes was prominent in normal but not in hypertrophic
myocytes. The cardiomyocyte Ca2+ responses to β-adrenergic challenge differed in hypertrophic male and female
cardiomyocytes, with the accentuated response in males abrogated in females—even while contractile responses
were similar. In simulated ischemia, a marked and selective elevation of end-ischemia Ca2+ in normal female
myocytes was completely suppressed in hypertrophic female myocytes—even though all groups demonstrated
similar shifts in myocyte contractile performance. After 30 min of simulated reperfusion, the Ca2+ desensitization
characterizing the male response was distinctively absent in female cardiomyocytes.
(Continued on next page)
* Correspondence: lmd@unimelb.edu.au
†
Equal contributors
1
Department of Physiology, University of Melbourne, Melbourne, Victoria,
Australia
3
Cardiac Phenomics Laboratory, Department of Physiology, University of
Melbourne, Melbourne, Victoria 3010, Australia
Full list of author information is available at the end of the article
© 2016 The Author(s). Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
Bell et al. Biology of Sex Differences (2016) 7:32
Page 2 of 15
(Continued from previous page)
Conclusions: Our data demonstrate that cardiac hypertrophy produces dramatically different basal and
stress-induced pathophenotypes in female- and male-origin cardiomyocytes. The lower Ca2+ operational status
characteristic of female (vs male) cardiomyocytes comprising normal hearts is not exhibited by myocytes of
hypertrophic hearts. After ischemia/reperfusion, availability of activator Ca2+ is suppressed in female hypertrophic
myocytes, whereas sensitivity to Ca2+ is blunted in male hypertrophic myocytes. These findings demonstrate that
selective intervention strategies should be pursued to optimize post-ischemic electromechanical support for male
and female hypertrophic hearts.
Keywords: Cardiomyocyte, Sex/gender, Cardiac hypertrophy, Ischemia/reperfusion, Stress response
Background
For both women and men, cardiovascular disease is the
leading cause of death and disability [1, 2]. Cardiac
hypertrophy is the most potent cardiovascular risk factor
after age [3], and importantly, relative mortality risk
linked with cardiac hypertrophy is greater in women [4].
There is a growing clinical recognition that myocardial
cardiac stress responses, including neurohumoral activation, exhibit inherent sex difference [5].
Ischemic heart disease is the most common form of
cardiovascular pathology for men and women [6]. Ischemic events occur earlier in men, and ischemia-related
arrhythmia and sudden cardiac death incidence are
higher in men. In contrast, while younger women have a
lower risk of ischemic heart disease, in the event of a
myocardial infarct, they experience higher mortality and
rate of heart failure, even though reperfusion status is
equivalent [7, 8]. Women with ischemic heart disease
have higher rates of hospitalization than men [9]. The
essential question of whether the mechanisms underlying ischemic heart disease in women differ from men
remains unanswered [10]—and the cognate issue of
whether ischemia coincident with hypertrophic comorbidity has differing gender aetiology and outcome has
not been addressed.
The importance of achieving a more detailed understanding of basic mechanisms of sex difference in pathophysiologic processes, which have particular relevance to
cardiovascular disease and health demography, has been
emphasized [11]. The value of sex-inclusive quality preclinical data to inform large-scale clinical studies has
also been recently highlighted in the context of unexpected findings delivered by the RELAX trial—which
sildenafil (a phosphodiesterase 5 inhibitor) did not show
a beneficial effect in the treatment of heart failure with
preserved ejection fraction [12]. In retrospect, it became
apparent that this outcome might have been predicted if
the rationale for the trial had not been reliant on data
from male-only human and animal studies [13, 14].
Experimentally, important insights have been gained in
relation to sex-specific differentials in the impacts of cardiac hypertrophy and of exposure to ischemic insult—yet
still, knowledge is lacking [15, 16]. The extent of hypertrophic remodeling in female rodents in response to
loading stress is generally attenuated, yet exogenous
oestrogen and oestrogen receptor (oestrogen receptor α
(ERα)) agonists have been shown to increase mortality
in mice subjected to aortic constriction or to infarction
[17–19]. Generally, female hearts are less susceptible to
post-ischemic contractile dysfunction, findings which
primarily derive from experiments involving animal
models where function is not compromised by preexisting pathologies [15, 20–22]. We have previously
established that the intrinsic resistance of isolated female
hearts to ischemic insult is abrogated in a setting of
primary cardiac hypertrophy [23].
Most fundamentally, protection against hypertrophy
and ischemia-driven arrhythmogenesis and contractile
dysfunction is determined by cardiomyocyte Ca2+ regulatory status. Whilst limited sex-specific information is
available at the myocyte level, in vitro findings suggest
differential female and male contractile/Ca2+ handling
characteristics in simulated ischemia and also sex differences in the responsiveness of myocytes to manipulation of adrenergic activation [24, 25]. Specifically, it is
reported that during simulated ischemia, only female
cardiomyocytes exhibit a reduction in Ca2+ transient
amplitude (vs non-ischemic control) and that in reperfusion, female cardiomyocytes are hyper-contractile
(vs males) and more likely to survive the ischemia/
reperfusion challenge [24]. Sex differences in adrenergic responses apparently reflect reduced cyclic adenosine monophosphate (cAMP) levels in female myocytes
(vs male), contributing to lower Ca2+ levels and internal
Ca2+ store flux responses [25]. Importantly, no previous
cardiomyocyte functional studies have interrogated
the role of pre-existing hypertrophic pathology in
determining the sex-specific responses to ischemic
injury—a highly relevant clinical scenario of comorbidity [26, 27].
In this study, utilizing an in vitro experimental approach, our goal was to examine the proposition that
responses of male and female cardiomyocytes to stress
stimuli (β-adrenergic activation and simulated ischemia/
Bell et al. Biology of Sex Differences (2016) 7:32
reperfusion insult) may be differentially affected by the
presence of pre-existing cardiac hypertrophy. Using a
purpose-derived rat model of normotensive cardiac hypertrophy, the hypertrophic heart rat (HHR), a range of
cardiomyocyte morphologic and electromechanical functional studies was performed using microfluorimetric
techniques. We have previously reported premature
mortality in the HHR (vs normal heart rat (NHR)),
with ex vivo HHR exhibiting normal systolic function
and an increased vulnerability to ischemia/reperfusion
dysfunction/injury [23, 28]. The present study now
demonstrates that cardiac hypertrophy produces dramatically different pathophenotypes in female- and maleorigin cardiomyocytes exposed to ischemia. These findings
suggest implications for sex-specific refinement of reperfusion therapeutic interventions.
Methods
Animals
Animals were obtained from established colonies of the
HHR and the control NHR, maintained at the Biological
Research Facility at the University of Melbourne,
Australia, and derived as reported [29]. Briefly, these
rats originated from the F2 progeny of a cross between
the Fischer 344 and spontaneously hypertensive rat
(SHR). Normotensive offspring were selected for either
enlarged or normal heart size by echocardiography over
successive generations to achieve genetic stability. Telemetry, tail-cuff plethysmography and direct intra-arterial
recording methods have been used to determine the
normotensive status of these animals [29]. Experiments
were conducted and animals handled in the manner
specified by the NHMRC/CSIRO/ACC Australian Code
of Practice for the Care and Use of Animals for Scientific
Purposes (1997) and the EU Directive 2010/63/EU for
animal experiments, with approval and oversight by the
University of Melbourne Animal Ethics Committee.
Cardiomyocyte isolation procedure
Ventricular myocytes were isolated from NHR and HHR
rats, as described [30]. Briefly, animals were weighed,
killed by decapitation under deep halothane anaesthesia,
hearts were excised, trimmed, buffer washed and blotted
prior to taking weight measurement by tare. Hearts
were retrogradely perfused with bicarbonate-buffered
Ca2+-free Krebs (in millimolars: 118 NaCl, 4.8 KCl,
1.2 KH2PO4, 1.2 MgCl2, 25 NaHCO3, 11 D-glucose) at
73 mmHg for 3 min at 37 °C. Cardiomyocytes were then
perfused with type II collagenase (50 mg/ml, 295 U/mg;
Worthington Biochemical Corporation, NJ, USA) to
enable heart digestion. The heart was removed from the
cannula, and the ventricular cardiomyocytes dispersed in
Krebs/collagenase solution (in millimolars: 146.2 NaCl,
4.7 KCl, 0.4 NaH2PO4-H2O, 1.1 MgSO4-7H2O, 10 (4-(2-
Page 3 of 15
hydroxyethyl)-1-piperazineethanesulfonic acid (HEPES),
11 D-glucose) supplemented with trypsin inhibitor
(25 μg/ml; Sigma-Aldrich, MO, USA) to inhibit residual
collagenase activity. For each heart, 100 rod-shaped and
regularly striated cardiomyocytes were selected at random
for length and width measurement at ×400 magnification
using an inverted light microscope and calibrated eye
piece as previously described [31]. Cardiomyocyte volume
was derived from the product of cell length and width,
multiplied by 7.59 × 10−3 pl/μm2 [32].
Cardiomyocyte Ca2+ handling and twitch analysis
Isolated myocyte Ca2+ levels and shortening performance were measured [30]. Cell suspensions were incubated with the Ca2+ fluorescent dye, fura2-AM (2.5 μM,
20 min, 25 °C; Invitrogen). Myocytes were superfused
with 2 mM Ca2+-HEPES buffer (in millimolars: 146.2
NaCl, 4.7 KCl, 0.4 NaH2PO4H2O, 1.1 MgSO47H2O, 10
HEPES, 11 glucose, pH 7.4) and stimulated to establish
steady state contractile performance at 4 Hz (5 min,
37 °C). Cardiomyocyte twitch properties were assessed by
video-based edge detection (IonOptix, MA, USA). The indices used to describe twitch cycle were twitch amplitude
normalized to diastolic cell length (twitch amplitude percentage) and maximal rate of shortening and lengthening
(mrs and mrl, respectively; μm/s, normalized to diastolic
cell length). Myocyte Ca2+ signals were measured by
microfluorimetry (360:380 nm fluorescence ratio, 1000 Hz
sampling; IonOptix, MA, USA) [30]. Fluorescence signals
were corrected for background. The indices used to describe the Ca2+ transient were amplitude (F360:380) and the
time constant of decay (tau, ms; time constant measured
from curve fitted from 10 % below the peak level to
baseline of transient). Cardiomyocyte twitch and Ca2+
fluorescent ratio properties were measured off-line using
IonWizard (IonOptix) and were determined by average of
ten steady state transients for each myocyte. Ca2+-shortening phase loops were constructed for individual activation
cycles by plotting Ca2+ level vs myocyte shortening
throughout the shortening and lengthening phases of the
cycle. During the relaxation (i.e. lengthening) phase, the
Ca2+ level at half (50 %) relaxation may be interpreted as
an index of myofilament Ca2+ sensitivity [33].
Adrenergic challenge protocol
To assess the response of male and female NHR and
HHR cardiomyocytes to an adrenergic challenge, myocytes stabilized for 5 min in 2 mM Ca2+-HEPES buffer
were superfused with 10 nM isoproterenol for 5 min.
Previous dose range and time-course studies confirmed
this was an optimal time point to allow a maximal shortening and amplitude Ca2+ response to reach a new
steady state [34].
Bell et al. Biology of Sex Differences (2016) 7:32
Page 4 of 15
(and consequently volume) dimension (Table 1 and
Fig. 1, †p < 0.05; Fig. 1b–d). These data confirm a robust
hypertrophic phenotype in female and male HHR.
Simulated ischemia/reperfusion protocol
To assess the response of male and female NHR and
HHR cardiomyocytes to an ischemia and reperfusion
challenge, cardiomyocytes were superfused with a modified HEPES buffer (in millimolars: 136 NaCl, 8 KCl, 0.4
NaH2PO4-H2O, 1.1 MgSO4-7H2O, 2.0 CaCl2, 10 HEPES,
10 lactate, pH 6.8, 100 % N2 gas saturation) for 20 min
to simulate conditions associated with ischemia, including hypoxia, hypercapnia, acidosis, substrate deprivation
and lactate accumulation [30, 35, 36]. At the end of
the 20-min superfusion with the simulated ischemia
solution, the perfusate was switched back to the basal
2-mM Ca2+-HEPES buffer for a further 30 min. Cardiomyocytes were electrically stimulated (4 Hz) throughout the ischemia/reperfusion protocol.
Cardiomyocyte basal performance—sex differences
suppressed with hypertrophy
Basal NHR cardiomyocyte contractile performance was
lower in female cardiomyocytes compared with males
(Fig. 2a–d, Additional file 1: Table S1 *p < 0.05). This
lower female contractility was marked in normal female
myocytes (approximately 50 % lower of the percentage
shortening values vs male NHR), though time to peak
shortening was particularly slow in female HHR cardiomyocytes (Additional file 1: Table S1). Lower contractility in normal female myocytes was associated with a
trend for lower Ca2+ transient amplitude and systolic
Ca2+ (Fig. 2e, f, Additional file 1: Table S1). No sex
difference was observed in NHR cardiomyocyte diastolic
Ca2+ levels or the time constant of Ca2+ transient decay
(Fig. 2g, h). Lower contractility was not apparent in
female HHR cardiomyocytes relative to male (Fig. 2b).
As for NHR, overall Ca2+ levels did not differ between
male and female HHR myocytes (Fig. 2e–h). These
data show that basal contractile performance in nonhypertrophic male and female cardiomyocytes is fundamentally different, but this sex differential is lost
when myocytes exhibit pathological hypertrophy.
Statistics
Data are presented as mean ± SEM. Differences between
groups were assessed by two-way ANOVA and with
repeated measures as appropriate. Myocyte survival
curves were assessed by log-rank Mantel-Cox test. Data
were considered significant at p < 0.05. All statistical
calculations were performed using SPSS V.22.0 (IBM
Corp, NY, USA). Statistical annotation used throughout
the study to designate significance level: #, strain effect; *,
sex effect; †, sex-strain interaction. Post hoc analysis
was performed on data in which a sex-strain interaction
was evident, with significant differences in post hoc
analysis represented in the figures (§, p < 0.05, male vs
female of same strain) directly above the relevant figure
bar or data point.
Augmented HHR Ca2+ activator response to
β-adrenoceptor stimulation in male cardiomyocytes
absent in female cardiomyocytes
β-Adrenoceptor agonist challenge in vitro elicited a
substantial increase in cardiomyocyte contractility (Fig. 3a,
Additional file 2: Table S2). The magnitude of this
response was similar in male and female cardiomyocytes,
but more pronounced in the presence of hypertrophy
(Fig. 3b–d, M NHR 178.9 ± 16.1 %, F NHR 213.5 ± 32.1 %,
M HHR 282.9 ± 36.3 %, F NHR 300.7 ± 25.2 %, #p < 0.05).
Sex differences in the Ca2+ response to β-adrenoceptor
stimulation were evident. The extent of isoproterenolinduced increase in Ca2+ transient amplitude was selectively blunted in female HHR myocytes compared with
males (Fig. 3e, †p < 0.05). This sex-specific response was
not observed in non-hypertrophic (NHR) myocytes.
Results
Cardiac and cardiomyocyte hypertrophy in male and
female HHR
Female body and heart weights were significantly
lower than strain and age-matched NHR and HHR
values (Table 1). Heart weight and cardiomyocyte
dimensions were smaller in female NHR (Table 1 and
Fig. 1, respectively), yet cardiac weight index (CWI;
g/kg) was greater compared with male NHR. In HHR,
cardiac and cardiomyocyte hypertrophy was most pronounced in female with augmented CWI associated
with more substantial myocyte enlargement in width
Table 1 Age and body/heart weights of male and female NHR and HHR
Parameter
NHR
HHR
Male
Female
Male
Female
Age (weeks)
14.6 ± 0.7 (15)
13.3 ± 0.3 (13)
14.8 ± 1.0 (14)
13.7 ± 0.6 (13)
Body weight (g)
352 ± 7.9 (15)
180 ± 5.5# (13)
299 ± 10.2## (14)
171 ± 4.7## (13)
Heart weight (mg)
1410 ± 28.5 (15)
882 ± 27.7# (13)
1514 ± 85.8 (14)
1202 ± 69.2#,## (13)
CWI (mg/g)
4.02 ± 0.1 (15)
#
4.91 ± 0.1 (13)
#sex p < 0.05; ##strain p < 0.05, mean ± SEM, n = hearts or animals in brackets for each group
##
5.12 ± 0.3 (14)
7.04 ± 0.4#,
##
(13)
Bell et al. Biology of Sex Differences (2016) 7:32
Page 5 of 15
Fig. 1 Cardiomyocyte hypertrophy in male and female HHR. a Representative images of cardiomyocytes from male and female NHR and HHR
hearts. b–d Augmented CWI associated with more substantial myocyte enlargement in width (and consequently volume) dimension in female
vs male HHR (*sex p < 0.05; #strain p < 0.05; †sex-strain interaction; §post hoc male vs female p < 0.05, mean ± SEM. Each data point mean of
n = 50 cells from each of eight hearts/group, total 400 cells/gp)
Diastolic Ca2+ levels were stable with isoproterenol
challenge in all treatment groups (Fig. 3f). A more rapid
transient decay (decrease in tau) was evident in hypertrophic male and female cardiomyocytes, consistent with
a trend for increased maximum rate of lengthening
(Fig. 3d, g). These data demonstrate that the Ca2+
response to β-adrenergic stimulation is different in male
and female hypertrophic cardiomyocytes—the accentuated
response in HHR male myocytes is not achieved in female
myocytes.
Selective Ca2+ elevation in female myocytes at end
ischemia abrogated with hypertrophy
Myocyte contractile performance and Ca2+ levels were
tracked throughout the time-course of a simulated
ischemia/reperfusion challenge (sample time-compressed
Bell et al. Biology of Sex Differences (2016) 7:32
Page 6 of 15
Fig. 2 Basal sex differences in cardiomyocyte performance suppressed with hypertrophy. a Representative records of myocyte shortening in
male and female NHR and HHR cardiomyocytes. b–d Basal twitch amplitude (% shortening), maximum rate of shortening/lengthening are lower
in female cardiomyocytes compared with males—an effect that is accentuated in NHR compared with HHR. e No sex difference was observed
in Ca2+ transients, though a trend for lower Ca2+ transient amplitude was evident in female NHR cardiomyocytes (f). No sex difference was
observed in cardiomyocyte diastolic Ca2+ levels or the time constant of Ca2+ transient decay (g, h). (*sex p < 0.05; p < 0.05; mean ± SEM; n = 8–13
cells from four to five hearts/group)
record, Fig. 4a, Additional file 2: Table S2). At the
commencement of ischemia, all cell groups demonstrated an abrupt decrease in twitch amplitude and a
small increase in resting length. This reduction in
twitch amplitude reached a plateau within the first
5 min of simulated ischemia (Fig. 4b), with no significant difference between groups in the extent of twitch
amplitude reduction at end ischemia (Fig. 4c). Ca2+
transient responses to simulated ischemia were very different in male and female cardiomyocytes (Fig. 4d, †p < 0.05).
In contrast to males, female NHR cardiomyocytes exhibited a substantial increase in amplitude Ca2+ at the end of
ischemia (relative to pre-ischemic basal; M NHR 104.8 ±
13.3 %, F NHR 186.2 ± 35.9 %, *p < 0.05), which was not
associated with a concomitant increase in shortening
(Fig. 4e). This marked and selective elevation of endischemia Ca2+ in female NHR was totally abrogated with
hypertrophy (HHR, Fig. 4e, M HHR 73.1 ± 9.5, F HHR
66.8 ± 10.9 %). Despite a significantly lower Ca2+ signal in
hypertrophic cardiomyocytes (Fig. 4e, #p < 0.05), the
Bell et al. Biology of Sex Differences (2016) 7:32
Page 7 of 15
Fig. 3 β-Adrenoceptor stimulation Ca2+response blunted in hypertrophic female HHR cardiomyocytes. a Representative cardiomyocyte shortening
trace (central portion time compressed) showing isoproterenol (10 nM) exposure-elicited response of rapid and sustained increase in cell twitch.
b–d The extent of increase in shortening and maximum rate of shortening was similar in male and female cardiomyocytes, but more pronounced
in the presence of pathological hypertrophy. Rate of lengthening was unchanged. e The extent of isoproterenol-induced increase in Ca2+ transient
amplitude was selectively blunted in female HHR myocytes. f Diastolic Ca2+ levels were stable with isoproterenol challenge in all treatment groups,
whilst tau (g) was significantly faster in HHR of both sexes (#strain p < 0.05; †sex-strain interaction; §post hoc male vs female p < 0.05, mean ± SEM,
n = 9–11 cells from four to five hearts/group)
Bell et al. Biology of Sex Differences (2016) 7:32
Fig. 4 (See legend on next page.)
Page 8 of 15
Bell et al. Biology of Sex Differences (2016) 7:32
Page 9 of 15
(See figure on previous page.)
Fig. 4 Selective Ca2+ elevation in female myocytes at end ischemia is abrogated with hypertrophy. a Representative cardiomyocyte shortening record
shows modulated diastolic length and twitch amplitude in simulated ischemia and reperfusion (time compressed). b All groups show a similar pattern
of shortening response to simulated ischemia. c No significant difference between groups was detected in the extent of change in twitch reduction at
end ischemia. d Ca2+ transient responses during the time-course of simulated ischemia. e Female NHR cardiomyocytes exhibited a substantial increase
in amplitude Ca2+ at the end of ischemia which was not evident in female hypertrophic myocytes. f Diastolic Ca2+ increased throughout ischemia in
male HHR cardiomyoctes. g At end ischemia, increased diastolic Ca2+ in male HHR was absent in female HHR myocytes. (*sex p < 0.05; #strain p < 0.05;
†sex-strain interaction; §post hoc male vs female p < 0.05; mean ± SEM; n = 7–14 cells from 6 to 11 hearts/group)
shortening responses between male and female HHR were
not different (Fig. 4c, p = ns). A sex-strain interaction was
evident for diastolic Ca2+ during simulated ischemia
(Fig. 4f, g). An increase in diastolic Ca2+ in male HHR
cardiomyocytes was not evident in female HHR, which
remained at near-basal levels of diastolic Ca2+ (Fig. 4g).
This contrasted with NHR myocytes, with a trend for
greater diastolic Ca2+ at the end of simulated ischemia
compared with males.
Myofilament Ca2+ desensitization in reperfused
hypertrophic male myocytes is absent in females
During the simulated reperfusion phase of the protocol,
myocytes of all groups most typically exhibited a rapid
decrease in resting length (i.e. a diastolic contracture
response) with decrement in twitch amplitude, followed
by gradual return to a new steady state in the extent of
myocyte shortening, albeit diastolic relaxation state was
only partially regained (Fig. 4a). Myocyte attrition (acute
necrosis/oncosis) was observed throughout both the
ischemic and reperfusions phases of the protocol (Fig. 5a).
In males, there was a trend for hypertrophic myocytes
(HHR) to be more resistant to cell death during the
simulated ischemia/reperfusion challenge compared with
normal myocytes (NHR), though this did not reach
significance (Fig. 5a). A strain trend was not apparent in
female myocytes. All groups showed full recovery from
ischemic diastolic contracture, with resting cardiomyocyte
length lower at end reperfusion compared with the preischemic basal level (Fig. 5b). The extent of this reduction
was greatest in male NHR cardiomyocytes and significantly greater than in female NHR cardiomyocytes. This
sex difference was not apparent when cardiomyocytes
were hypertrophic. During the first 5 min of reperfusion,
spontaneous contractions were evident in male NHR (one
of eight cardiomyocytes) and HHR (four of nine cardiomyocytes) cardiomyocytes, contrasting with a lack of
spontaneous contractions in both female NHR and HHR
cardiomyocytes, At the end of the 30-min simulated
reperfusion challenge, surviving male and female cardiomyocytes from normal and hypertrophic hearts exhibited
very different recovery parameters (Fig. 5c, †p < 0.05).
Male HHR cardiomyocytes demonstrated equivalent
shortening to male NHR controls, yet amplitude Ca2+ was
significantly increased. This directly contrasted with female HHR cardiomyocytes, where shortening was significantly increased compared with female NHR controls,
yet amplitude Ca2+ was not different. Phase loop analyses
were performed to assess individual myocyte Ca2+-shortening relationships (Fig. 5d). Male, but not female, HHR
cardiomyocytes exhibited a large decrease in myofilament
Ca2+ sensitivity, with an approximate two- to threefold
increase in Ca2+ levels at 50 % myocyte relaxation
compared with male NHR and female NHR and HHR
cardiomyocytes (Fig. 5e, †p < 0.05). These data demonstrate that, in contrast to hypertrophic male myocytes,
myofilament Ca2+ responsiveness in hypertrophic female
cardiomyocytes was not characterized by ‘desensitization’.
Thus, a major sex-specific stress response phenotype
difference emerges between female and male hypertrophic
cardiomyocytes when subjected to simulated ischemia
and reperfusion challenge.
Discussion
This investigation provides new evidence that male and
female hearts with an underlying pathological hypertrophy respond differently to cellular stresses. Using the
novel HHR model (a model of normotensive intrinsic
hypertrophy derived through a multigenerational program of selective breeding), our findings document
pronounced cardiac and cardiomyocyte enlargement in
females—including cardiomyocyte dimensional increase
in female HHR equivalent to male HHR. Under basal
conditions, a lower twitch amplitude in female myocytes
was prominent in normal (NHR) but not in hypertrophic
(HHR) myocytes. The cardiomyocyte Ca2+ responses to
β-adrenergic challenge differed in hypertrophic male and
female cardiomyocytes, with the accentuated response in
males abrogated in females—even while contractile
responses were similar. In simulated ischemia, the Ca2+
transient responses of hypertrophic male and female
myocytes were markedly different—though again, all
groups demonstrated similar shifts in myocyte contractile performance. A prominent and selective elevation of
end-ischemia Ca2+ in female NHR was completely
suppressed in female hypertrophic myocytes. Similarly,
after the 30-min simulated reperfusion, male and female
cardiomyocytes evinced different Ca2+ response patterns
Bell et al. Biology of Sex Differences (2016) 7:32
Page 10 of 15
Fig. 5 Myofilament Ca2+ desensitization in hypertrophic male myocytes at the end of reperfusion is absent in females. a Cardiomyocyte survival
plots throughout simulated ischemia and reperfusion. b Resting myocyte length decreased to a greater extent in male NHR cardiomyocytes
compared with females, with this sex difference absent in the HHR. c At end reperfusion, male HHR cardiomyocytes maintain contractility yet
exhibit significantly increased Ca2+. Female HHR myocytes show augmented contractility with substantially lower transient Ca2+. d Phase loop
analysis shows male, but not female, HHR cardiomyocytes exhibit a modified Ca2+-shortening relationship. e Male HHR cardiomyocytes exhibit
significantly lower level of myofilament Ca2+ sensitivity, with an approximate two to threefold increase in Ca2+ levels at 50 % myocyte relaxation.
(*sex p < 0.05; #strain p < 0.05; †sex-strain interaction; §post hoc male vs female p < 0.05; mean ± SEM; n = 5–8 cells from four to six hearts/group)
indicating an absence of the Ca2+ desensitization characterizing the male response.
Our data demonstrate that cardiac hypertrophy produces dramatically different basal and stress-induced
pathophenotypes in female- and male-origin cardiomyocytes. The lower Ca2+ operational status characteristic of
female (vs male) cardiomyocytes comprising normal
hearts is not exhibited by myocytes of hypertrophic
hearts. After ischemia/reperfusion, availability of activator Ca2+ is suppressed in female hypertrophic myocytes,
whereas sensitivity to Ca2+ is blunted in male hypertrophic myocytes. These findings demonstrate that selective intervention strategies should be pursued to optimize
post-ischemic electromechanical support for male and
female hypertrophic hearts.
Normal female-male cardiomyocyte contractile
performance differential is eliminated with
concomitant hypertrophy
The present study assessed male/female cardiomyocyte
function and stress responses in a novel pathological
hypertrophic HHR strain (vs control NHR strain).
Significantly lower body weight in female rats is consistent with previous reports [23, 37–39], as are our
findings that cardiomyocyte dimensions are smaller in
normal females (vs male NHR) [24, 40–42]. This male/
female cell size difference is not always evident and may
be dependent on animal strain, aging/disease context
and the experimental conditions under which myocyte
dimensions are measured (e.g. resting Ca2+ concentration) [37, 43]. The possibility that there is a fundamental
Bell et al. Biology of Sex Differences (2016) 7:32
relationship between cardiomyocyte size and electromechanical characteristics which may partly reflect a
sex-dependent size-scaling effect merits future investigation. The present finding that under standardized
basal conditions, normal female cardiomyocytes contract at a lower operating level than male myocytes is
consistent with our earlier report (subsequently confirmed
by others) [16, 39]. This feature of female cardiomyocyte
performance suggests a relatively ‘economical’ basal metabolic state. There are discrepancies within the literature
regarding the mechanisms driving this female phenotype,
though changes in Ca2+ transporter function are undoubtedly implicated. While differences in protein expression
levels of various Ca2+ transporters have been reported
between males and females in some contexts [15, 30],
oestrogen regulation of the activity of some key Ca2+
handling effectors is likely to be of most functional
importance [15, 44–48]. These previous studies assessing
Ca2+ transporter expression/activity have utilized a series
of different species (e.g. mouse, rat, guinea pig) and
animal ages, which may explain variability in findings. We
have recently shown that expression of the sarcoplasmic
reticulum (SR) Ca2+ release channel (RyR2) does not
differ in male/female Sprague Dawley (SpD) rats (12–
16 weeks) [30], similar to that reported in 5–10month-old C57Bl/6 mice [25]. This contrasts to previous
studies in SpD and Wistar rats (age not stated), reporting
an increased expression of the SR Ca2+ release channel
(RyR2) [49, 50]. We also showed no difference in sarcoplasmic/endoplasmic reticulum Ca2+ ATPase (SERCA2a)
and phospholamban (PLB) expression in male/female SpD
rats, consistent with previous reports [49]. Directly relevant to the present study, we have shown that expression
of RyR2, SERCA2a and PLB was not different in female
HHR and NHR ventricular homogenates [30]. Our data
indicate that it is the regulation of Ca2+ transporter activity, and not the expression, that differs in males/females.
In particular, we have shown that basal Ca2+/calmodulindependent kinase II (CaMKII) phosphorylation (and
hence, CaMKII-mediated phosphorylation of RyR2 and
PLB) is lower in females, a mediator which exerts major
influence on numerous Ca2+ transporter properties [30].
Estrogenic influence on cardiomyocyte Ca2+ handling includes voltage-gated Ca2+ current suppression,
internal Ca2+ store release modulation and myofilament Ca2+ sensitivity alteration [25, 46, 51–59]. The
sex-specific distinguishing characteristics in contractile
phenotypes in non-hypertrophic myocytes can be partially attributed to a Ca2+-dependent mechanism, but
likely non-Ca2+ dependent estrogenic actions (cell energetics/gene expression) are involved [5, 60] as the extent
of contractility performance difference between males and
females was more prominent than the Ca2+ transient
amplitude differences.
Page 11 of 15
Hypertrophy is linked with accentuated response to
β-adrenoceptor stimulation in male, but not female
myocytes
Sex-specific aspects of altered β-adrenoceptor response
in cardiac disease pathogenesis are not well characterized. Experimentally, evidence indicates that the
β-adrenergic response is less pronounced in healthy
cardiac tissues/myocytes of females compared with males
under some circumstances. We and others have previously shown that Ca2+ transients are smaller in female
cardiomyocytes (vs males) treated with isoproterenol
[39, 61–63]. These male/female differences do not appear
due to changes in β-adrenergic expression/density
[64, 65], and suppressed responsiveness in females is
more likely attributable to downstream signaling intermediates (i.e. adenylyl cyclase/PKA/cAMP) [25, 62].
We did not observe male/female differences in the
extent of increase in twitch or Ca2+ transient amplitude
in isoproterenol-treated NHR myocytes—suggesting that
pacing under near-physiological conditions minimizes
response difference [65]. Notably, male/female differences in response to isoproterenol were evident in
hypertrophic myocytes. Hypertrophic female myocytes
did not exhibit the accentuated elevation in Ca2+ transient amplitude observed in male HHR myocytes, even
though both female and male HHR had similarly augmented contractile responses. This suggests a Ca2+-independent component determining adrenergic response
selectively in females. The mechanism is unclear, but
may be related to differential cellular metabolism
profile—with hypertrophic hearts drawing on sexselective energy reserves to effect an adrenergic-driven
contractile response [5, 66].
Cardiomyocyte Ca2+ handling and responsiveness during
ischemia and reperfusion is different in hypertrophy in
females and males
In this investigation, distinct mechanisms underlying
vulnerability to ischemia/reperfusion in female- and
male-origin cardiomyocytes are identified. These findings build on our prior observations involving isolated
ex vivo hearts where we established that the more
robust functional recovery of female hearts to ischemic insult was abrogated in hypertrophy [23]. In that
study, HHR male and female hearts performed equally
poorly, displayed similar necrotic damage (lactate
dehydrogenase release) and the enhanced activation of
the pro-survival reperfusion injury survival kinase
(RISK; [23]) pathway seen in NHR female hearts was
absent in HHR female hearts. In the two heart strains,
coronary flow during ischemia/reperfusion in that study
was also not different—eliminating vascular perfusion
status as an underlying causative agent in sex- and strainrelated performance. Our new in vitro finding presented
Bell et al. Biology of Sex Differences (2016) 7:32
in this investigation, that overall isolated cardiomyocyte
viability loss through simulated ischemia/reperfusion was
not different between sexes or strains, indicates that the
measures of ex vivo heart damage reflect primarily cell
rupture injury attributable to in situ tissue torsion (likely
during contracture) and not cell-origin oncotic lesion.
During ischemia, female NHR showed a surprising
tolerance for elevated cardiomyocyte Ca2+ levels—suggesting that the interplay between Ca2+, Na+ and pH
which is an important determinant of electromechanical
status at end reperfusion operates differently in normal
male and female myocytes. Related, but qualitatively
different, observations have been previously reported.
The sex differences in ionic homeostatic responses to
simulated ischemia may depend on precise experimental
conditions [24]. Sex-comparative data relating to hypertrophic cardiomyocytes have not previously been presented. An exploration of how these ionic flux responses
may be differentially manipulated via pharmacologic
means may provide a valuable therapeutic lead for new
post-ischemia sex- and disease-specific intervention
approaches.
Cell shortening is typically reduced by approximately
50 % relative to basal in the first 5 min of simulated
ischemia, though this reduction was attenuated in female
HHR cardiomyocytes (Fig. 4a). This 50 % reduction is
similar to that described previously [24, 67], though not
as extensive as other studies describing near cessation of
myocyte shortening [35, 36, 68–70]. As was observed in
isolated HHR hearts [23], at the end of ischemia, male
and female isolated cells showed similar levels of contractile recovery (whereas in NHR sex-specific performance, differences were apparent). Most dramatically,
different underlying Ca2+ handling and response characteristic produced this similar net effect in HHR cell
types. In the male HHR myocytes, a significant elevation
of Ca2+ transient amplitude occurred with a major
offsetting reduction in myofilament sensitivity to Ca2+.
In the female HHR myocytes, this combination of Ca2+
adaptations was not apparent. In relation to adverse
outcomes in early reperfusion, these findings may be
extrapolated to suggest that in acute reperfusion, Ca2+
overload arrhythmogenic predisposition presents as a
male myocyte vulnerability. In contrast, the blunted female myocyte Ca2+ transient response to β-adrenoceptor
inotropic influence has the potential for compromised
functional performance. Thus, ischemic recovery is similarly impaired in both males and females—but via different cellular mechanisms. Clinically, the importance of
gender differences in arrhythmia substrate is increasingly
recognized—and advancing the understanding of underlying cellular processes involved is essential [71].
The present study, of young adult rodents at prime
estrogenic life stage, demonstrates the absence of a
Page 12 of 15
female ‘protected’ state in the context of hypertrophy.
The conventional view of female oestrogen cardioprotection may require refinement [15, 72]. Oestrogen receptors (ERα, oestrogen receptor β (ERβ), G-proteincoupled oestrogen receptor (GPER)) are expressed in
male and female myocardium. When expression/activity
is manipulated genetically or pharmacologically, dual sex
effects may be observed [73]—yet oestrogen exposure is
not always favourable [15]. Experimentally, where female
hearts have shown more ischemic resilience than male
hearts, this has been most evident when the context
involved baseline elevated Ca2+ loading levels [20–22].
New information suggests that local myocardial
androgen-to-oestrogen conversion may be an element in
determining the sex specificity of responses to cardiac
challenge [74–76], and in hypertrophy, local steroid
levels may become more important in modulating function under stress conditions. More detailed studies of
the specific molecular processes involved in regulating
ionic homeostasis in male- and female-origin cardiomyocytes in defined disease hypertrophic states and
acute stress settings are warranted. A limitation of the
present study is the in vitro and ‘unloaded’ conditions
under which myocyte recordings are undertaken. However, the advantage of the approach is the capacity to
achieve a high level of control over cellular ambience to
resolve key functional differences.
Conclusions
In summary, this experimental investigation demonstrates
that the responses of hypertrophic male and female cardiomyocytes to β-adrenoceptor stimulation and ischemia/
reperfusion challenges are fundamentally different at the
cellular level—and that hypertrophy in females confers a
distinctive liability. Our findings indicate that therapeutic
interventions targeted to the early reperfusion period may
have differential sex-specific efficacy depending on the
presence of an underlying comorbid hypertrophic state.
Where clinical trials have previously failed to identify
benefit in early reperfusion manipulation of cellular processes impacting on myofilament Ca2+ sensitivity, there
may be a case for review in selected at-risk female
subgroups. This study provides a basis to support relevant
focused pre-clinical research to pursue this possibility.
Additional files
Additional file 1: Table S1. Basal sex differences in cardiomyocyte
performance suppressed with hypertrophy. (*sex p < 0.05, #strain
p < 0.05; mean ± SEM, n = hearts or animals in brackets for each group).
(PPTX 68 kb)
Additional file 2: Table S2. Sex differences in cardiomyocyte
performance following either β-adrenoceptor stimulation or stimulated
ischemia. (Values expressed as % basal. *sex p < 0.05, # strain p < 0.05;
mean ± SEM, n = cells in brackets for each group). (PPTX 62 kb)
Bell et al. Biology of Sex Differences (2016) 7:32
Abbreviations
ANOVA, analysis of variance; CaMKII, Ca2+/calmodulin-dependent kinase II;
CWI, cardiac weight index; ERα, oestrogen receptor α; ERβ, oestrogen
receptor β; GPER, G-protein-coupled oestrogen receptor; HEPES,
(4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid; HHR, hypertrophic
heart rat; NHR, normal heart rat; RISK, reperfusion injury salvage kinase;
SHR, spontaneously hypertensive rat
Acknowledgements
Career support was provided through the National Heart Foundation of
Australia and the University of Melbourne R. Douglas Wright Faculty Trust
(JRB). Research support was provided through Grant-in-Aid from the National
Heart Foundation of Australia (LMDD, JRB and CLC) and the National Health
and Medical Research Council of Australia (LMDD, SBH and JRB).
Authors’ contributions
JRB, CLC, MVP and LMD conceived and designed the experiments. JRB, CLC,
TWH and MVP performed the experiments and analysed the data. SBH and
LMD generated the HHR model. JRB, CLC and LMD wrote the manuscript. All
authors contributed to the discussion, critical revision and approved the final
manuscript.
Authors’ information
None
Competing interests
The authors declare that they have no competing interests.
Author details
1
Department of Physiology, University of Melbourne, Melbourne, Victoria,
Australia. 2Centro de Investigaciones Cardiovasculares, Centro Cientifico
Tecnologico La Plata, Facultad de Ciencias Medicas, Universidad Nacional de
La Plata, La Plata, Argentina. 3Cardiac Phenomics Laboratory, Department of
Physiology, University of Melbourne, Melbourne, Victoria 3010, Australia.
Received: 18 February 2016 Accepted: 22 June 2016
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Review—System-on-Chip SMO Gas Sensor Integration in Advanced CMOS Technology
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Review—System-on-Chip SMO Gas Sensor Integration in
Advanced CMOS Technology Lado Filipovic
z and Ayoub Lahlalia Institute for Microelectronics, Technische Universit¨at Wien, E360, 1040 Vienna, Austria The growing demand for the integration of functionalities on a single device is peaking with the rise of IoT. We are near to having
multiple sensors in portable and wearable technologies, made possible through integration of sensor fabrication with mature CMOS
manufacturing. In this paper we address semiconductor metal oxide sensors, which have the potential to become a universal sensor
since they can be used in many emerging applications. This review concentrates on the gas sensing capabilities of the sensor and
summarizes achievements in modeling relevant materials and processes for these emerging devices. Recent advances in sensor
fabrication and the modeling thereof are further discussed, followed by a description of the essential electro-thermal-mechanical
analyses, employed to estimate the devices’ mechanical reliability. We further address advances made in understanding the sensing
layer, which can be modeled similar to a transistor, where instead of a gate contact, the ionosorped gas ions create a surface potential,
changing the film’s conduction. Due to the intricate nature of the porous sensing films and the reception-transduction mechanism,
many added complexities must be addressed. The importance of a thorough understanding of the electro-thermal-mechanical problem
and how it links to the operation of the sensing film is thereby highlighted. p
g
y
g
g
© The Author(s) 2018. Published by ECS. This is an open access article distributed under the terms of the Creative Commons
Attribution 4.0 License (CC BY, http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse of the work in any
medium, provided the original work is properly cited. [DOI: 10.1149/2.0731816jes] Manuscript submitted August 10, 2018; revised manuscript received December 5, 2018. Published December 15, 2018. This was
Paper 1469 presented at the Seattle, Washington Meeting of the Society, May 13–17, 2018. While aggressive device scaling has taken the front stage in the
semiconductor industry for many decades, there is currently an ever-
increasing demand for functional integration in a single device. This
means not only the integration of an increasing number of transistors
along the path of Moore’s Law, but also the integration of multiple ap-
plications on a single device, appropriately named More-than-Moore. The rise of the Internet of Things and the Internet of Everything are
clear indicators of this trend. The first attempt at in-package integra-
tion dealt with connecting different dies with varying functionalities
using bonding wires. Gas Sensing Mechanisms A large part of how we perceive the environment is shaped by the
presence of various gases in our vicinity. As a natural sensor the hu-
man nose is able to detect hundreds of different odors, but it is not able
to detect all harmful gases and fails absolutely when there is a need
to detect specific gas concentrations. The ability to electrically detect
our environment and the air we breathe has been a topic of extensive
research over many decades. A wide range of applications and indus-
tries have a vested interest in gas sensor development including health
and safety,3 automotive,4 environmental monitoring,5–7 and chemi-
cal warfare detection,8,9 among others. The feasibility to detect toxic
and harmful gases in our environment through wrist watches, smart
phones, tablets, and wearables is of particular interest, triggering sub-
stantial research.10–12 Furthermore, fabrication and process controls as
well as laboratory analytics can be made more affordable with cheaper
gas sensing equipment. Currently, a variety of gas sensing principles
are being implemented in industry and research, e.g. semiconduc-
tor, optical, thermal conductivity, infrared (IR), quartz microbalance,
catalytic, dielectric, electrochemical, and electrolyte sensors.13–15 y
p
The use of silicon as a substrate material for added functional-
ity, including analog and radio frequency (RF) circuits, sensors and
actuators, or biochips, allows for the efficient integration of micro-
electro-mechanical systems (MEMS) and complementary metal oxide
semiconductor (CMOS) structures into a truly monolithic device. This
is highly challenging, since the typically high temperatures associated
with sensor fabrication has a negative influence on CMOS front end
of line (FEOL) devices and back end of line (BEOL) metallization. However, the challenge is deemed well worth the effort since the inte-
gration of gas sensors with CMOS electronics is seen as a key enabler
of smart gas sensors for mobile applications, allowing low power, low
costs, and portability.1,2 Gas sensors can be classified as those whose sensing is based on a
variation in electrical properties or variation in other properties.16
An excellent review of the different gas sensors is given by G. Korotcenkov in Ref. 14, while A. Dey recently reviewed semiconduc-
tor metal oxide (SMO) gas sensors,15 discussing the materials used,
their sensitivity, selectivity, and stability. Dey’s review thoroughly de-
scribes the characterization of the sensing material itself, including its
response time, detection limits, and temperature of operation, while
concentrating primarily on ammonia detection. Review—System-on-Chip SMO Gas Sensor Integration in
Advanced CMOS Technology However, this method can negatively impact
performance and power dissipation, since long wires result in a high
resistance/capacitance (RC) delays and an increased circuit resistance,
limiting high frequency performance and reducing device lifetimes. The highest efficiency is reached when no bond wires are required
and all functionalities are fabricated on a single substrate, deemed
System-on-Chip (SoC). microheaters. Additionally, recent designs and models are presented
and analyzed in this review. Before discussing the SMO sensor, the
following subsection is meant to put the SMO sensor in context with
other available gas sensor technologies. Its advantages over alternative
solutions make it abundantly clear why these sensors are the subject
of extensive research. zE-mail: filipovic@iue.tuwien.ac.at ) unless CC License in place (see abstract).
ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
128.131.44.51
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ms of use (see Semiconductor Metal Oxide Sensors Recently it was
shown that the sensing is not only due to a surface redox reaction with
adsorbed oxygen, but that even in the absence of oxygen, a thin accu-
mulation layer forms around the surface, thereby changing the film’s
resistivity and introducing a sensor signal. In addition, many studies
have shown that the introduction of a dopant metal can improve the
sensitivity and selectivity of SMO sensors. A model which includes
all the effects of an additional dopant metal does not currently exist,
while such a model would be beneficial in order to develop predictable
models and a technology computer aided design (TCAD) environment
for SMO sensor designs. The advantages and disadvantages of SMO alternatives are briefly
mentioned here in order to convey to the reader the advantages that
SMOs present over alternatives and that further work on improv-
ing the sensor’s microheater as well as selectivity is well worth the
effort. Even though there are several challenges, including the afore-
mentioned selectivity and ensuring mechanically stable microheater
integration, SMO sensors still provide meaningful advantages toward
the development of integrated smart sensors. The primary disadvantage of catalytic combustion is the lack of
selectivity in the detection of a desired gas. Electrochemical sensors
are not easily miniaturized to a portable size and suffer from poor
stability, durability, and response time. Thermal conductivity sensors
have very poor sensitivity and selectivity, while the power dissipation,
portability, and cost trail behind those of an SMO sensor. Infrared (IR)
absorption sensors have a very high selectivity and sensitivity, but are
very difficult to be made portable with complex maintenance and high
fabrication costs. If recent advances in the integration of IR sensors
with silicon technologies prove to be fruitful, these hurdles may be
overcome, resulting in a near ideal gas sensing device.25 In the mean-
time, the SMO sensor is one which has been embraced by industry
and has been commercialized due to its high sensitivity, fast response CMOS integration.—The semiconductor metal oxide sensor is
on its way to becoming a universal sensor, since it can be used for
many emerging applications in sensor networks, medical applications,
food quality monitoring, and wearable devices.40,41 At the same time,
the thin SMO film can detect a variety of gases, essential for mea-
suring indoor and outdoor air pollution and toxicity in our environ-
ment, aspects of primary concert to our global health and safety. Gas Sensing Mechanisms We review the integration of microheaters for SMO gas sensors. E = Excellent, G = Good, time, low maintenance, cheap fabrication costs, and portability.26–31
Some questions still remain regarding the SMO’s selectivity, stability,
and durability, with room for improvement on several fronts. integration, fabrication, and understanding the operation of SMO gas
sensors. The sensor structure is discussed, including its fabrication
and electro-thermal-mechanical operation. Subsequently, the recent
advances in furthering our understanding of the sensing mechanism
and its modeling are given. The primary concerns for SMO sensors are: r The functioning principle of the gas sensor is based on heating
the metal oxide sensing layer to temperatures between 250◦C and
500◦C in order to provide enough energy for the necessary surface
reactions to take place. Reducing the temperature to below 100◦C,
while having a good sensing response, would lead to a reduction in
the power consumption and improve the sensor reliability, since the
associated thermal stress would be significantly reduced. One of the
main research fields is, therefore, attempting to reduce the operating
temperature of the sensing layer. Another significant advantage of SMO sensors is their repro-
ducibility and repeatability.24 The ability to repeatedly fabricate the
same structure with predictable operating conditions is essential when
developing commercial devices. Without this, the industry would have
never moved toward commercialization, since in mass production,
high levels of certainty must exist when not every individual device
can be precisely tested prior to its delivery to customer. While many
other potential devices have been researched over the years, including
graphene and other two-dimensional materials, these technologies are
simply not mature enough to reach the reproducibility of SMO de-
vices; this is why SMOs still dominate the semiconductor gas sensor
market. r The need for operation at high temperatures means that a mi-
croheater is required. Due to the required high temperatures, thermal
isolation from the surrounding devices becomes essential, compli-
cating the design and fabrication processes. This is also the reason
why stability and durability should be improved to ensure long device
lifetimes. In addition, since the provided temperature influences the
sensing, knowing the exact microheater behavior is essential. This is
not trivial and characterizing different types of sensors is a research
study in itself. Semiconductor Metal Oxide Sensors The detection in SMO sensors is based on changing electrical
properties in the presence of a target gas. More specifically, the resis-
tance of the film changes due to the interaction of gas molecules at
its surface. From the summary of different gas sensors in use today
given in Table I, it is clear why SMOs are currently the most popu-
lar choice, with its only flaw being selectivity, which is currently an
active research field. In fact, similar to the piezoelectric sensor, the
SMO’s selectivity is primarily achieved using a sensor array, which
allows for a simultaneous detection at multiple optimizations, such
as at different operating temperatures or using different dopants. The
collected sensor data can then be post-processed using a variety of
methods to introduce selectivity. r Another concern is with the SMO’s selectivity, which is cur-
rently being addressed using sensor array structures.32–38 Sensors can
be individually engineered to increase sensitivity toward a particular
gas and when many sensors are combined, the collected data can be
analyzed using post-processing techniques such as neural networks in
order to better pinpoint which gas has adsorbed at the SMO surface.39
The required data analysis makes it even more attractive to inte-
grate the sensor with digital CMOS circuits, since it allows for the
post-processing to take place on the same chip, increasing speed and
reducing losses associated with long interconnect lines. g
g
r A thorough understanding of all the processes taking place dur-
ing the SMO sensor’s operation is not yet known. Recently it was
shown that the sensing is not only due to a surface redox reaction with
adsorbed oxygen, but that even in the absence of oxygen, a thin accu-
mulation layer forms around the surface, thereby changing the film’s
resistivity and introducing a sensor signal. In addition, many studies
have shown that the introduction of a dopant metal can improve the
sensitivity and selectivity of SMO sensors. A model which includes
all the effects of an additional dopant metal does not currently exist,
while such a model would be beneficial in order to develop predictable
models and a technology computer aided design (TCAD) environment
for SMO sensor designs. r A thorough understanding of all the processes taking place dur-
ing the SMO sensor’s operation is not yet known. Gas Sensing Mechanisms The review of Korot-
cenkov deals primarily with identifying the different ways in which
gas detection can be implemented and the advantages and disadvan-
tages of those options. These are very clearly laid out in Ref. 14,
which was also summarized more recently in Ref. 15 and enhanced
and updated in this review, shown in Table I. The table includes the
original characterizations by Korotcenkov from 2007, the update by
Dey from 2018, as well as additions and updates for piezoelectric and
photoionization sensors summarized from Refs. 17–19 and 20–23,
respectively. This review concerns itself primarily with the CMOS This review discusses recent achievements in the integration of
semiconductor metal oxide (SMO) MEMS gas sensors within an ad-
vanced CMOS technology, for which all fabrication steps, required
for the sensor fabrication, are below 450◦C. The discussion is split
into four main sections: The first one introduces semiconductor metal
oxide sensors and their composition, while the second looks at the de-
sign of the microheater element, an essential component of the SMO
gas sensor. The third section discusses the methods used to analyze the
complex SMO structure, including the suspended membrane, while
the final discussion looks at the modeling and simulation capabilities
which have been developed in order to better analyze the sensing film
itself. This type of in-depth analysis has enabled a significant improve-
ment in the design and power optimization of advanced sensors and Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B863 Table I. Summary of available gas sensing devices. We review the integration of microheaters for SMO gas sensors. E = Excellent, G = Good,
F = Fair, and P = Poor. Parameter
SMO
Catalytic pellistor
Piezo-electric
Electro-chemical
Thermal pellistor
Photo-ionization
Infrared adsorption
Sensitivity
E
G
E
G
P
E
E
Accuracy
G
G
E
G
G
E
E
Selectivity
F
P
F
G
P
F
E
Response time
E
G
E
F
G
E
F
Stability
G
G
G
P
G
E
G
Durability
G
G
F
F
G
E
E
Power
E
E
F
G
G
P
F
Cost
E
E
G
G
G
F
F
Footprint
E
G
G
F
G
E
P Table I. Summary of available gas sensing devices. We review the integration of microheaters for SMO gas sensors. E = Excellent, G = Good,
F = Fair and P = Poor gas sensing devices. ) unless CC License in place (see abstract).
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128.131.44.51
Downloaded on 2020-01-10 to IP Semiconductor Metal Oxide Sensors A typical integrated resistive sensor circuit is shown in
Figure 1. The complexity for its SoC integration is immediately ev-
ident: It requires a microheater, a sensing element, and analog and
digital circuitry, all on a single chip.42,43 The colored sections in Fig-
ure 1 highlight elements, whose integration requires special attention: A typical integrated resistive sensor circuit is shown in
Figure 1. The complexity for its SoC integration is immediately ev-
ident: It requires a microheater, a sensing element, and analog and
digital circuitry, all on a single chip.42,43 The colored sections in Fig-
ure 1 highlight elements, whose integration requires special attention: r Green - The sensitive semiconductor metal oxide layer must be
exposed to the ambient, thereby requiring to be deposited at the end
of the CMOS sequence at low temperatures. q
p
r Red - The microheater is required to heat the SMO layer to high
temperatures, conducive to gas sensing. In this review we concen-
trate on the design and implementation of metallic microheaters in a
suspended, full, or perforated membrane. The integration between an SMO sensor and CMOS is twofold:
First, CMOS electronics are required to enable the control of the volt-
age supplied to the heater to provide the increase in temperature, when
operating in power-saving pulsed mode. In addition, the sensing sig-
nal itself can be processed using an analog/digital CMOS circuit, as
shown in Figure 1. The second integration deals with the fabrication
of the sensor devices. Allowing for the devices to be processed us-
ing a mature CMOS technology is essential to allow for highly cost-
and power-efficient fabrication. Park et al.1 recently introduced an
interface system between a metal oxide sensor and CMOS electron-
ics, which is intended to provide a switching scheme for pulse width
modulation to control the temperature of the heater and measure the
sensor output simultaneously. These types of designs led to the de-
velopment of fully CMOS integrated portable sensor modules for IoT
applications.43 There are two main fabrication techniques for the membrane gen-
eration using front-side or back-side etching, which result in two
membrane types, the suspended membrane or the closed membrane, Figure 2. Membrane structures for an SMO sensor with (a) left, a suspended
membrane and right, a full or closed membrane. Semiconductor Metal Oxide Sensors The
discoveries which have enabled the integration of thin SMO films B864 Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) Figure 1. Typical schematic of a single SMO sensor with interface blocks. The sensor requires a heating element, a voltage follower, and an analog-to-digital
converter (ADC). In order to analyze the obtained data, it is passed to a microcontroller, which is enabled with a read-only-memory (ROM), random access memory
(RAM), and input/output (I/O) interfaces.42,43 Figure 1. Typical schematic of a single SMO sensor with interface blocks. The sensor requires a heating element, a voltage follower, and an analog-to-digital
converter (ADC). In order to analyze the obtained data, it is passed to a microcontroller, which is enabled with a read-only-memory (ROM), random access memory
(RAM), and input/output (I/O) interfaces.42,43 forward to implement within a CMOS fabrication sequence, with
spray pyrolysis being the most cost-effective option and the one in
wide use today.57 within a CMOS fabrication sequence have opened up a world of pos-
sibilities for sensors integrated in electronic components and a broad
integration of sensors in our daily lives, which is already packed with
electronic components and devices. The CMOS integration has also
made device production much more affordable than its alternatives. y
The highest complexity in the fabrication of an SMO sensor is
the inclusion of a microheater. The microheater requires thermal iso-
lation from surrounding components, achieved with the formation
of a suspended membrane, which uses air as a thermal insulator to
the underlying silicon wafer, as shown in Figure 2. The formation
of this membrane is the most challenging fabrication component, for
which two main membrane types are currently being used: The closed
membrane, which is etched from the back of the wafer, and the sus-
pended membrane, which is etched from the front of the wafer.66,67
The two types are illustrated side by side in Figure 2a, where the
top and side views of the two membrane types are shown. In Fig-
ure 2b, the side view of the active area is depicted in more detail,68
showing the effective air isolation below the membrane, while Fig-
ure 2c depicts the membrane materials, with a microheater sand-
wiched between isolation layers (SiO2 or Si3N4). In addition, the
SMO film is shown, deposited on top of electrodes. However, it is
also not uncommon to have electrodes deposited on top of the sensing
film. Semiconductor Metal Oxide Sensors In (b) the side view is shown,
while in (c), the membrane area is zoomed in, showing the location of the
membrane materials (SiO2/SiN), the microheater, the electrodes, and the active
sensing film. Sensor fabrication.—In Ref. 44, Lackner et al. show the impor-
tance of sensor integration with the CMOS fabrication technique,
resulting in very low production costs and low power consumption. The crucial step is the integration of a microheater and suspended
membrane. The microheater must be made of materials, preferably
metals, readily available in a CMOS fabrication environment. The
suspended membrane, which comprises the microheater and isolating
layers, such as oxides and nitrides, also needs to be made possible
within a CMOS fabrication technology, if the cost of the final device
is to be minimized. Another critical processing step, in addition to the fabrication of
a suspended membrane, is the deposition of a metal oxide layer to
act as the sensing element. The deposition of the sensing film it-
self can be incorporated with the CMOS fabrication sequence in one
of several ways. These include sol-gel processing,45–48 chemical va-
por deposition,49–51 sputtering,52–56 spray pyrolysis,57–63 pulsed-laser
deposition,64 and rheotaxial growth and vacuum oxidation.65 Sputter-
ing, chemical vapor deposition, and spray pyrolysis are quite straight Figure 2. Membrane structures for an SMO sensor with (a) left, a suspended
membrane and right, a full or closed membrane. In (b) the side view is shown,
while in (c), the membrane area is zoomed in, showing the location of the
membrane materials (SiO2/SiN), the microheater, the electrodes, and the active
sensing film. Figure 2. Membrane structures for an SMO sensor with (a) left, a suspended
membrane and right, a full or closed membrane. In (b) the side view is shown,
while in (c), the membrane area is zoomed in, showing the location of the
membrane materials (SiO2/SiN), the microheater, the electrodes, and the active
sensing film. ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
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ownloaded on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B865 Figure 3. Etching techniques to release the MEMS membrane for SMO gas sensors. Front-side etching: (1) Start with a silicon wafer, (2) Deposit membrane
layers, (3) Etch holes in the membrane to create the suspension beams, and (4) Apply wet chemical (or plasma) etching to create a hole below the membrane. Semiconductor Metal Oxide Sensors For front-side fabrication, there are two main methods to
etch the hole, one of which is the use of highly selective wet chemical
etchants such as potassium hydroxide (KOH),69 ethylenediamine py-
rocatechol (EDP),67 or tetramethylammonium hydroxide (TMAH).70
These etchants require the use of a silicon nitride or silicon oxide films
as etch-stop layers.71 The wet chemical etching technique is very ex-
pensive and low-cost alternatives are sought after. The alternative
low-cost option is the use of selective plasma etch processes, such as
SF6-based plasma chemistries, often used for silicon and silicon diox-
ide etching.68,72 Although plasma etching is cheap and fully CMOS
compatible, it is very difficult to avoid the lateral etching which takes
place during this process. This is primarily because lateral etching is
desired in one direction, in order to release the membrane, but not
in the other, as it increases the size of the resulting air pocket. This
process results in a very wide well, where more of the membrane is
suspended than necessary. One way to deal with this is to introduce
vertical nitride or oxide blocking layers, which would be costly to
implement, or using a combination of back side etching with a final
front-side etch of the membrane to create the suspension beams, as is
represented visually in step 5 of the back side etch process given in
Figure 3.68,72 More recently, STMicroelectronics has realized another method
in generating the suspended membrane on a silicon wafer.75–77 First,
an isolating silicon dioxide is deposited using thermal oxidation or
chemical vapor deposition (CVD). A sacrificial Polyimide HD8820
is subsequently spin-coated and selectively etched to form the sensor
cavity, as shown in the right side of Figure 3 and in Figure 4. The mem-
brane material is composed of a Tantalum-Aluminum (TaAl) micro-
heater, sandwiched between two silicon nitride (Si3N4) layers. Si3N4
is deposited using low pressure chemical vapor deposition (LPCVD),
while TaAl is patterned using physical vapor deposition (PVD) and
subsequent plasma etching. The sensing material is deposited on top
of the membrane, followed by the metal contacts.78 This novel tech-
nique allows for a fully front-side fabrication without the need for
corrosive wet chemical etchants, while being compatible with CMOS
fabrication. The applied sensing layer is tin dioxide (SnO2), one of
the most promising metal oxide materials for gas sensor applications. Semiconductor Metal Oxide Sensors Backside etching: (1) Start with a silicon wafer, (2) Deposit membrane layers and back side SiO2, (3) etch back side photoresist to open area below the sensor,
and (4) Etch up to the membrane using wet chemical etching or DRIE, and (5) Optionally open the membrane from the top. Polyimide etching: (1) Start with
themal oxide on silicon, (2) Etch a hole in the SiO2, (3) Deposit a layer of polyimide HD8820 whih fils the hole, (4) Deposit membrane layers, (5) Etch holes in
the membrane, and (6) Selective plasma etches away polyimide through the holes, leaving the silicon and membrane materials in tact. Figure 3. Etching techniques to release the MEMS membrane for SMO gas sensors. Front-side etching: (1) Start with a silicon wafer, (2) Deposit membrane
layers, (3) Etch holes in the membrane to create the suspension beams, and (4) Apply wet chemical (or plasma) etching to create a hole below the membrane. Backside etching: (1) Start with a silicon wafer, (2) Deposit membrane layers and back side SiO2, (3) etch back side photoresist to open area below the sensor,
and (4) Etch up to the membrane using wet chemical etching or DRIE, and (5) Optionally open the membrane from the top. Polyimide etching: (1) Start with
themal oxide on silicon, (2) Etch a hole in the SiO2, (3) Deposit a layer of polyimide HD8820 whih fils the hole, (4) Deposit membrane layers, (5) Etch holes in
the membrane, and (6) Selective plasma etches away polyimide through the holes, leaving the silicon and membrane materials in tact. by thermal conduction and convection through the entire membrane,
a principal heat loss component in these structures. In suspended
membranes, the conduction only takes place through thin suspension
beams.73 The back side etching can be performed using the same wet
chemical etch techniques described for the front-side etching process
or by using deep reactive ion etching (DRIE), which is cheaper, but
more complex to implement.74 By adding an extra etching step form
the front side, the closed membrane can be released to be identical to
a suspended membrane. However, this requires non-trivial alignment
between the front and back sides of the wafer. respectively, as depicted in the left and middle fabrication sequences
in Figure 3. ) unless CC License in place (see abstract).
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aded on 2020-01-10 to IP Semiconductor Metal Oxide Sensors As mentioned previously, SnO2 can be deposited using a variety of g
The air isolation below the active area can also be achieved by
etching to the membrane from the back of the wafer, meaning that
no suspension beams are required, but rather that a full membrane is
used. This method, labeled as back side etching in Figure 3 (steps 1–
4), although cheaper, has a reduced power efficiency, since heat is lost Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B866 Figure 4. Two-dimensional cross-section cut through the material stack mak-
ing up the microheater.77 The primary materials are shown, including the sacri-
ficial Polyimide, which, when removed, forms the air cavity and the suspended
membrane, ensuring thermal isolation between the membrane microheater and
the underlying silicon wafer. given by given by Sensitivity = Rair −Rgas
Rair
· 100%,
[1] [1] where Rair represents the baseline resistance after stabilization in am-
bient air and Rgas is the resistance of the sensitive layer after exposure
to a target gas mixed in air. The response to the presence of CO shown
in Figure 5a has been measured at several temperatures for a spray py-
rolysis deposited film with a thickness of 50nm. The authors note that
the addition of a 2nm evaporated gold (Au) film results in a significant
improvement in the sensor response. For a 50nm thin film, varying
the temperature from 350◦C to 400◦C did not greatly influence the
response. Figure 4. Two-dimensional cross-section cut through the material stack mak-
ing up the microheater.77 The primary materials are shown, including the sacri-
ficial Polyimide, which, when removed, forms the air cavity and the suspended
membrane, ensuring thermal isolation between the membrane microheater and
the underlying silicon wafer. p
The CO response shown in Figure 5b has been measured at 300◦C
for a spray deposited film, which also includes impurities in the form of
platinum (Pt) nanoparticles.87 The presence of Pt impurities results in
a significant increase in the sensing performance, but only when a very
small amount of Pt (0.2wt%) is present. When the Pt concentration
increased to 2wt%, the sensing response is actually reduced. While
no accepted physical explanation exists for this phenomenon, the
presence of Pt increases the sensitivity due to the dissociation of
oxygen on platinum. Semiconductor Metal Oxide Sensors Then, the activated oxygen species reach the
SnO2, where they finally react with CO.87 The low signal when 2wt%
Pt is used may lead to “localized” CO consumption without electron
transfer, resulting in no changes in the SnO2 film’s resistivity.87 More
discussion on this topic is given in the final section, dealing with
surface chemisorption of noble metal doped SMO films. The symbols
in the figure represent measured data while the solid lines are best-fit
power-law lines, discussed in more detail in Ref. 88. techniques: CVD, sputtering, pulsed-laser deposition, sol-gel process,
and spray pyrolysis. The choice of sensing material is discussed in
more detail in the following section. Choice of sensing film.—The miniaturization of transistors and
other electronic devices has proven to be essential in advancing our
technological capabilities. However, the chemical sensor field, until
recently, lagged behind the overall progress of CMOS devices. Dis-
coveries in the application of metal oxide semiconductors have nar-
rowed this somewhat by enabling sensor miniaturization and integra-
tion with other electronics. In the early 1950s Brattain and Bardeen79
demonstrated for the first time that several semiconducting materials
display a sensitivity toward the presence of gas molecules, especially
when heated to high temperatures. The conductivity of these materials
changed when the chemical composition of the ambient gas changes. Following this discovery, in the early 1960s, the first gas sensing de-
vice based on a thin zinc oxide (ZnO) film was proposed, operating
at 485◦C.80 By 1967, Shaver showed a new method to improve the
material’s sensitivity by adding small amounts of noble metal dopants
such as platinum, rhodium, iridium, gold, and palladium.81 p
The influence of metal additives to improve selectivity was re-
cently further addressed and tested by Tangirala et al. in Ref. 89. The
influence of copper (Cu), platinum (Pt), and palladium (Pd) doped
SnO2 on CO sensing was studied. The authors proposed incorporat-
ing metal dopants with chemical and impregnation methods by using
urea and ammonia as precipitating agents. They found that the highest
sensitivity was achieved when doping was incorporated using chemi-
cal methods with urea precipitator, while Cu:SnO2 provided enhanced
sensitivity, when compared to Pt or Pd,89 shown in Figure 5c. Semiconductor Metal Oxide Sensors The im-
provement achieved using a urea precipitator was attributed to this
method providing uniform and homogeneous nanoparticles during
synthesis, while the high response of Cu:SnO2 is due to the excellent
association and dissociation of oxygen (O) in the presence of CO at
the sensor operating temperature to form CuO.89 p
g
p
Researchers have since intensified the search for new gas sens-
ing materials and the combinations of dopants which can improve
their sensitivity and selectivity. Many SMOs have been extensively
studied for their gas sensing properties, including indium oxide
(In2O3), indium-tin oxide (ITO), cadmium oxide (CdO), zinc tin ox-
ide (ZnSnO4), lead oxide (PbO), and many more. Among the most
promising, and those now beginning to enter commercialization, are
tin oxide (SnO2), zinc oxide (ZnO), and tungsten trioxide (WO3). These three SMOs fulfill most, if not all, of the requirements for a
good gas sensing performance, which is their sensitivity to a broad
spectrum of potentially harmful gases, ease of deposition, and low
cost of fabrication.13 The first SMO based gas sensing device was
patented by Taguchi and it was dedicated to safety monitoring using
a porous tin oxide (SnO2) film with a palladium doping.82,83 Since
then, a plethora of research has been centered around finding the
perfect metal oxide material for specific gas sensing capabilities. Re-
cently, it has become clear that SnO2 is likely the best metal ox-
ide for gas sensors due to its ability to detect almost all relevant
gases.13,84 ) unless CC License in place (see abstract).
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128.131.44.51
Downloaded on 2020-01-10 to IP Microheater Design In (b) the M¨adler et al.87 discussed the influence o
platinum (Pt) doping on a spray deposited SnO2 film. In (c) V. K. K Tangirala et al.89 discussed the influence of various dopants, doping methods, and precipitatin
agents in the sensitivity of an SnO2 film toward CO. The temperatures used during the measurements correspond to the optimal temperature of operation for th
detection of the target gas. Ra and Rg are the film resistances in air and in the presence of a target gas, respectively. (a)
(b) (b) (a) (b) ( )
(c)
( ) (c) (c) Figure 5. SnO2 thin film sensor response during exposure to a varying concentration of carbon monoxide (CO) gas. In (a) K¨ock et al.44,86 showed the influence
of temperature and evaporated gold particles on the sensor response on a 50nm thin spray deposited film. In (b) the M¨adler et al.87 discussed the influence of
platinum (Pt) doping on a spray deposited SnO2 film. In (c) V. K. K Tangirala et al.89 discussed the influence of various dopants, doping methods, and precipitating
agents in the sensitivity of an SnO2 film toward CO. The temperatures used during the measurements correspond to the optimal temperature of operation for the
detection of the target gas. Ra and Rg are the film resistances in air and in the presence of a target gas, respectively. low fabrication costs, low CTE, low Poisson’s ratio, and most im-
portantly, high compatibility with MEMS and CMOS fabrication
techniques.66 low fabrication costs, low CTE, low Poisson’s ratio, and most im-
portantly, high compatibility with MEMS and CMOS fabrication
techniques.66 In the early years of micro-hotplate development, the frequently
used materials were those readily available in a CMOS fabrication
facility, including polysilicon, aluminum, and gold.98,99 Eventually it
was found that these materials are not ideal since they suffer from
electromigration defects and have poor contact properties. Microheater Design As previously mentioned, the microheater is one of the key com-
ponents of the SMO gas sensor since the sensing film is only activated
at elevated temperatures. The choice of microheater and membrane
materials and microheater geometry is essential in enabling a uniform
temperature distribution across the active sensor region and ensuring
a minimal power dissipation, since the heater is also the sensor’s most
power-hungry component. The heater must be able to provide a pre-
dictable temperature, so that the power/temperature relationship can
be appropriately characterized. Otherwise, if the temperature deliv-
ered is not the one expected, the operation of the sensing element will
be incorrect. Microheater material.—Different materials have been used for
the microheater, including silicon carbide (SiC),90 polysilicon,91,92
molybdenum,93,94 platinum,95 and tungsten.96 The membrane, which
surrounds the microheater, is usually comprised of some combination
of silicon dioxide (SiO2) and silicon nitride (Si3N4).70,78,97 The mem-
brane is important in providing a platform on which the microheater
and sensing film are suspended. Recent interest in SiC based micro-
heaters stray from the typical SiO2/Si3N4 stack, but their fabrication is
very complex and thereby also cost intensive.90 The SiC microheaters
are also not compatible with CMOS fabrication and therefore will not
be covered here. g
The gas sensing capability of SnO2 is well known and, over the
last few years, it has become the most commonly used SMO material
for gas sensing, resulting in its commercialization.26–31 SnO2 is also
the material which was shown to be the easiest to integrate into the
CMOS silicon technology.13,44,74,85 Figure 5a shows the response of
an SnO2 thin film to the presence of carbon monoxide (CO) in the en-
vironment, compiled from recent publications from A. K¨ock et al.44,86
Here, and in subsequent figures, the sensitivity is represented as the
ratio, in percent, of the resistance reduction when in the presence
of a target gas, compared to the resistance in air or inert ambient, ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
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(c)
(b)
Figure 5. SnO2 thin film sensor response during exposure to a varying concentration of carbon monoxide (CO) gas. In (a) K¨ock et al.44,86 showed the influenc
of temperature and evaporated gold particles on the sensor response on a 50nm thin spray deposited film. ) unless CC License in place (see abstract).
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n subject to ECS terms of use (see Microheater Design However,
increased intricacies in the geometries and attempts to reduce the pitch
mean an increased complexity in the fabrication technique and poten-
tial reliability concerns. Having many corners and sharp turns for the
current could result in current crowding and increase the likelihood of
early electromigration failure, cracking, and localized deformations. Circular structures and rounded corners are therefore generally pre-
ferred as an alternative to the typical rectangular meander shape from
Figure 7. predictable temperature uniformly across the entire active sensor area
is essential to provide confidence in the sensor’s response. However,
increased intricacies in the geometries and attempts to reduce the pitch
mean an increased complexity in the fabrication technique and poten-
tial reliability concerns. Having many corners and sharp turns for the
current could result in current crowding and increase the likelihood of
early electromigration failure, cracking, and localized deformations. Circular structures and rounded corners are therefore generally pre-
ferred as an alternative to the typical rectangular meander shape from
Figure 7. Power efficiency.—An extensive amount of work has recently been
devoted to novel microheater designs to improve the temperature uni-
formity, power consumption, and thermal isolation, while easing the
fabrication requirements. The relationship between the input power
and microheater temperature is near linear, allowing for the use of a
microheater efficiency parameter in terms of ◦C/mW. However, this is
insufficient when trying to characterize microheaters across a broad
range of sizes, since the heater area plays a significant role in the power
dissipation. Therefore, in this review we treat power efficiency as the
temperature increase when 1mW of power is applied to a microheater
with equivalent area of 1mm2, in terms of mm2·K/mW. The efficiency
for recently published microheaters since 2000 is summarized in
Table II. In this review we concentrate primarily on CMOS-integrable
designs. The summary is sorted by year of publication, ranging from
2000 until 2018.73,74,78,91,100,106–121 From Table II we further extract a general trend that larger mi-
croheaters have a higher value for the power efficiency. This is most
evident in the works of Siegele et al.118 and Ali et al.74 In these works,
the authors fabricated two microheaters each using the identical fab-
rication process, but with different surface areas. This resulted in the
larger heater requiring more power, but in it having a better power
efficiency. Microheater Design Platinum
is frequently used as a heating element today due to its ability to
deal with high current densities and it being chemically inert at high
temperatures.66 The main drawback of platinum is its cost and it
having a positive temperature coefficient of resistance (TCR), which
magnifies hotspot effects, leading to concerns over the long-term re-
liability of the microheater and potential response drift.100 Tungsten
was also suggested as a potential material,74 and it seems ideal since
it is effectively resistant to electromigration, but its tendency to form
an oxide at temperatures above 300◦C makes it problematic for use
as a heating element. Currently, research into nickel and nickel alloys
for micro-heaters is intensified67,101–103 due to their low coefficient of
thermal expansion (CTE), resistance to humidity, and high Young’s
modulus. Tantalum-Aluminum (TaAl) is another promising compos-
ite material, recently suggested in Ref. 97, the advantage of which is
its ability to maintain mechanical strength at high temperature and the
negative TCR of about −100ppm/◦C. Microheater geometry.—Many attempts have been made over the
years to optimize the geometry of the heater in order to achieve tem-
perature uniformity in the active membrane region. Several designs
involve the placement of a highly thermally conductive element (sil-
icon, polysilicon, or metal) below or above the microheater in order
to distribute the heat more uniformly.1 However, this method results
in additional lithography steps and increased fabrication costs. An
additional and widely used approach is the efficient modulation of
the microheater geometry. The geometries can be broadly classified
as rectangular, square, circular, or irregular, further subdivided into
honeycomb, drive wheel, elliptical, etc. shown in Figure 6 and char-
acterized by several research groups.76,104,105 The meander design,
shown in Figure 7, is most commonly used in combination with rect-
angular or circular geometries. The line widths and the separation
between lines has a significant influence on the efficiency of the tem-
perature distribution. Minimizing the separation, or pitch, can lead to
an improved power uniformity and lower power dissipation. The microheater geometry plays an integral role in defining the
sensor performance. The quality of the microheater to provide a A good microheater material is characterized with having a low
thermal conductivity, high melting point, high electrical resistivity, Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B868 Figure 6. Microheater Design Microheater geometries characterized and modeled by different research groups.76,104,105 These include several shapes: (a) Meander, (b) S-meander,
(c) Curved, (d) S-curved, (e) Double spiral, (f) Drive wheel, (g) Elliptical, (h) Circular, (i) Plane plate, (j) Fin shape, (k) Honeycomb, and (l) Irregular. Figure 6. Microheater geometries characterized and modeled by different research groups.76,104,105 These include several shapes: (a) Meander, (b) S-meander,
(c) Curved, (d) S-curved, (e) Double spiral, (f) Drive wheel, (g) Elliptical, (h) Circular, (i) Plane plate, (j) Fin shape, (k) Honeycomb, and (l) Irregular. With regard to Table II, it should be noted that in Ref. 119 the values
used were only mentioned as typical values for power consumption
of micro-hotplates using an estimated efficiency of 15◦C/mW, which
was then applied to their structure’s geometry to find the power dis-
sipation. It is not clear what was precisely measured or simulated to
obtain this number. In some of the studies mentioned, the active area
covers a very small section of the microheater; this is not uncommon
since temperature uniformity is almost impossible to achieve up to the
edge of the microheater. However, in Ali et al.74 the active area covers
only 7% and 0.6% of the membrane area for the 26mW and 11mW
heaters, respectively. This can help improve the power efficiency num-
bers since the rest of the heater can have very poor uniformity or be
thermally isolated, while only the small active area is exposed, ex-
plaining their very good power efficiency. At first sight it may seem
that a better efficiency evaluation should be dependent on the required
active area. However, our aim is to evaluate the microheater design
itself and not the size of the sensor it is heating. Also, introducing
this metric would then force the introduction of other factors includ-
ing temperature uniformity, fabrication complexity, microheater and
membrane thicknesses, among many others. Our goal in this review
was to summarize the efficiency of the complete microheater design
and heater area purely concerning the power-temperature relationship,
irrespective of the active area or performance factors. It is clear that
having an efficiency metric, which takes all components into account,
would be desirable to have in the future. predictable temperature uniformly across the entire active sensor area
is essential to provide confidence in the sensor’s response. ) unless CC License in place (see abstract).
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address. Redistribution subject to ECS terms of use (see Microheater Design A possible explanation for this is the fact that heaters with
a larger surface area have a lower ratio of circumference to surface. Since the presented heaters have a closed membrane, much of the heat
is lost on the sides, or along the circumference of the microheater. This
can explain the trend of improved power efficiency with increasing
size. In Ali et al.74 the larger microheater has a circumference which is
approximately 46% wider than that of the smaller design, resulting in
an efficiency improvement of about 32%. Similarly, the results from
Siegele et al.118 suggest an increase in the side length of a square
heater by 30% results in an improvement of the power efficiency by
about 23%. There are clearly additional effects which need to be con-
sidered to properly evaluate a microheater, but these works validate
the general hypothesis that fewer larger microheaters are preferred to
many smaller ones. In the context of a sensor array, shown in Figure 8,
it would be much more efficient if the sensors did not each have an Figure 7. Meander microheater design with a square pattern. The second line
is used for temperature measurement. Figure 7. Meander microheater design with a square pattern. The second line
is used for temperature measurement. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B869 Table II. Characteristics and efficiency of recently-published microheaters. The power efficiency is calculated as the temperature increase above
room temperature, in Kelvin, over a 1mm2 area when 1mW is applied to the microheater (mm2 · K/mW). Area x1000 (um2)
Heater material
Microheater type
Temperature (◦C)
Power (mW)
Efficiency (mm2 · K/mW)
Ref. Microheater Design A design which takes this into
consideration is discussed in the next section. Recent microheater designs.—The recent designs achieved by
Lahlalia et al. in Ref. 78 have an area of 0.9mm × 0.6mm, with a
structural membrane stack formed with layers of 500nm thick silicon
dioxide (SiO2), 300nm thick silicon nitride (Si3N4), and an additional
500nm thick SiO2. Platinum was used for the microheater and elec-
trodes for its stability, linearity, and resistance to oxidation at a broad
range of operating temperatures. Aluminum-copper (AlCu) is chosen
for the microheater pads for its high electrical conductivity and low
thermal conductivity. For electrical insulation between microheater
and sensor contact metallization, a 300nm thick silicon dioxide layer
is deposited on top of the microheater. The two recently suggested
novel geometries, which address key concerns for gas sensor devel-
opers are the microheater array design and the dual hotplate design,
shown in Figure 9. A short description of the designs will be given
here, while an in-depth analysis is provided in Ref. 78. The principal
goals of the designs are to provide a power-efficient sensor array and
to enable a uniform temperature distribution across the active sensor Microheater array.—The microheater array design is shown in
Figure 9a and combines small resistances in an array instead of a
conventional single-layer microheater. This allows for the localized
heating of the sensing layer to different temperateness at different
locations, thereby allowing for a natural integration with a sensor
array using a single heat source and a reduced power consumption. The small resistances also provide an ultra-fast thermal response time
allowing the microheater, which can operate in ultra-short pulse mode,
to further reduce the average power consumption to a few hundred
μW.1 Since the sensitivity of the SMO films toward target gases is opti-
mal only at a single temperature, as depicted in Figure 10, the array
can be used to simultaneously detect reactions at multiple tempera-
tures. Microheater Design 22.5
Polysilicon
S-Shaped
420
64.5
0.14∗
106
90
Polysilicon
MOSFET
300
100
0.25∗
107
10
Polysilicon
Meander
300
27.5
0.10
91
201.6
Platinum
Meander
300
50
1.13
108
562.5
Platinum
Meander
300
75
2.10
108
1.6
Platinum
Meander
400
9
0.07
109
10
Platinum
Meander
600
33
0.18
110
57.6
Polysilicon
Meander
400
26
0.84
111
149.8
Tungsten
Circular
500
100
0.72∗
112
70.8
Polysilicon
Circular
300
50
0.40
113
58.1
Platinum
Circular
350
190
0.10
114
246
Tungsten
Circular
500
26
4.55+
74
70.8
Tungsten
Circular
500
11
3.09+
74
4000
Dilver P1
Meander
200
130
5.54
115
10
Polysilicon
Meander
400
10
0.38
116
14.6
Platinum
Meander
400
18
0.31
100
48.4
Platinum
Meander
348
31.3
0.51∗
117
10
Polysilicon
Plate
400
24
0.16
118
4.9
Polysilicon
Plate
470
18
0.12
118
4.9
Polysilicon
Plate
495
17.5
0.13
118
283
Platinum paste
Circular
600
35
4.69‡
119
2.5
Platinum
Meander
400
11.8
0.08
73
283
Silicon
Circular
660
83
2.18
120
10
Tungsten
Meander
480
20.1
0.23∗
121
25.3
Platinum
Circular
300
6.8
1.04∗
78
∗Simulation-based studies;
‡Mentioned in Ref. 119 as typical values, assuming an efficiency of 15◦C/mW;
+The active area covers only 7% and 0.6% of the membrane area for the 26mW and 11mW heaters, respectively. Table II. Characteristics and efficiency of recently-published microheaters. The power efficiency is calculated as the temperature increase above
room temperature, in Kelvin, over a 1mm2 area when 1mW is applied to the microheater (mm2 · K/mW). ficiency of recently-published microheaters. The power efficiency is calculated as the temperature increase above
ver a 1mm2 area when 1mW is applied to the microheater (mm2 · K/mW). Simulation based studies;
‡Mentioned in Ref. 119 as typical values, assuming an efficiency of 15◦C/mW;
+The active area covers only 7% and 0.6% of the membrane area for the 26mW and 11mW heaters, respectively. ;
‡Mentioned in Ref. 119 as typical values, assuming an efficiency of 15◦C/mW;
+The active area covers only 7% and 0.6% of the membrane area for the 26mW and 11mW heaters, respectively. area without increased fabrication complexity, otherwise introduced
by a heat spreading plate. By concentrating on these two properties,
the designs describe the general trends of significant interest to sen-
sor manufacturers: miniaturization, power efficiency, and improved
selectivity. individual microheater, but if one large microheater could be engi-
neered to serve multiple sensing films. ) unless CC License in place (see abstract).
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address. Redistribution subject to ECS terms of use (see Microheater Design Here, we see the sensitivity of doped and undoped SnO2 thin
films in detecting methane (CH4), H2, CO, propane (C3H8), isobutene
(i-C4H10), ethanol (C2H5OH), and nitric oxide (NO) from several pub-
lished works on SnO2 sensors.122–124 The collected measurements can
subsequently be processed and treated using non-parametric analysis
such as principal component analysis, discriminant functions, or neu-
ral networks to distinguish between each gas, improving the overall
selectivity of the SMO sensor.125,126 Recently, an additional improve-
ment on this design was suggested by introducing two sensing layers,
deposited within the same membrane structure.78 The design allows
for further potential in adjusting the microheater dimensions and po-
sition in order to incorporate even more sensing layers, effectively
addressing the problem of selectivity in SMO gas sensors. With this
design, a reduction in current crowding by about 20% was noted,
when compared to conventional designs. Figure 8. Sensor unit showing a sensor array with interface electronics blocks. A sensor array allows for selectivity improvements, but requires multiple sen-
sors to read the gates in the air at the same time. Figure 8. Sensor unit showing a sensor array with interface electronics blocks. A sensor array allows for selectivity improvements, but requires multiple sen-
sors to read the gates in the air at the same time. ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
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y
Figure 9. Novel microheater designs, including (a) microheater array and (b) dual hotplate geometries. Figure 10. Sensitivity of doped and undoped SnO2 toward different gases as a function of operating temperature. (a) The response from an undoped SnO2 fi
to several gases while varying temperature from 50◦C to 450◦C (b) The response of an electron beam evaporated SnO2 film to a 300ppm concentration of seve Figure 9. Novel microheater designs, including (a) microheater array and (b) dual hotplate geometries. Figure 9. Novel microheater designs, including (a) microheater array and (b) dual hotplate geometries. Figure 10. Sensitivity of doped and undoped SnO2 toward different gases as a function of operating temperature. (a) The response from an undoped SnO2 film
to several gases while varying temperature from 50◦C to 450◦C. (b) The response of an electron beam evaporated SnO2 film to a 300ppm concentration of several
gases in an environment with 65% humidity. Microheater Design The silicon etch rate is dependent on the crystallographic orientation
and, under the noted etch conditions, the rates for directions <100>,
<110>, <111>, and <311> were found to be R100 = 13.3nm/s,
R110 = 24.2nm/s, R111 = 0.1nm/s, and R311 = 23.9nm/s, respectively. Although the KOH structure displays a very clean geometry without
undesirable lateral etching (Figure 12), the process can be very cor-
rosive to the surrounding devices. For this reason, further analyses of
the plasma etching on the same geometry have been carried out. This
process is less corrosive and more compatible with CMOS fabrication,
but suffers from profound lateral etching, as shown in Figure 12. Dual-hotplate.—The dual-hotplate design is shown in Figure 9b
and is a combination of a single circular microheater, suggested by
Elmi et al.,127 together with two passive micro-hotplates, suggested by
Lahlalia et al.78 The hotplates are used for improved thermal unifor-
mity in the active region. Even a small variation in the temperature over
the sensing element can lead to baseline drift, changing the baseline
resistivity of the SMO sensor, thereby requiring frequent calibrations. The fact that the additional hotplates are electrically passive ensures
that the power consumption is kept at a minimum, which is also a
critical factor to guarantee stability of the sensor baseline. A new membrane shape has been designed to accompany the dual-
hotplate structure, formed by four curved micro-bridges, in order to
provide improved insulation against heat losses to the substrate, shown
in Figure 11b. In Figure 11a the three-armed membrane shape, used
with the microheater array, is shown. The differences in the mechan-
ical stability of the two membrane types, estimated by modeling, are
discussed in the following section. Of note is the lack of sharp corners,
but the use of rounding instead. This is in order to reduce the effects
of current crowding, which could lead to void or hillock formation
and eventual cracking. p
g
g
Simulations of plasma etching have been carried out using the
physics model described by the group at the University of California in
Refs. 132 and 133, implemented within the ViennaTS tool.131 The key
idea is to use a stochastic approach to the particles, which are present
in the plasma chamber and which have an influence on the etching
process. The particles can either be neutral, representing a chemical
etch component, or ionic, representing a physical etch component. Microheater Design (c) The response of a sol-gel deposited pure SnO2 film and (d) 1wt% Pt:SnO2 film to the presence of CO, NO, and
C3H8 at various temperatures.122–124 Figure 10. Sensitivity of doped and undoped SnO2 toward different gases as a function of operating temperature. (a) The response from an undoped SnO2 film
to several gases while varying temperature from 50◦C to 450◦C. (b) The response of an electron beam evaporated SnO2 film to a 300ppm concentration of several
gases in an environment with 65% humidity. (c) The response of a sol-gel deposited pure SnO2 film and (d) 1wt% Pt:SnO2 film to the presence of CO, NO, and
C3H8 at various temperatures.122–124 ) unless CC License in place (see abstract
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d on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B871 Figure 11. Structure of the SMO gas sensor membrane, used with the (a)
microheater array and (b) dual-hotplate designs. can be generated by etching from the back of the wafer using deep
reactive ion etching (DRIE) techniques or from the top, through open-
ings in the membrane using wet chemical etching or plasma etching. When etching from the back, a closed membrane is generated, while
etching through holes in the top results in a suspended membrane
with suspension beams connecting the active region to the rest of the
structure.66 The closed membrane thicknesses are in the range between
1μm and 2μm, but the required back-side etching techniques make
the process more expensive and not fully CMOS-compatible.97,129 For
this reason, we concentrate our studies on the suspended-membrane
sensor. Figure 11. Structure of the SMO gas sensor membrane, used with the (a)
microheater array and (b) dual-hotplate designs. A thorough analysis has been performed on a suspended mem-
brane sensor with a typical geometry and an active area of 100μm ×
100μm using both wet chemical potassium hydroxide (KOH) and SF6
plasma models.72 The simulation for KOH etching was achieved using
the model described in Ref. 130 and the ViennaTS tool.131 Using a
150 minute etch with a KOH concentration of 30% and a temperature
of 70◦C the suspended membrane was generated with a 100μm hole. Microheater Design The chemical etch component is the primary contributor to the lateral
etching underneath the eventual suspended membrane. However, since
the lateral etching proceeds in all directions, the overall size required
by the sensor increases when this method is applied. Using SF6 plasma
chemistry with a fluorine flux of 1×1019cm−2s−1 and disregarding
any ion involvement, a 300 second etch was sufficient to expose the
membrane to the level shown in Figure 12. The ion involvement was
not simulated because it only adds to the vertical etching, while the
goal of a membrane release etch is to ensure a maximum lateral etching
underneath the membrane. This is achieved using a fully isotropic etch,
meaning removing the vertical influence of the ions. Modeling and Analysis of SMO Sensor Structures In order to have a complete picture of the fabrication, reliability,
and operation of SMO gas sensors, measurements alone do not suf-
fice. Many modeling techniques and simulation tools are essential in
order to provide an in-depth analysis of the interplay between differ-
ent materials in this complex structure. In this section the essential
modeling approaches used to gain a deeper understanding of SMO
gas sensors are described. These include models for the fabrication of
the CMOS-integrable devices, electro-thermal modeling using finite
element methods (FEM) and compact models, as well as mechanical
simulations using FEM. With regard to the microheater operation, the
focus is on its power dissipation, thermo-mechanical properties, and
mechanical stability,128 while the SnO2 metal oxide is discussed in
terms of its conductive response in the presence of a target gas in the
environment87 in the next section. In follow-up analysis, it was found that the lateral etching had no
adverse effects on the stress distribution in the active sensor region.72,88
The modeled post-processing stress is a combination of the residual
stresses in the layers which make up the entire membrane. The con-
trol of the residual stress in multilayered structures is crucial for its
stability. The typical values for the as-deposited stress in the Si3N4 SMO sensor fabrication techniques.—The complexity in the fab-
rication of SMO gas sensor devices is heightened due to the need for
a thermally-isolated membrane. As mentioned earlier, this membrane Figure 12. Side view of a suspended membrane structure for an SMO sensor, where the difference in profile generated using plasma etching and wet chemical
etching is pronounced. d membrane structure for an SMO sensor, where the difference in profile generated using plasma etching and wet chemica Figure 12. Side view of a suspended membrane structure for an SMO sensor, where the difference in profile generated using plasma etching and wet chemical
etching is pronounced. Figure 12. Side view of a suspended membrane structure for an SMO sensor, where the difference in profile generate
etching is pronounced. Figure 12. Side view of a suspended membrane structure for an SMO sensor, where the difference in profile generated using plasma etching and wet chemical
etching is pronounced. ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
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address. Modeling and Analysis of SMO Sensor Structures Heat loss mechanisms in the SMO gas sensor and surroundings,
where Th is the microheater temperature, required for sensor operation and Ta
is the ambient temperature. followed by memory and computationally intensive simulations. The
ambient conditions in the model are set to room temperature (20◦C)
and the heat transfer coefficient with the air is set to a value derived
from a temperature-dependent function based on the fluid motion
and conduction through air.97 The value is calculated using a Nusselt
number, assuming laminar flow.137 The main sources of heat loss, depicted in Figure 13 are conduction
and convection through the air and conduction through the membrane. There is a slight loss to radiation in the air, but this is relatively
minor when compared to other losses. In Ref. 134 the heat conduction
for a typical 100μm×100μm sensor structure was calculated, which
required a total of 32.5mW to heat to 400◦C. Of the total dissipated
32.5mW, 18.9mW was lost to the air conduction above the membrane
and 1.3mW to the air conduction below the membrane. A total of
12.2mW was lost to the conduction through the membrane beams,
while a minimal 0.16mW was lost to radiation. Therefore, we can
safely conclude that the bulk of the heat lost in a suspended membrane
is through the membrane and air conduction through the top exposure
to the air. For a closed membrane, most of the heat loss will be
conduction through the solid material, along the sides of the active
area and through the silicon wafer. Electro-thermal analysis.—Understanding the electro-thermal
behavior of the sensor is essential to understanding its long-term reli-
ability, sensitivity, and selectivity. In a recent work97 several means of
characterizing the power-temperature behavior of a TaAl microheater
was examined. These included the use of resistance temperature detec-
tors (RTDs) of platinum and chromium silicon (CrSi) and comparing
the characterizations to finite element simulations and an analytical
model. Modeling the electro-thermal behavior of the sensor and mi-
croheater in particular is essential to understanding the heat losses,
shown in Figure 13, and thereby to minimizing the power dissipa-
tion in the designed sensors. Modeling and Analysis of SMO Sensor Structures Redistribution subject to ECS terms of use (see
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Downloaded on 2020-01-10 to IP B872 Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) Figure 13. Heat loss mechanisms in the SMO gas sensor and surroundings,
where Th is the microheater temperature, required for sensor operation and Ta
is the ambient temperature. and SiO2 layers are approximately 1GPa and −320MPa, respectively. These values were applied in the simulations in Ref. 72 and then the
structure was allowed to relax. The average resulting stress in both
structures was found to be on the order of 300MPa,72 which is outside
of the acceptable range of residual stress, which should remain below
100MPa. The simulation nevertheless shows how the membrane deals
with an applied external stress, which is most commonly the thermal
stress during operation, since the membrane temperature regularly
changes from several hundreds of Celsius to room temperature within
short time spans.134 p
Another aspect of the sensor fabrication which has been investi-
gated is the deposition of the sensing SMO film itself. This layer can
be deposited in a variety of ways, including chemical vapor deposi-
tion, sputtering, pulsed-layer deposition, sol-gel process, rheotaxial
growth and vacuum oxidation, and spray pyrolysis.72,88 Sputtering
and spray pyrolysis are methods which are quite straight forward and
cost effective to implement within the CMOS sequence. Using both
etching methods, the resulting geometry was analyzed with a topog-
raphy simulator ViennaTS131 in Ref. 135. Spray pyrolysis showed
a more isotropic coverage around corners and edges; however, the
spray pyrolysis deposition requires elevated temperatures (400◦C),
meaning that a thermal stress can develop in the film due to the
subsequent cooling to room temperature. This is not necessarily a
disadvantage, since it results in having a film which is relatively
stress-free at elevated temperatures, considering that the SMO film
must be heated to temperatures in the range of 250◦C to 500◦C in
order to activate sensing.88 The two main post-processing stress com-
ponents analyzed are the intrinsic stress, which forms during the film
growth, and the thermo-mechanical stress, which results due to the
difference in the deposition temperature and the subsequent cooling
to room temperature.88,136 The thermo-mechanical stress is a concern
when elevated temperatures are used for the deposition process due
to the differences in the CTE between the depositing material and the
substrate. Figure 13. Modeling and Analysis of SMO Sensor Structures Electrical equivalent Voltage (V)
Permittivity (F/m)
Electric resistivity ( · m)
Electric resistance ()
Current (A)
Electric conductivity (S/m)
Charge (A · s)
Electric capacitance (F) Temperature (K)
Specific heat (J/Kg · K)
Thermal resistivity (K · m/W)
Thermal resistance (K/W)
Heat flow (W)
Thermal conductivity (W/K · m)
Heat (W.s)
Thermal capacitance (J/K) Figure 15. Total displacement (mm) of the membrane stack when heated from
room temperature (20◦C) to 300◦C. selectively test for several gases (Figure 10) during a single current
pulse. This is due to the effective expansion in the membrane width due to
the lateral etching component during plasma etching. The displace-
ment in the novel membrane structures for the microheater array and
dual-hotplate designs from Ref. 78, described earlier, are shown in
Figure 15. There, the displacement is induced due to the thermal
stress generated after heating the structure from 20◦C to 300◦C. We
note a displacement of about 3μm for the 4-beam design and about
0.8μm for the 3-beam design. This means that the designs both im-
prove upon the generic membrane structure from Figure 12 and that
the 3-beam membrane displaces much less, indicating that it has a
reduced likelihood of crack formation on the surface of the sensing
element. In order to eliminate the need for FEM simulations and the associ-
ated meshing and computational requirements, a model has been de-
veloped, which can be used to represent the temperature field and cal-
culate the electro-thermal behavior of the sensor.78 Although FEM is
a very powerful tool and can accurately predict many electro-thermal-
mechanical phenomena, it requires a mesh to represent the entire sen-
sor structure as well as the surrounding air. When dealing with very
thin layers in a large structure, the aspect ratios required are large and
the number of mesh elements can quickly increase to levels not easily
manageable on a standard desktop computer. In addition, methods
such as FEM or finite volumes, generate the complete set of equa-
tions at each explicit node and for every temperature, meaning a large
number of equations must be solved. As an alternative, an analytical
model is frequently used, which emulates an integrated circuit (IC) us-
ing thermal elements, represented by their electrical equivalents. The
entire structure is effectively broken down into small segments, each
represented with a parallel thermal resistor-capacitor-inductor circuit. Sensing Mechanism of the SMO Film A complete understanding of the sensing mechanism of the SMO
sensor is not yet available, but significant progress has been made
recently in understanding conductivity and surface charge effects in
one of the most frequently used SMOs, SnO2. The change in resis-
tance of the sensing layer, when exposed to a target gas, is the factor
which determines its sensitivity. Because the resistivity changes in the
presence of a reducing or oxidizing gas, understanding the change in
the resistivity, or conductivity, is the key to understanding the SMO’s
sensing mechanism. As is the case for chemical sensors in general, the
sensing effect is based on reception and transduction. The reception is
that of an analyte gas with an SMO layer, through a surface chemical
reaction, and transduction is of the changes at the SMO layer surface, Mechanical reliability analysis.—One of the major concerns re-
garding the lifetime of SMO gas sensors is the long-term stability of
the suspended membrane. The high temperatures, combined with a
variety of materials with different CTEs, can lead to the buildup of ex-
cessive stress in the membrane and eventual cracking or delamination
failures.88 The stress in the membrane is a combination of the residual
stresses in the layers which make up the complete membrane stack. This stress builds up due to two factors: intrinsic stress during depo-
sition and thermal stress due to the post-deposition cooling to room
temperature.41,88 The deposition of metal and semiconductor layers
most often follows the Volmer-Weber growth mode, which involves
the generation of islands, which then grow and impinge on each other,
forming grains and grain boundaries.136 This type of stress buildup
has been studied in the membrane layers as well as in the SMO film
itself,138 showing that spray pyrolysis deposited films suffer from a
higher stress at room temperature than sputtered films. However, dur-
ing operation at elevated temperatures, the sputtered films experience
increased thermal stresses. Figure 16. Temperature as a function of applied power to the microheater in
a design presented in Ref. 97. The figure shows the power of the analytical
model to replicate the realistic electro-thermal behavior of a SMO sensor.97
) unless CC License in place (see abstract
ecsdl org/site/terms use
ms of use (see Using FEM, the effects of the as-deposited stress on the deforma-
tion in the membrane layer have been studied. Modeling and Analysis of SMO Sensor Structures The analysis is usually performed in a
finite element environment, which requires meshing the full geometry With this in mind, the microheater array and dual-hotplate designs,
presented in the previous section, were optimized and significantly
improved, resulting in a total power dissipation of only 9.31mW and
8mW, respectively, when operating at 350◦C. In Figure 14, the thermal
distribution for the two designs is shown. Here, we also note that the
temperature uniformity across the active region is very good, with
variations below 10◦C or below 3%. In the microheater array design
in Figure 14b we also see two active regions with two different target
temperatures operating simultaneously. This design allows us to heat
the sensor to 270◦C and 350◦C at the same time, meaning that we can d (b)
i
h
t
d
i
Th
i
h
t
ll
f
t Figure 14. Simulation of the thermal distribution (◦C) in a (a) dual-hotplate design and (b) a microheater array design. The microheater array allows for concurrent
operation at multiple temperatures. Figure 14. Simulation of the thermal distribution (◦C) in a (a) dual-hotplate design and (b) a microheater array design. The microheater array allows for concurrent
operation at multiple temperatures Figure 14. Simulation of the thermal distribution (◦C) in a (a) dual-hotplate design and (b) a microheater array design. Th
operation at multiple temperatures. ) unless CC License in place (see abstract
ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
128.131.44.51
ownloaded on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B873 Figure 15. Total displacement (mm) of the membrane stack when heated from
room temperature (20◦C) to 300◦C. Table III. Parameters for a thermal model equivalent of an
electrical circuit model. Thermal parameter
Electrical equivalent
Temperature (K)
Voltage (V)
Specific heat (J/Kg · K)
Permittivity (F/m)
Thermal resistivity (K · m/W)
Electric resistivity ( · m)
Thermal resistance (K/W)
Electric resistance ()
Heat flow (W)
Current (A)
Thermal conductivity (W/K · m)
Electric conductivity (S/m)
Heat (W.s)
Charge (A · s)
Thermal capacitance (J/K)
Electric capacitance (F)
selectively test for several gases (Figure 10) during a single current
pulse. Modeling and Analysis of SMO Sensor Structures In Table III the relationship between the heater’s thermal properties
and an electrical component equivalent is shown. Using this strategy,
the complete sensor geometry is discretized and an IC, which very
accurately calculates the heat loss by convection, is generated. The
power of this method is made obvious in Ref. 97, where the results
are compared with measurements and an FEM simulation, shown in
Figure 16. The method was able to accurately calculate the power-
temperature relationship even for complex microheater geometries. ) unless CC License in place (see abstract)
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128.131.44.51
Downloaded on 2020-01-10 to IP Sensing Mechanism of the SMO Film Which sections of the
surface are able to adsorb charge depends on the type of sensing ma-
terial. A porous SMO film is most commonly used, due to its granular
structure, which increases its effective surface to volume ratio. A high
surface to volume ratio exacerbates surface effects in the film and is
therefore desired for sensing devices. SMO sensor is not unlike a transistor; however, instead of directly ap-
plying a potential at the gate, a potential is applied indirectly through
the accumulation of charges at the surface. This charge stems from
the ionosorption of gases at the SMO surface. Which sections of the
surface are able to adsorb charge depends on the type of sensing ma-
terial. A porous SMO film is most commonly used, due to its granular
structure, which increases its effective surface to volume ratio. A high
surface to volume ratio exacerbates surface effects in the film and is
therefore desired for sensing devices. −→
jn = qnμn ⃗E + q Dn∇n, [4] −→
jn = qpμp ⃗E −q Dp∇p,
[5] [5] where −→
jn and −→
jp are the current densities for n-type and p-type semi-
conductors, respectively; R is the recombination rate; μn and μp are
the mobilities of electrons and holes, respectively; Dn and Dp are
the diffusion constants for electrons and holes, respectively; q is the
elementary charge of an electron, and ⃗E is the applied electric field. The n and p values are the electrons and hole concentrations in an
n-type and p-type semiconductor, respectively. When a potential V is
applied across the film, the electric field ⃗E is derived from the solution
to the Poisson equation, with appropriate boundary conditions, which
relate the derivative of the electrical potential to the surface charge
density ρ and the permittivity ϵ0ϵr of the material with Porous SMO films.—The typical SMO gas sensors in use today con-
sist of a porous film deposited on an insulating substrate. The porous
film is comprised of many grains, all of which have their own effective
external surface, which can be exposed to a target gas, thereby increas-
ing the surface to volume ratio. The conductivity involves conduction
through grain-grain, grain-bulk, and grain-electrode interfaces, as de-
scribed in some detail in Ref. 144. Sensing Mechanism of the SMO Film The limiting conducting factor
is the grain-grain interface, since this has the highest resistance due
to the limited charge carrier concentration and reduced mobility at
the surfaces of the grains. Since the mobility of the charge carriers
remains unchanged during gas molecule adsorption, the resistance de-
pends purely on the charge concentration.139 The charge concentration
can be manipulated through the sharing of charges with an adsorbed
molecule, which simplistically describes the sensing mechanism. −∇· (ϵ0ϵr∇V (⃗x)) = ρ. [6] [6] The boundary conditions used are Dirichlet at the ohmic contacts,
where a particular value for the potential is set, and Neumann condi-
tions elsewhere. The electric field is calculated by the negative value
of the applied potential gradient: Modeling the conductivity at the grain-grain interface assumes
that the Schottky approximation is valid, meaning that all donors are
fully ionized. In this case the electron concentration at the surface is
described by the Boltzmann distribution ⃗E (⃗x) = −∇V (⃗x)
[7] [7] In an n-type film, such as is the case with SnO2, only Equations 2 and
4 are considered using electrons as majority carriers, while in a p-type
film, such as CuO, the majority carriers are holes and they would have
to be considered by solving 3 and 5. The discussion in the remainder
of this sections deals with n-type materials only and more specifically
with SnO2. How the equation would change when p-type materials
are used can be extrapolated from this discussion. ns = NDexp
−qVs
kBT
,
[9] [9] where ND is the donor density, qVs is the energy of the surface band
bending, which is depicted in Figure 19, kB is the Boltzmann constant,
and T is the temperature. The resistance of the sensing layer is thereby
proportional to the surface band bending qVs. When modeling the
sensor, the surface charges can be used to calculate a surface potential
Vs, which is solved for using the Schottky relation Furthermore, it is generally assumed that the depletion layer thick-
ness is in comparable dimension to the mean free path of the charge
carriers, allowing to eliminate the diffusion component from 4 and
5, thereby removing q Dn∇n and greatly simplifying the problem. Sensing Mechanism of the SMO Film Surprisingly, it has been
found that the thermal stress distribution in the active area induced
during thermal cycling is unaffected by the method of the mem-
brane formation, whether using KOH or plasma etching.72 However,
the maximum displacement, at the center of the membrane (with a
100μm×100μm active region), was found to be 8μm for the plasma-
etched membrane, compared to 5μm for the KOH-etched membrane. Figure 16. Temperature as a function of applied power to the microheater in
a design presented in Ref. 97. The figure shows the power of the analytical
model to replicate the realistic electro-thermal behavior of a SMO sensor.97 ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
128.131.44.51
Downloaded on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B874 Figure 17. Temperature dependence on the electron concentration (n) and
mobility (μn) of SnO2. The conductivity is a combination of both n and μn by
σ = q · n · μn. which influence the electronic conductive properties of the sensing
film and charge transport therein.139 which influence the electronic conductive properties of the sensing
film and charge transport therein.139 SMO conductivity.—SnO2 is a wide bandgap n-type semiconduc-
tor, which means its donor states are related to oxygen vacancies and
that electrons are its majority carriers during conduction. The calcu-
lated bandgap between the valence and conduction bands is 3.6eV,140
which was also measured and confirmed experimentally.141 Drift-diffusion.—The electrical conduction of SMO films is mod-
eled using drift-diffusion equations.142 The drift diffusion equations
are commonly used when modeling conduction in a semiconductor
and are defined by the diffusion and drift components, controlled by
the number of charge carriers, which can be electrons or holes, the
mobility of the charge carriers, and the applied electric field. The drift
diffusion equations are summarized by Figure 17. Temperature dependence on the electron concentration (n) and
mobility (μn) of SnO2. The conductivity is a combination of both n and μn by
σ = q · n · μn. ∇· −→
jn = R,
[2] [2] ∇· −→
jp = −R,
[3] [3] [3] SMO sensor is not unlike a transistor; however, instead of directly ap-
plying a potential at the gate, a potential is applied indirectly through
the accumulation of charges at the surface. This charge stems from
the ionosorption of gases at the SMO surface. ) unless CC License in place (see abstract).
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address. Redistribution subject to ECS terms of use (see
128.131.44.51
Downloaded on 2020-01-10 to IP Sensing Mechanism of the SMO Film Therefore, from 4 we extract the conductivity σ = −→
jn / ⃗E, which can
now be defined as a combination of both the concentration n and the
mobility μn with Vs = −
qN 2
ef f
2ϵ0ϵr ND
,
[10] [10] σ = q · n · μn. [8] [8] where Nef f is the sum of the electrons which gain enough energy to
reach the surface together with the external electrons donated from
adsorbed or ionosorped gas ions.145 The resistance of the sensing layer
is therefore proportional to the surface band bending according to The electron concentration n and the electron mobility μn can vary
significantly with temperature, even in a fully inert environment;143
therefore, also the conductivity is significantly influenced by temper-
ature. The influence of temperature on the electron mobility and con-
centration is depicted in Figure 17, where the resulting temperature-
dependent conductivity is also shown. The conductive behavior of the R ∝exp
−qVs
kBT
. [11] [11] ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
128.131.44.51
on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B875 Figure 20. It is theorized that, after depleting all the oxygen at the SMO
surface, CO gas molecules can directly interact with surface atoms, thereby
donating atoms to the grain and forming an accumulation layer.40 Figure 18. Surface charge density [A · s/m2] in a synthetic air environment,
with 80% N2 and 20% O2. This shows the effects of the surface ionosorption
with O−and O2−ions. Figure 20. It is theorized that, after depleting all the oxygen at the SMO
surface, CO gas molecules can directly interact with surface atoms, thereby
donating atoms to the grain and forming an accumulation layer.40
species in SnO2 sensors using IR spectroscopy and summarized the
steps in the transformation of an atmospheric oxygen (O2,gas) to a
lattice oxygen (OO) as Figure 18. Surface charge density [A · s/m2] in a synthetic air environment,
with 80% N2 and 20% O2. This shows the effects of the surface ionosorption
with O−and O2−ions. Figure 18. Surface charge density [A · s/m2] in a synthetic air environment
with 80% N2 and 20% O2. This shows the effects of the surface ionosorption
with O−and O2−ions. Figure 20. Sensing Mechanism of the SMO Film It is theorized that, after depleting all the oxygen at the SMO
surface, CO gas molecules can directly interact with surface atoms, thereby
donating atoms to the grain and forming an accumulation layer.40 Figure 18. Surface charge density [A · s/m2] in a synthetic air environment,
with 80% N2 and 20% O2. This shows the effects of the surface ionosorption
with O−and O2−ions. species in SnO2 sensors using IR spectroscopy and summarized the
steps in the transformation of an atmospheric oxygen (O2,gas) to a
lattice oxygen (OO) as Since the sensor signal describes the change in resistance, the sen-
sitivity can also be described by a difference in the surface band
bending. 1
2 O2,gas + V 2+
O + 2e−⇀
↽OO
[12] [12] by including all intermediate steps and species, in the following set of
reactions: by including all intermediate steps and species, in the following set of
reactions: In summary, the ionosorption of gas molecules attracts electrons
from the SnO2 bulk, resulting in band-bending at the interface between
the material and the surrounding gas. The amount of band bending is
proportional to the effective concentration of localized surface elec-
trons Nef f .142 In Figure 18, the surface charge density is plotted versus
time at various temperatures in a synthetic air environment, where O−
and O2−ions are adsorbed at the surface. It is evident that the sur-
face charge density saturates in accordance with the total number of
ionosorption sites available. Also of note is the influence of tempera-
ture; increasing the temperature from 250◦C to 350◦C allows for the
oxygen ions to reach saturation more quickly. O2,gas ⇀
↽O2,ads
[13] [13] O2,ads + e−⇀
↽O−
2,ads
[14] [14] O2,ads + e−⇀
↽O−
2,ads O2,ads + e−⇀
↽O−
2,ads [15] O−
2,ads + e−⇀
↽O2−
2,ads O−
2,ads + e−⇀
↽O2−
2,ads
[15] O2−
2,ads ⇀
↽2O−
ads
[16] [16] Surface chemisorption.—The sensing of a desired gas, such as
CO, occurs after a CO molecules reacts with a previously ionosorped
oxygen atom, releasing it from the surface, as depicted in Figure 19. The chemical reactions taking place at the surface during the oxygen
adsorption mechanism has been researched extensively. Sensing Mechanism of the SMO Film Molecular
species and atomic species have been proposed to interact with the
SnO2 surface.144,146 Degler139,147 recently studied the active oxygen O−
ads + e−⇀
↽O2−
ads ⇀
↽OO
[17] [17] The adsorption of carbon monoxide (CO) molecules then proceeds
according to: COgas + O2−
2,ads + (2 −α) · e−⇀
↽(CO3)α−
[18] [18] Figure 19. Gas sensing and conduction mechanism for a porous metal oxide,
where the oxygen and reducing gas can penetrate to interact with each grain. In (a) the oxygen ion is adsorbed on the grain surface, forming a depletion
region around the grain. In (b) after the introduction of a reacting gas such as
CO, which reacts with some of the oxygen ions, the depletion region thickness
is reduced. [19] COgas + OO ⇀
↽(CO2)O
[19] Based on the above description, sensing reducing gases, such as CO,
would only be detectible in the presence of oxygen; however, it was
recently found that, even without O2, the SMO film continues to show
a sensing response, while no oxidation product (CO2) was found in
the exhaust.148 This led to the expansion of the above description to
include a subsequent step, which is the formation of a donor species
(e.g. CO+) which adsorbs and directly injects electrons into the con-
duction band.148 This is shown graphically in Figure 20, where the
injection of electrons leads to the formation of a narrow accumulation
layer. An explanation for this behavior is the adsorption of CO on
a tin (Sn) site, whereby charge is transferred directly from the CO
molecule to the solid:149,150 COgas ⇀
↽COads
[20] [20] Figure 19. Gas sensing and conduction mechanism for a porous metal oxide,
where the oxygen and reducing gas can penetrate to interact with each grain. In (a) the oxygen ion is adsorbed on the grain surface, forming a depletion
region around the grain. In (b) after the introduction of a reacting gas such as
CO, which reacts with some of the oxygen ions, the depletion region thickness
is reduced. In summary, there are several cases of gas reception on SnO2 films and
they each behave somewhat differently, but nevertheless are based on
the interplay of the surface reduction and re-oxidation by atmospheric
oxygen. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) N2 ambient) the surface en-
ergy bands are flat and the number of charges on the surface
corresponds to the number of charges in the bulk. p
g
2. In the presence of oxygen gas, the SMO film’s surface oxygen
vacancies are filled and a charge is trapped at the formed lattice
oxygen species, thereby ensuring that the donor concentration at
the surface is lower than that in the bulk and creating a depletion
layer. S =
1 + (kreact/kdes) · pCO
κ · pH2O
1/(α + γ)
,
[25] y
3. If only a reacting gas (CO) is present, with no atmospheric oxy-
gen, a surface oxygen vacancy reacts with CO, thereby reducing
the surface. Therefore, the donor concentration at the surface is
increased, when compared to the bulk, and a thin accumulation
layer is formed, without the release of oxidation by-products. [25] where κ = 1 + kH2O,ads · [SnSn]2/kdes and γ is used to account for the
effects of humidity. A deeper investigation for the modeling of power
law exponent n = 1/(α + γ) has been performed by Hua et al.152–154
and is described in the next section. y
y p
4. When both O2 and CO are found in the atmosphere, the surface
oxygen will be formed by adsorption to the oxygen vacancy site. This will subsequently be removed during oxidation of CO to
form CO2 and the surface will be continuously re-oxidized. In
high concentrations of atmospheric oxygen, this will lead to a
reduction in the depletion layer. In low oxygen concentration,
or in the presence of interfering gases (e.g. H2O), the surface
oxygen vacancy concentration is higher than that in bulk and an
accumulation layer is formed. However, after the oxygen is depleted, there is an observed
switch in conduction mechanisms from depletion-layer controlled
to accumulation-layer controlled, discussed in the previous section
and illustrated in Figure 19 and Figure 20. This change is significant
for transduction, since conductance is no longer proportional to the
surface concentration of free charge carriers, but rather the average
over the accumulation layer. The reception of gas molecules (e.g. CO)
is also different, since they no longer only react with the adsorbed
oxygen, but also with SnO2.40 A fully worked out model for this in-
teraction is not yet available, but the following surface reactions are
suggested in Ref. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) 40: While the adsorption of CO through the intermediate adsorption of
oxygen is discussed here, several studies also deal with gas detection
through the intermediate adsorption of water (H2O) instead. For an
in-depth analysis of the use of hydroxide as an intermediate species,
further reading in Refs. 139,151 is recommended. COgas + SD,CO ⇀
↽CO+
D + e−,
[26] [26] Surface reaction model for CO on SnO2.—The reactions described
above are the closest researchers have come to understanding the sur-
face interactions leading to gas detection in SMO films. This model is
quite intricate and involves many steps with many reaction constants,
as summarized in Figure 21.147 With this model, the full simulation
of a complex structure is very difficult and cumbersome, with several
fitting parameters necessary, including the adsorption and desorption
rates of all reactions. When attempting to simulate a sensor, whether it
be a porous film40 or a nanowire,142 several estimations are generally
made. Primarily, the intermediate reactions are left out and the ad-
sorption of oxygen, water vapor, and subsequently carbon monoxide
is treated using three reactions40 H2Ogas + SD,H2O ⇀
↽H2O+
D + e−,
[27] [27] The reaction suggests the direct adsorption of reactive species on
the surface and the addition of an electron, which contributes to the
formation of an accumulation layer. Experimentally it was shown
that an approximate amount of downward band bending, qVS from
Figure 20, results in a change in the film’s resistance by40 The reaction suggests the direct adsorption of reactive species on
the surface and the addition of an electron, which contributes to the
formation of an accumulation layer. Experimentally it was shown
that an approximate amount of downward band bending, qVS from
Figure 20, results in a change in the film’s resistance by40 R ∝exp
−qVs
2kBT
,
[28] [28] which has an extra 1
2 in the exponent, compared to 11. Since it is
expected that the donor species (e.g. CO+
D) determines the sensing
effect, the electron concentration will be proportional to the concen-
tration of the adsorbing gas molecule (e.g. CO). The conductance is
proportional to the average electron concentration in the accumulation
layer, which is proportional to the square root of the electron surface
concentration. This square root dependence of the conductance on the
partial pressure of CO can explain the extra 1
2 in the exponent in 28. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B876 Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) Figure 21. Proposed surface chemistry model for the reception of small re-
ducing gases on a pristine SnO2 surface.147 oxygen species, and e−represents an electron in the conduction band. It becomes evident that only the surface oxidation/re-oxidation (situ-
ation 4. above) is treated in this model, as a comprehensive model for
the situations 2. and 3. are still a work in progress. The mass action
law stemming from the reactions described by 21, 22, and 23 can then
be applied to generate a rate equation for the oxygen surface coverage
[O−α
S ] in the steady state d
O−α
S
dt
= kads · p
1
2o2 · [S] · nα
S −kdes ·
O−α
S
−kH2O,ads · pH2O · [SnSn]2 ·
O−α
S
d
O−α
S
dt
= kads · p
1
2o2 · [S] · nα
S −kdes ·
O−α
S
−kH2O,ads · pH2O · [SnSn]2 ·
O−α
S
Figure 21. Proposed surface chemistry model for the reception of small re-
ducing gases on a pristine SnO2 surface.147 + kH2O,des · [O H]2 · e · nα
S −kreact ·
O−α
S
· pCO,
[24] [24] reactions at elevated temperatures for simple molecules, which do not
produce species through intermediate surface reactions:139,151 reactions at elevated temperatures for simple molecules, which do not
produce species through intermediate surface reactions:139,151 where the square brackets [ ] denote surface coverage, kads/des are the
reaction constants for oxygen adsorption/desorption, kH2O,ads/des are
the reaction constants for water vapor adsorption/desorption, kreact is
the reaction constant for Equation 23, pO2/CO are the partial pressures
of O2/CO, and nS is the concentration of electrons at the surface. Since the concentration of tin atoms at the surface is very large com-
pared to those of the hydroxyl groups and with surface coverage
θ = [O−α
S ]/[S], the sensor signal S = RCO/Rair can be modeled with
a power law approximation 1. With no reacting gas present (e.g. N2 ambient) the surface en-
ergy bands are flat and the number of charges on the surface
corresponds to the number of charges in the bulk. 1. With no reacting gas present (e.g. Sensing Mechanism of the SMO Film The following situations are suggested to describe all possible In summary, there are several cases of gas reception on SnO2 films and
they each behave somewhat differently, but nevertheless are based on
the interplay of the surface reduction and re-oxidation by atmospheric
oxygen. The following situations are suggested to describe all possible ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
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address. Redistribution subject to ECS terms of use (see
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address. Redistribution subject to ECS terms of use (see
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Downloaded on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) This phenomenon has yet to be fully described and modelled, with
discussions still ongoing on what exactly causes the power law re-
sponse experimentally observed in SMO sensors and how to properly 1
2 O2,gas + S + α · e−⇀
↽O−α
S
[21] [21] H2Ogas + 2 · SnSn + O−α
S
⇀
↽2 · (SnO H) + α · e−+ S
[22] COgas + O−α
S
→CO2,gas + α · e−+ S,
[23] COgas + O−α
S
→CO2,gas + α · e−+ S, [23] where S is a surface adsorption site, α = 1 for strongly ionized
oxygen, α = 2 for doubly ionized oxygen, O−α
S
is a chemisorbed where S is a surface adsorption site, α = 1 for strongly ionized
oxygen, α = 2 for doubly ionized oxygen, O−α
S
is a chemisorbed Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B877 this is still a missing piece toward the development of a comprehensive
model of the SMO sensing mechanism. model the response to the sensing, as given by n = 1/(α + γ) in 25,
which is discussed in the next section. model the response to the sensing, as given by n = 1/(α + γ) in 25,
which is discussed in the next section. An additional aspect, which should be included when performing
experiments on a SMO sensor, is the ability to accurately measure the
temperature provided by the microheater in the active region. Tem-
perature plays a significant role in defining the sensor signal, both
the reception and transduction components; however, as it was dis-
cussed in an earlier section, the temperature uniformity and accurate
measurements of the temperature are not easily obtained. In Ref. 97,
the authors used several methods in order to attempt to extract the
temperature, while to date no error-free method is known to the au-
thors. In addition, humidity does not only influence the way in which
the sensing proceeds, but it also changes the power dissipation of the
SMO microheater. The change in power dissipation also changes the
thermal resistive behavior of the microheater itself, effectively reduc-
ing the provided temperature for the active sensor area, ultimately
influencing the sensing performance and introducing another layer of
uncertainty. When developing SMO sensing behavior models based
on experimental results, the accuracy of the experimental setup and
proper extraction is of upmost importance. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) Nt is defined as the number of donors of the charge
density ND, found in the depletion region. Solving 9, 10, and 11 and
substituting in the transducer function from 29 the authors determine
the transducer function as The only relevant transducer function, treated by the authors, is the
double-Schottky barrier model across neighboring grains, visualized
in Figure 19. Nt is defined as the number of donors of the charge
density ND, found in the depletion region. Solving 9, 10, and 11 and
substituting in the transducer function from 29 the authors determine
the transducer function as Influence of noble metal additives.—As previously discussed, the
introduction of noble metal additives has been used to increase the
sensitivity and selectivity of SMO gas sensors. A perfect example is
the use of Pt in SnO2 sensors for CO detection, shown in Figure 10d. Recently, researchers have attempted to address the influence of plat-
inum additives in the reception-transduction behavior of the SnO2
sensor using operando spectroscopy.156 The authors found that nano-
sized clusters of Pt are formed on the sensing film’s surface. These
act as primary reaction sites for CO oxidation, thereby significantly
increasing the sensing effect, when compared to pristine SnO2 films. The amount of platinum also determines whether CO oxidation or CO
sensing will dominate, therefore simply having more of an additive
does not automatically mean an improved sensor response, even if
the additive is more reactive. This is clearly demonstrated in Ref. 87
and in Figure 10b, where the introduction of 0.2wt% Pt resulted in an
improved performance, while increasing this to a 2wt% reduced the
sensing response to below pure SnO2 levels. A reproduction of these
experiments in Ref. 139 in a humid environment showed that the re-
sponse of the 2wt% loaded film does not fall below that of the undoped
film, but is nevertheless less sensitive than the 0.2wt% alternative. d R
dNt
=
Nt
(L D ND)2 =
m
L D ND
,
[30] [30] where L D is the Debye length and m is defined to refer to the reduced
surface charge density using where L D is the Debye length and m is defined to refer to the reduced
surface charge density using m =
Nt
L D ND
. [31] [31] The second part of the function given in 29 is the reduction, which
involves several components. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) One way to ensure a proper
link between the characterized and simulated temperatures is to avoid
the complex microheater and membrane structure while performing
the measurements, but instead using a heat chamber. This is most
commonly done and it ensures the same conditions for the simulation
and characterization. However, understanding how the sensor behaves
when the temperature distribution across the SMO film is not uniform
would be an important study in itself. In addition, including the in-
fluence of humidity on the change in the microheater temperature,
and not only on the surface reactions, would go a long way in the
formation of a fully-encompassed SMO simulator. Only through such
a simulator, which covers multiple aspects of an SMO device, will a
leap in the development and scaling of these devices be made possible. Power-law response.—Recently, Hua et al.152–154 investigated
means to physically model the power-law response of SMO gas sen-
sors. The exponent in the power-law response is one of the primary
problems in fully understanding the sensing mechanism of MOS gas
sensors and in providing an accurate physical model. The exponent
was shown to be specific to the particular gas and temperature.152–154
However, other results also show the exponent varying with prepara-
tion conditions of the sensing film and the relative humidity.155 The model proposed by Hua et al. is summarized here, but for a
more detailed discussion, the reader should refer to.152–154 The study
has been performed by observing the power response of SnO2 to
exposure to CO in the presence of dry air. The transducer model
is built on two conducing mechanisms, the Schottky barrier model
and grain model, while the receptor functions were calculated using
the law of mass action for oxygen with different concentrations of
reducing gas. The primary novelty in the work is the suggestion that
the exponent n can be fully broken down into two components, one
dealing with the transducer function and one the receptor function. The receptor function Rce deals with the adsorption of oxygen and
subsequent reaction with CO or H2, while the transducer function Ts
deals with the influence of the added charges on band bending and
resistance: d R
d P = d R
dNt
× dNt
d P
[29] [29] The only relevant transducer function, treated by the authors, is the
double-Schottky barrier model across neighboring grains, visualized
in Figure 19. ) unless CC License in place (see abstract).
ecsdl.org/site/terms_use
address. Redistribution subject to ECS terms of use (see
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Downloaded on 2020-01-10 to IP Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) Essentially, the authors solve this in the
same way as previously discussed, using the mass action law. For the
different oxygen species O−, O−
2 , and O2−the derived equation for
the exponent was n = 1
2
1 −
1
m2 + 1
,
[32]
n = 1 −
1
m2 + 1, and
[33]
n = 1
4
1 −
1
2m2 + 1
,
[34] n = 1
2
1 −
1
m2 + 1
,
[32] n = 1
2
1 −
1
m2 + 1
,
[32]
n = 1 −
1
m2 + 1, and
[33] [32] n = 1 −
1
m2 + 1, and
[33] [33] The ways in which a noble metal atom can influence the sens-
ing film is described in some detail in several recent works156,157 and
are partially summarized in Figure 22. The two primary mechanisms
are chemical and electrical sensitization. The chemical sensitization
mechanism is related to the spill-over of gases, which is primar-
ily attributed to metallic clusters which adsorb oxygen or reducing
gases.158 The adsorbed gas molecules are subsequently activated and
transferred to the SnO2 surface, increasing the reactivity of the sens-
ing film, thereby improving the sensitivity, as depicted in Figure 22a. The electrical sensitization mechanism is based on the Fermi level
alignment of the SMO material and noble metal phase, due to the fact
that the metal phase has a different work function. The contact be-
tween the two materials leads to an alignment of the Fermi levels and
thereby surface band bending. This band bending is now controlled
by the contact between the two materials and not by the presence of
an ionosorbed species, depicted in Figure 22b. n = 1
4
1 −
1
2m2 + 1
,
[34] [34] respectively. The Equations 32, 33, and 34 can be described by a single
equation n = α
2β
1 −
1
βm2 + 1
,
[35] [35] where α = 1 or α = 2 for dissociative or non-dissociative adsorption,
respectively, and β is the charge state of oxygen adsorbates on the
surface. A power law exponent is furthermore calculated for the ad-
sorption of reducing gases, and the adsorption of oxidizing gases. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) In the absence of a chemical and electrical interaction between
the metal phase and SMO film, a competitive reaction on the noble
metal phase takes place, decreasing the concentration of the target gas,
thereby hindering the sensing effect, shown in the top surface reaction
in Figure 22b.139 However, an oxidation reaction at the interface of the
two solids could enhance the gas reception and thereby the sensing
behavior.157 The noble metal atoms or ions can also be incorporated
in the SMO’s lattice, changing the chemical and electrical behavior of
the film and thereby the reception and transduction effects. In Figure
22c the various locations of noble metal atom incorporation in the
SMO film and their effects are shown, as adapted from Ref. 139. If
the valence state of the metal ion is different from that of the replaced
cation, additional acceptor or donor states can be introduced.157 Par-
ticularly doping with Pt leads to a lowered resistance of the sensing
film and an enhanced CO oxidation due to the increased number of
oxygen vacancies generated.157,159 steps were analyzed using process simulation tools. For mechanical
simulations, in order to understand the stress buildup and distribution
in the complex structure, finite element analysis have been carried out. Electro-thermal characterization has been performed using FEM and
an analytical model has been developed as a means to represent the
thermal behavior of the sensor in an equivalent electrical circuit form. Using these simulations, we can perform a complete electro-thermal-
mechanical simulation to better understand the long-term mechanical
reliability of the complex membrane structure of the SMO sensor. Re-
cent designs have been described, which show the improved behavior
of suspended membranes with rounded corners, due to the reduced
current accumulation effects, which could lead to high stresses and
eventual failure. Finally, recent models which describe the sensing mechanism of
SMO film through the reception-transduction behavior have been pre-
sented. Additional calculations have been performed in order to char-
acterize the effects of gas ionosorption at the surface of SMO thin
films. The adsorbed charges generate an effective surface potential,
which forms an electric field, influencing the behavior of the charge
carriers in the SMO and thereby also its conductance. While the con-
ductivity of the SMO film can be described using drift diffusion equa-
tions with reasonable accuracy, the exact chemisorption steps are still
not fully known. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) The
calculated values seem to agree with the experiments shown; however,
the full picture is also here not given. The subsequent adsorption of
gas molecules to form a thin accumulation layer is not addressed and where α = 1 or α = 2 for dissociative or non-dissociative adsorption,
respectively, and β is the charge state of oxygen adsorbates on the
surface. A power law exponent is furthermore calculated for the ad-
sorption of reducing gases, and the adsorption of oxidizing gases. The
calculated values seem to agree with the experiments shown; however,
the full picture is also here not given. The subsequent adsorption of
gas molecules to form a thin accumulation layer is not addressed and Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) B878 Figure 22. Cross section of a grain within a SMO film, together with a noble metal doping. (a) The red metal atom can serve to spill over an oxygen molecule,
slitting it into two atoms and allowing it to adsorb to the surface. (b) Fermi level control mechanism based on the alignment of the Fermi levels of the SMO film
and the noble metal. Also, a competing catalytic reaction with the metal atom is shown. (c) Atomic sites are shown, with the metal atom acting as a reactive site
and possibly as an acceptor/donor. The images are adapted from Ref. 139. Figure 22. Cross section of a grain within a SMO film, together with a noble metal doping. (a) The red metal atom can serve to spill over an oxygen molecule,
slitting it into two atoms and allowing it to adsorb to the surface. (b) Fermi level control mechanism based on the alignment of the Fermi levels of the SMO film
and the noble metal. Also, a competing catalytic reaction with the metal atom is shown. (c) Atomic sites are shown, with the metal atom acting as a reactive site
and possibly as an acceptor/donor. The images are adapted from Ref. 139. Journal of The Electrochemical Society, 165 (16) B862-B879 (2018) The most recent studies on the surface chemisorption
of CO on SnO2 have been described in this review. While the general
opinion was that the sensing mechanism involves the adsorption of
oxygen at the surface, which creates a depletion layer, followed by a
reaction of that oxygen with CO gas molecules to form CO2, thereby
reducing the depletion layer once more. Although this is accurate in
most cases, there are still events which are less clear, including the evi-
dence of a sensing behavior even when little or no oxygen is present in
the ambient or in an inert/CO ambient. The most recent understanding
of these phenomena have been summarized in this review along with a
discussion on the influence of noble metal additives to the SMO film. Primarily, the additives can improve the sensitivity, and sometimes
selectivity, of the film; however, increasing the amount of additive
metal does not immediate mean an increase in the sensitivity. There
is a more complex relationship, which still requires further research
to completely understand. Conclusions There has been significant progress recently in the design, model-
ing, and understanding of SMO gas sensors. These types of sensors are
currently the cheapest and most portable option available for the detec-
tion of harmful environmental pollutants. The ability to integrate the
device with CMOS circuitry and to fabricate it using a mature CMOS
foundry are primary reasons for its success in industry and commer-
cialization. However, in order to make a truly integrated smart gas
sensor using an SMO film, there are several aspects which still need
to be improved upon. Those include an improvement in the reliability
of the different layers used as well as a complete understanding of the
sensing mechanism itself, which is still lacking. Advanced modeling and simulation tools have been used to obtain
a deeper understanding of the fabrication, reliability, and operation of
semiconductor metal oxide gas sensors. The advanced analysis and
characterization have allowed us to recently develop optimized sensor
designs which reduce the power consumption, improve temperature
uniformity, and minimize stress accumulation. Of primary importance
is reducing the power dissipation of gas sensor arrays to levels com-
patible with portable technologies, while ensuring proper temperature
uniformity across the active sensor area. In this review, recent de-
signs were compared for their power efficiency, showing that few
large microheaters are preferred to many small ones. Recent designs
introduce the concept of a microheater array, which takes advantage
of this knowledge to ensure improved power dissipation while still
allowing for multiple sensors in order to introduce selectivity to the
SMO device. In addition, researchers are always searching for new
materials, which have improved microheater properties; however, this
is difficult as it is still desired to have these readily available in a
CMOS fabrication facility, due to the associated cost reduction. ORCID
Lado Filipovic
https://orcid.org/0000-0003-1687-5058
Ayoub Lahlalia
https://orcid.org/0000-0002-4680-0498
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159. G. N. Vayssilov et al., J. Phys. Chem. C, 115(47), 23435 (2011). ) unless CC License in place (see abstract). ecsdl.org/site/terms_use
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Social Investment after Neoliberalism: Policy Paradigms and Political Platforms
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Jnl Soc. Pol. (2015), 44, 2, 297–318
C⃝Deeming, C. & Smyth, P. 2014. This is an Open Access article, distributed
under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/3.0/), which
permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly
cited. Jnl Soc. Pol. (2015), 44, 2, 297–318
C⃝Deeming, C. & Smyth, P. 2014. This is an Open Access article, distributed
under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/3.0/), which
permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly
cited. doi:10.1017/S0047279414000828 Abstract The concept of the ‘social investment state’ refocuses attention on the productive function
of social policy eclipsed for some time by the emphasis on its social protection or compensation
roles. Here we distinguish between different social investment strategies, the Nordic ‘heavy’
and the Liberal ‘light’, with particular reference to the inclusive growth approach adopted in
Australia. In 2007, social democrats in Australia returned to government with a clear mandate
to reject the labour market deregulation and other neoliberal policies of its predecessor, and
to tackle entrenched social and economic disadvantage in Australian society. For the last
five years, social investment and inclusive growth has been at the centre of the Australian
social policy agenda. Against this background, the article examines and critically assesses the
(re)turn to ‘social investment’ thinking in Australia during Labor’s term in office (2007–13). Analysis focuses not just on what was actually achieved, but also on the constraining role of
prevailing economic and political circumstances and on the processes that were used to drive
social investment reform. In many ways, the article goes some way to exposing ongoing tensions
surrounding the distinctiveness of ‘social investment’ strategies pursued by leftist parties within
the (neo)liberal state. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social Investment after Neoliberalism: Policy
Paradigms and Political Platforms CHRISTOPHER DEEMING∗and PAUL SMYTH∗∗
∗School of Geographical Sciences, University of Bristol, UK
email: chris.deeming@bristol.ac.uk
∗∗School of Social and Political Sciences, University of Melbourne, Australia
email: p.smyth@unimelb.edu.au Introduction In this article, we critically examine the concept of ‘social investment’ and the
political strategies pursued by social democratic parties in power. Here we
distinguish between investment platforms, the Nordic ‘heavy’ and the Liberal
‘light’, with particular reference to the inclusive growth strategy adopted by the
Australian Labor Party during its term in office (2007–13). We critically examine
the reasons for Labor adopting a ‘social investment’ approach. In so doing,
the article provides a critical analysis of the content and coherence of Labor’s
social investment strategy in terms of policy change (cf. Hall, 1993). Analysis
focuses not just on what was actually achieved, but also on the constraining role
of prevailing economic and political circumstances and on the processes that
were used to drive social investment reform. More broadly, we are interested in
situating the Australian case within the growing literature on ‘social investment’, org/10.1017/S0047279414000828 Published online by Cambridge University Press christopher deeming and paul smyth 298 and we contrast the Australian ‘light’ approach with the ‘heavy’ investment
strategies pursued elsewhere in Northern Europe. In many ways, the article goes
some way to exposing ongoing tensions surrounding the distinctiveness of ‘social
investment’ strategies pursued by leftist parties within the (neo)liberal state. The concept of a ‘social investment state’ has a deep resonance with an
Australian social policy history strongly characterised by productivist values and
giving each other a ‘Fair Go’ (opportunity). We illustrate this briefly from the
classic moments in the evolution of the ‘Australian Way’ before reflecting on the
(re)turn to ‘social investment’ policies in the early part of the twenty-first century. We show how this productivist revival helped break the austerity constraints on
Australian social policy created in the neoliberal period. At the same time, we
find that the contemporary concept of ‘the social investment state’ is only a
partial expression of this productivist tradition and remains politically fragile
because of deep uncertainties around the future of domestic economic policy. We also find that, because of its rather unique history and policy pathway of
achieving redistributive efforts using the instruments of wage regulation (rather
than public expenditure in traditional areas of welfare), Australia has a particular
challenge of reviving the productive dimension of social policy in a way that
is not detrimental to its protective or compensatory functions. Introduction Needless-to-say,
some of the longer-term outcomes and returns on investments in areas such as
early childhood development, mental health, education and social mobility, for
example, cannot be accommodated in this review. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment: emerging concept and policy context Social investment: emerging concept and policy context
‘Socialinvestment’arguablyrepresentstheverylatestjustificationforsocialpolicy
to guide the development of the economy and society in the twenty-first century. Theearlyoriginsofthesocialinvestmentperspectivearetraceabletothefounding
of the Swedish social-democratic welfare state in the 1930s, and the arguments of
Swedish social democrats who viewed social policy as an investment rather than
a cost (Tilton, 1993). Since the late 1990s, new ideas and strategies concerning
the role of social policy for societal development have been formulated, and,
internationally, policy agendas now point towards a similar policy logic based
around notions of ‘social investment’ (Midgley, 1999). The notion of ‘social
investment’ makes reference to policies that aim to help disadvantaged citizens
to succeed in education and the labour market. As Jenson (2012) argues, ‘social
investment’ can be distinguished both from the more traditional ‘Keynesian’
social policy approach based on income and job protection and from the
‘neoliberal’onebasedonderegulationandthecommodificationofhumanlabour. Nevertheless, social policy scholars do not share a singular theoretical core on a
par with macro demand-side management or supply-side economic liberalism,
nor could we say that the ‘social investment’ perspective has fully emerged as the https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 299 dominant policy paradigm (see, for example, Hemerijck, 2012). Despite some
of the conceptual vagueness, two core features may be observed: investment in
human capital and the objective of full labour market participation. Indeed, the
notion that the social investment state seeks to rebuild the welfare state around
work has become iconic in the European context but, as we shall see, this has
been a long-standing tradition in the Australian context. Conceptually, scholars
attempt to separate out ‘social investment’ spending from social spending on ‘old
social risks’ relating to pensions, healthcare and unemployment benefits (but
this can be problematic as we shall see). More broadly, scholarship continues to
observe distinctions between different ‘worlds’ (Morel et al., 2012) and ‘varieties’
of social investment regime (Bonoli, 2009), with further distinctions between
different investment strategies. These may be described as ‘strong’ or ‘weak’ for
example (Bonoli, 2012), or (as we prefer) ‘heavy’ and ‘light’, and our notion of
‘Social Policy as Productive Factor’ may go beyond that originally envisaged in
Europe in the late 1990s (European Commission, 2000). https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment: emerging concept and policy context The experience of the Nordic countries suggests that it may be perfectly
possible to combine strong social protection (i.e., ‘old’ social spending) with
heavy investment in human capital (i.e., ‘new’ social spending, particularly
in education and early childhood policies) in order to secure greater levels
of equality and foster the human capital of future generations (Kvist 2014). According to Esping-Andersen et al. (2002) social policy should actively mobilise
the productive potential of citizens in order to mitigate the ‘new’ social risks
of the post-industrial knowledge-based economy (adversely affecting low-skilled
workers, women, young adults and children). New family- and child-centred
investment strategies, for example, can break patterns of social inheritance
and exclusion. Social protection, however, is of paramount importance even
in the most productivist of welfare states, as Esping-Andersen (2001) argues. The human capital-based investment strategy will inevitably leave some citizens
behind, and, thus, it remains an imperative to have a secure welfare safety
net of minimum income support underpinning the social investment strategy. Social democrats in market liberal economies such as Labour (between 1997 and
2010) in the UK, by contrast, have pursued lighter social and human capital-
based investment strategies alongside the pro-market employment orientation
of welfare provision. Here ‘passive’ welfare systems, which had created a ‘moral
hazard’, were transformed by ‘active’ social policies.1 The role of the state was
to facilitate ‘activation’, with new training programmes to improve skills, and
new forms of welfare ‘conditionality’ to tackle the wider cultural problem
of ‘worklessness’ in society. Tax and benefit reforms, and incentives, helped
to ‘make work pay’. This policy platform was inspired by ‘Third Way’ social
democratic thinking advocated by Anthony Giddens (1998), and later embraced
by the European Commission and the OECD (Hemerijck, 2012; Jenson, 2010). In Figure 1, we see the different investment strategies which show the Nordic https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 300 christopher deeming and paul smyth Social investment expenditure
Compensatory expenditure
−
+
+
Traditional compensatory
welfare systems
Southern and Continental Europe
Dual investment liability:
protection and promotion
Nordic countries
−
Hidden welfare state
USA
Productive human capital
investment and low protection
UK
Figure 1. Four worlds of social investment
Source: Adapted from Morel et al. (2012: 358). dual investment approach (i.e., protection and promotion), and the UK’s human
capital investment approach combined with low social protection. The USA is
taken as an example of a weakly developed social investment state. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment: emerging concept and policy context The policy context in Australia, however, is very different to that found
in Europe. Here we find the emergence and foundations of Australia’s ‘social
investment state’ at the end of the nineteenth century and the beginning of the
twentieth century (this has been well documented elsewhere, Perkins et al., 2005;
Smyth, 2008). Its novelty lay in the emphasis on the role of social policy as
economic investment. Thus, social investment played a key role in the economy,
with extensive government investment in capital infrastructure, utilities and
state enterprises. Industrial regulation provided a formative social investment
pathway and the orientation towards a ‘welfare society’, rather than a ‘welfare
state’. Minimum wage laws were introduced in South Australia in 1894 and then,
in 1907, the ‘Harvester Judgment’ gave courts in Australia the power to determine
acceptable working conditions including (minimum) living wages for families. Thus, a social economy with a fair wage was the order of the day. Clearly, an
inclusive growth strategy has always been at the heart of the ‘Australian Way’. Even the so-called ‘wage earners’ welfare state’ only made sense – and in fact only
ever worked – when integrated within a successful growth strategy designed to
deliver more and better-paid manufacturing jobs in the industrial period. Across the 1980s and 1990s, social policy had progressively reduced its role to
socialprotectionorcompensation,vacatingthesphereofeconomicproductionto
the newly revived free market economics. Welfare slowly shrank to the dimension
of an income ‘safety net’, and thus seemingly faced a future of permanent
austerity. However, with the election of the Rudd Labor government in 2007,
we observe a return to the characteristically Australian productivist tradition
of active state investment. The ‘social investment’ agenda emerged first as an
economic policy agenda aimed at lifting the performance of the nation’s ‘human https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Pre social investment after neoliberalism 301 capital’ (especially disadvantaged groups who were measurably underachieving). This was overlaid by a ‘social inclusion’ agenda belatedly adopted from Europe. As we shall show below, social policies were soon being politically reframed in the
languages of ‘investment’ and ‘inclusion’, although the narratives lacked depth
and the policies any rigorous framework of the means for and goals of social
investment (Saunders, 2013). In his critique of ‘social investment’, Nolan (2013) distinguishes the
‘paradigm’ from the ‘platform’. We shall show that social investment is already
embedded as a platform in Australia. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment: emerging concept and policy context But we also explore what the Australian
experience can tell us about it as a paradigm. Here we have three main points of
departure. The first arises from the observation that the agenda requires a more
integrated approach to economic and social policy than that which was obtained
for much of the postwar period (Smyth and Buchanan, 2013). Especially after
the triumph of neoliberal economics in the 1980s and 1990s, social policy found
itself subordinated to the market with little room to construct a positive role for
state intervention. Thus, when economic policy actually shifted to allow space
for a social investment agenda which would tackle the negative effects of poverty
and inequality, even while promoting economic growth, many in social policy
remained suspicious of an ongoing subordination of the social to the economic
(Nolan, 2013). But the challenge to a better integration of economic and social policy
runs more deeply through the discipline. Thus, Beblav´y et al. (2013) describe
the difficulties in integrating a study of education with social protection in
the OECD, when the first is positioned as being about ‘opportunities’ and the
second about ‘outcomes’. Education of course is the vanguard of the social
investment approach. The narrow preoccupation of the social policy tradition
with the tax and transfer system has also stifled dialogue with development
policy where the inclusive growth approach offers a more complete integration
of the economic and the social than that so far afforded by the social investment
framework. Midgley (1999), for example, writes of social policy’s inability to
take full account of the role of social policy in growth and structural change. To
progress ‘social investment’, the new role of social policy cannot just be about
protection but about building the productive capacities of citizens – principally,
but not exclusively, their education and health. This leads to our second challenge. While the positive social policy
environment in Australia has partly reflected an economy that has avoided
recession for over two decades, today’s global economic environment highlights
that a social investment platform by itself is not enough if the economy does
not deliver sufficient employment opportunities. Here social policy cannot
be indifferent to the different implications for its role of either a persistent
neoliberal ‘growth first’ strategy or a shift to the alternative of ‘inclusive growth’
currently being developed by the OECD and Bretton Woods institutions. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment: emerging concept and policy context In the org/10.1017/S0047279414000828 Published online by Cambridge University Press 302 christopher deeming and paul smyth inclusive growth strategy, government seeks to influence the pattern of economic
development to ensure opportunities for all citizens (OECD, 2014). The third
challenge – and one very much a focus of this paper – is already well canvassed in
the literature: that is the tendency for the productivist values of social investment
to be promoted at the expense of, rather than as a complement to, the value
of social protection. Here the Australian case is of particular interest because
we show how the recent renewal of the characteristically productivist welfare
tradition has indeed been accompanied by greater constraints around aspects of
its income support system. Australia is an interesting site on which to explore these issues. The neoliberal
period brought radical not incremental change to the traditional Australian
welfare state model. In the mid-1990s, the Australian welfare regime was well
recognised in the international literature as a fourth – ‘radically redistributive’ –
world, an exception to Esping-Andersen’s threefold typology. Australia became
routinely identified as the ‘wage earners’ welfare state’ (see Deeming, 2013a, for
a critical review of this literature). By the close of the twentieth century, this
model had been largely confined to history and the new social investment state
was being designed around the needs of ‘hardworking’ Australian families. Australia’s (re)turn to social investment Australia s (re)turn to social investment
If the oil crises of the 1970s helped to usher in the neoliberal chapter in Australian
politics, then the global financial crisis helped to instigate a return to social
investment (Saunders and Deeming, 2011). The Rudd Labor government, which
had been elected in 2007, reverted to ‘Keynesian’ social investment policies in
order to stimulate the economy in the face of recession (showing the interchange
of economic ideas, see Hall, 1989, on different variants of Keynesianism). ‘Nation
Building’, rather than neoliberal austerity measures, point to the productive
interpretation and value of social interventions as ‘social policy’ under Labor. Capital spending on national infrastructure projects and new investment in
road, rail and port infrastructure, for example, may be outside the more narrow
confines of the list of policy proposals contained in the Social Investment Package
produced by the European Commission (2013), but we might well question
the logic of this framework. Such questioning of the term and of what might
reasonably be included or excluded under a ‘social investment strategy’ is a
recurring theme in this article. Labor politicians now distanced themselves from neoliberal ideology,
arguing instead for social democratic values and principles of social investment
and inclusion to help make Australia a fairer society. As we shall see, however,
there were strong continuities but also critical differences from the ‘neoliberal’
agenda, particularly with the role of the ‘enabling’ or ‘active’ investment state
taking greater responsibility for workforce participation and for skills, training social investment after neoliberalism 303 and employment strategies, as articulated by social democrats in Europe (Esping-
Andersen et al., 2002). Keynesian principles of social investment in human capital
and infrastructure were also revived under Labor. The traditional social demo-
cratic concern with social justice also remained, but the relationship between
the state and recipients of welfare was now recast in a new contract of ‘rights
and responsibilities’, framed by new thinking about inclusive economic growth
(SmythandBuchanan,2013).TheLaborgovernmentnowfirmlybelievedinsocial
inclusion through paid work. Policymakers agreed that all working-aged adults
whocouldworkshouldbeengagedinthelabourforce,thusincreasingthecentral-
ity of paid work to the securing and production of family well-being in Australia. In the lead-up to the 2007 election, Labor had announced its support for
a ‘social inclusion’ policy. The approach rested on the assumption that a purely
income-based approach to disadvantage does little to address the underlying
causes of social disadvantage. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Australia’s (re)turn to social investment Social inclusion initiatives focused on social and
economic participation as a means of overcoming social disadvantage. The social
inclusion agenda had two guiding principles: firstly, it must tackle the social
exclusion of individuals and communities; and, secondly, it must invest in the
human capital of citizens, especially the most disadvantaged. The goal for Labor
was to reduce state spending on unproductive areas of social welfare, such as
social security benefits, by increasing labour market participation and inclusion. Access to paid work was not only seen as the best welfare guarantee, but higher
rates of labour market participation also increases the tax base and thus helps to
sustain other welfare state functions, such as healthcare and pensions for older
citizens in retirement. The Labor government regarded work as the best route out of poverty for
unemployed Australians, although it was now content to pursue the (diminished)
goal of full employability, as opposed to full employment. Australia has one of
the lowest unemployment rates among the advanced economies (Figure 2), and
the number of people out of work has risen following the economic downturn in
2008. Nevertheless, the legitimate role of the active welfare state was to mobilise
the full productive potential of Australian citizens. New ‘activation’ and job
training programmes helped to reskill workers and increase their job readiness. Long-term unemployment can deskill in the knowledge economy. Training
unemployed citizens in the skills required by employers was therefore part
of the supply-side approach adopted by the Labor government to overcome
shortfalls in the economy. Compared to European countries, however, the
level of state investment in human capital policies and active labour market
programmes (ALMPs) in Australia remained relatively low by comparison,
and their effectiveness to generate successful employment outcomes in the
Australian context is questionable (Belchamber, 2013). Table 1 shows total annual
expenditureonactivelabourmarketpoliciesinAustraliaat0.3percentofGDPfor org/10.1017/S0047279414000828 Published online by Cambridge University Press 304 christopher deeming and paul smyth TABLE 1. Australia’s (re)turn to social investment Public expenditure on active labour market policies in
the advanced economies (% of GDP)
2004
2005
2006
2007
2008
2009
2010
2011
Denmark
1.8
1.6
1.6
1.3
1.4
1.7
2.1
2.3
Sweden
1.1
1.2
1.2
1.0
0.9
0.9
1.1
1.1
Finland
1.0
0.9
0.9
0.9
0.8
0.9
1.1
1.0
France
1.0
0.9
0.9
0.9
0.9
1.0
1.1
0.9
Germany
1.1
1.0
0.9
0.7
0.8
1.0
0.9
0.8
Norway
0.8
0.7
0.6
0.6
−
−
−
−
UK
0.5
0.4
0.3
0.3
0.3
0.4
−
−
Australia
0.4
0.4
0.3
0.3
0.3
0.3
0.3
0.3
New Zealand
0.4
0.4
0.4
0.3
0.4
0.4
0.3
0.3
United States
0.1
0.1
0.1
0.1
0.2
0.2
0.1
0.1
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-
data-en). Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-
data-en). Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-
data-en). 0
1
2
3
4
5
6
7
8
9
OECD
Australia
Figure 2. Unemployment rates (all adults) in the advanced economies, 2000–13
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). Figure 2. Unemployment rates (all adults) in the advanced economies, 2000–13
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en Figure 2. Unemployment rates (all adults) in the advanced economies, 2000–13 Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). the years 2007–11. Denmark had the highest expenditure on ALMPs at 2.3 per cent
of GDP in 2011. The relatively low level of investment in ALMPs may surprise,
given Labor’s firm commitment to social investment and inclusion. However,
if social investment in ‘human capital policies’ is more broadly conceived
to include education (including vocational education and training in schools
and universities), we find Australia has above average spending and performs
well on educational and training outcomes (Burke, 2013). There is widespread https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 305 0.00
0.10
0.20
0.30
0.40
0.50
0.60
Figure 3. The strength of the link between individual and parental earnings in the advanced
economies Note: The height of each bar measures the extent to which sons’ earnings levels
reflect those of their fathers. The higher the value, the greater is the persistence of earnings
across generations, thus the lower is the intergenerational earnings mobility. Source: OECD (2010: 181–98). Figure 3. Australia’s (re)turn to social investment The strength of the link between individual and parental earnings in the advanced
economies Note: The height of each bar measures the extent to which sons’ earnings levels
reflect those of their fathers. The higher the value, the greater is the persistence of earnings
across generations, thus the lower is the intergenerational earnings mobility. Source: OECD (2010: 181–98). consensusthatadvancedwelfarestateshavetomaintainahighlyskilledandhighly
productive workforce in order to maintain living standards and competitive
advantage in the global economy. The Labor government embraced the latest social investment principles that
prioritise high levels of employment for both men and women. New family-
and child-centred social policies were introduced that effectively ‘hollowed
out’ the old ‘male bread-winner/female home-maker’ (or ‘wage earner’) model
of welfare in favour of the new dual-earner model of family-centred welfare
production (Deeming, 2013a). In terms of policy redirection, this welfare effort
looked to privilege the active stages of the life course, but here Labor was also
attempting to promote social mobility. For Labor’s policy of social inclusion also
committed the government to tackling social exclusion at birth. Comparatively,
Australia performs well on most indicators of intergenerational social mobility,
which is concerned with the relationship between the socio-economic status of
parents and the status their children will attain as adults. Figure 3, for example,
shows the strength of the link between the individual and parental earnings. In
Australia, this link is relatively low compared to the UK, where it is relatively
high. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 306 6 christopher deeming and paul smyth Labor focused much of its efforts on strengthening the system of welfare
for ‘hardworking families’; this term, which has positive connotations, was
extensively used by Rudd and Gillard during the 2007 federal election. Successive
Labor budgets (2008–12) were mildly progressive, intent on improving the living
standards for this group. The government provided tax relief for low-income
households, the Low Income Tax Offset, and child-care tax rebates to the tune
of $47 billion, such as the Child Care Rebate and Family Tax Benefit, to help
provide for their needs. The Labor administration also introduced the national
Paid Parental Leave scheme in 2011. Thus, a new model of employment relations
is in the making whereby both men and women share both working and family
time. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Australia’s (re)turn to social investment However, the Australian ‘social investment’ discourse was clearly not just
about protecting low-income working families from the perils of the free market. Labor had embraced the latest social investment principles with the new family-
and child-centred policies, child-care rebates and tax breaks that now saw more
affluent‘middle-class’familiesdrawnintothe‘fiscal’welfaresystem,thuscreating
a ‘dual’ welfare system in Australia. Significantly, this ‘social investment state’ reform agenda in Australia
emerged from economic not social policy – perhaps explaining why social policy
research has beensoslow torecognisethemajorwelfarereformtrenditembodies. Also it originated under the Liberal–National coalition government led by John
Howard (1996–2007), underscoring its bipartisan appeal. The catalyst was the call
fora‘thirdwaveofnationalreform’bytheVictorianstategovernment(Australian
Department of the Premier and Cabinet, 2005). It described the success of the
first two waves in reinvigorating a national economy after significant decline in
the 1980s. Thus, the first wave opened up the economy in that decade principally
through tariff reductions and financial deregulation, while the second focused
on microeconomic reform and was driven through the National Competition
Policy framework established in 1995. While emphasising the ongoing value of
these reforms, the report insisted that participation and productivity had now
emerged as the critical drivers of future prosperity. ‘The most effective way’, it
said, to boost productivity and participation is to develop our human capital. Improving health, learning and work outcomes is how we build a healthy, skilled
and motivated society, and a high income economy that is among the world’s
best’ (Australian Department of the Premier and Cabinet, 2005: 8). The Council of Australian Governments’ (COAG) Reform Council was
established in 2006 and a national reform agenda commenced in 2008. Chairman
John Brumby (2013) summarised the work after five years in a way which shows
the coalescence of economic and social goals. ‘There were two main elements’, he
said, ‘further regulation reform, and investment in human capital . . . (it) was all
about improving the lives of Australians – their health and well-being, their skill
levels and education, their participation in work and in society more broadly . . . It would be good for individuals, good for families, but also good for an economy
whose greatest future strength would lie in the resilience, creativity and capacities
of its people’. The key social policy areas related to the early years, schooling, the
employment participation of youth and at-risk groups; better health services and
systems; and closing the gap on indigenous disadvantage. Australia’s (re)turn to social investment The very notion of ‘hardworking Australian families’, the preferred
expression of Prime Minister Gillard in her 2010 Address to the Nation, is not
just a rhetorical device aimed at a political constituency – it also articulates
a range of normative assumptions about the way in which life should be
lived in Australia in the twenty-first century. Work is seen as the best form
of welfare for Australian families, not only because work provides greater
financial rewards, but also because it promotes individual and social well-being. Therefore, regulatory work-based welfare measures that had been introduced in
the 1990s were strengthened in order to help move welfare claimants into paid
employment. Thus, increased benefit conditionality was perfectly justifiable in
order to tackle what policymakers saw as the growing social problem of ‘welfare
dependency’ in Australia and the culture of ‘worklessness’ that had evolved out
of the passive system of social security transfers. With the emphasis on individual
responsibility, reciprocity and obligation, there are strong continuities here with
neoliberal workfare-orientated policies, as benefit claimants, particularly parents
with young children, now found new conditions and forms of enforcement
attached to social security payments: being available for work and actively seeking
employment and being able to demonstrate this, for example, were minimum
codes of conduct. Harsh punitive sanctions help to guard against non-compliance
(Blaxland, 2013). Labor’s Fair Work Act reversed the unpopular labour market polices of the
1990s and improved job security for workers. In particular, Labor restored to
Australian workers the legal right to appeal against harsh or unfair dismissals
from their place of work – a right that had been rescinded by the Workplace
Relations Amendment Act 2005, known as WorkChoices. Once again, collective
bargaining was encouraged and wages were to reflect relative living standards and
the needs of workers (as well as the potential impact of changes on the labour
market and unemployment levels). Low-paid workers clearly benefited. Despite
the falling value of minimum wages during the 1980s and 1990s, minimum
wage protection levels in Australia increased during the 2000s, offering low-paid
workers better protection from the vagaries of the market. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 307 Targeted tax cuts for working families and the Fair Work initiative, which
reinstated the notion of appropriate minimum wage rates on social justice
grounds, clearly marked a return to more familiar territory for Australian social
policy. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Australia’s (re)turn to social investment It is a policy profile
which matches broadly that associated with the Social Investment Package in
Europe – relating to the early years, youth, activation and health (European
Commission, 2013). https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 08 christopher deeming and paul smyth 308 While often referred to as the ‘human capital’ agenda, the breadth of the
COAG reforms points to the influence on Australian policymakers of Sen’s work
on capabilities (Sen, 2005), and the capabilities approach has also underpinned
the Federal Treasury’s economic well-being framework. This approach, said
COAG’s ‘Third Wave’ report, ‘considers not only incomes, but also health and
education outcomes . . . A human capital approach therefore supports not
only economic outcomes, but also the public interest more broadly’ (Australian
Department of the Premier and Cabinet, 2005). The COAG Reform Council’s
five-year progress review found that the implementation and outcomes had been
a mixed success. While endorsing the overall policy agenda, it noted that there
was some loss of reform momentum as a result of the global financial crises,
the changing political composition of member governments and the general
challenges created to national reform agendas by Australia’s federal system of
government. Further, many significant areas of reform relating to human capital
have subsequently occurred outside of the COAG framework. Whether or not
COAG continues as the vehicle of national reform in Australia remains to be seen. However the policy directions which it has set have provided Australia with the
base for that transition from a welfare to a social investment state integral to the
inclusive growth approach (Smyth and Buchanan, 2013). The Labor administration also secured major investment in ‘old’ social
welfare protection against social risks during its term in office, securing real
improvementstothestandardoflivingforpensionersandpeoplewithadisability,
although the extent to which all forms of ‘social spending’ may be differentiated
between ‘social investment’ spending (looking for ‘returns’) and ‘non-social
investment’ spending is conceptually problematic, and currently contested as
previously discussed (Nolan, 2013). Superannuation policy, for instance, in
Australia is arguably social investment in financial capital accumulation (i.e.,
part of the ‘piggy-bank’ function of the welfare state alongside the ‘Robin
Hood’ protective welfare function that redistributes resources within society). https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 309 Figure 4. Total public social expenditure in the advanced economies, 2000–13 (as a percentage
of gross domestic product)
Source: OECD Social Expenditure Statistics (SOCX data, DOI: 10.1787/socx-data-en). Figure 4. Total public social expenditure in the advanced economies, 2000–13 (as a percentag
of gross domestic product) Source: OECD Social Expenditure Statistics (SOCX data, DOI: 10.1787/socx-data-en). Australia’s (re)turn to social investment The minimum-income protection floor for pensioners was raised to 28 per
cent of average weekly male earnings, following the Harmer Review (2009)
of the pensions system, and the Superannuation Guarantee rate was set to
increase from 9 per cent in 2012 to 12 per cent by 2018, following the Cooper
Review (2010), benefiting 8.4 million Australians. The Australian health service
was also strengthened under Labor, another key social democratic reform, and
Labor introduced DisabilityCare Australia to support people with significant and
permanent disability. In many ways, the Labor government was an ambitious
welfare-state builder but, in other respects, the Australian system of welfare was
arguably attempting to catch up with social welfare systems found in many of the
other developed economies. Importantly, Figure 4 does show a notable rise in
the level of public expenditure as Labor strengthened health, education, pensions
and disability services. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 309 https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Social investment and equality Social investment and equality
In this section, we move to consider in more detail the social security
policy framework in Australia and some of the distributional impacts and
consequences of Labor’s social investment and inclusion strategy. We are
particularlyinterestedinsocialprotectionandout-of-workbenefits;andthelong-
running trends in poverty and inequality, thus placing Australian trends within
a comparative context. We also consider gender inequalities and Indigenous
peoples’ disadvantage. Proponents of social investment maintain that a secure
welfare safety net of minimum income support is an imperative but, with the
focus on productive investment and activation in the Australian context, it is
far from self-evident that adequate social protection has been secured during
the latest round of social democratic reforms. Most importantly, unemployment
risks themselves are not evenly distributed across society, and risk is increasingly
concentrated at the bottom of the socio-economic class structure. Low-skilled
workers, for example, face a different and altogether higher risk of unemployment
than skilled workers and middle-class professionals. There is good evidence now emerging that suggests investment in human
capital may have been accompanied by greater constraints imposed on Australia’s
system of income support. So, while minimum wage schemes and working tax
credits helped to ensure that work paid, wage replacement rates fell in real terms
by comparison with average earnings. In 2005, for example, unemployment org/10.1017/S0047279414000828 Published online by Cambridge University Press 310 christopher deeming and paul smyth 310 christopher deeming and paul smyth 0
10
20
30
40
50
60
70
80
90
100
Figure 5. Unemployment benefit replacement rates for adults in the advanced economies (%
of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). Figure 5. Unemployment benefit replacement rates for adults in the advanced economies (%
of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). benefit replacement rates for an adult stood at 33 per cent of average wages
compared to just 23 per cent in 2011 – a 10 per cent fall against average earnings. Benefit levels in Australia continue to be amongst the lowest in the Western
world. Thus, Australians appear to accept the risk of a relatively low standard of
living and poverty if they are unable to work or become unemployed. Benefit
replacement rates, paid in the initial phase of unemployment, are low compared
to other advanced economies. For an unemployed adult, benefit replacement
rates amount to about one-fifth of average wages; only unemployed adults in the
UK receive less (Figure 5). Wage replacement rates for single parents and couples
with children in Australia are better, but they remain relatively low in comparison
to the other OECD nations (Figures 6 and 7). In many ways, Labor’s approach to social investment and inclusion remained
distinctly neoliberal or ‘light’, characteristic of the ‘Work First’ approach (any
job is better than inactivity). Labor continued to develop the workfare-orientated
strategy that relies on setting very strong work incentives, largely at the expense
of income support allowances – already low by international standards. Benefit
conditionality increased under Labor and spending on ALMPs, again relatively
low by international standards, remained unchanged over the 2007–13 period. Investment in the social security system for unemployed workers and
vulnerable citizens living on out-of-work benefits was not accorded a priority. social investment after neoliberalism 311 0
10
20
30
40
50
60
70
80
90
100
Figure 6. Unemployment benefit replacement rates for a single parent with two children in the
advanced economies (% of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). Figure 6. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 310 christopher deeming and paul smyth Unemployment benefit replacement rates for a single parent with two children in the
advanced economies (% of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). 0
10
20
30
40
50
60
70
80
90
100
Figure 7. Unemployment benefit replacement rates for a couple with two children in the
advanced economies (% of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). Figure 7. Unemployment benefit replacement rates for a couple with two children in the
advanced economies (% of average wage levels in 2011, plus 2007 for Australia)
Source: OECD Employment and Labour Markets Statistics (DOI: 10.1787/lfs-data-en). https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 312 christopher deeming and paul smyth 312 christopher deeming and paul smyth 0
5
10
15
20
25
30
35
40
45
50
Figure 8. Income inequality in the advanced economies, mid-1980s to the late 2000s (Gini
coefficients) Note: Arrows indicate the change and direction of income inequality. Source: OECD Income Distribution and Poverty Database (IDD in OECD.Stat). Figure 8. Income inequality in the advanced economies, mid-1980s to the late 2000s (Gini
coefficients) Note: Arrows indicate the change and direction of income inequality. Source: OECD Income Distribution and Poverty Database (IDD in OECD.Stat). Liberal welfare states have long assumed that individuals prefer not to work
if minimum wages are undermined by decent social security benefits (i.e.,
‘moral hazard’); in the Australasian context this has particular resonance as work
incentives have long taken priority over any meaningful standard of adequacy
in social policy (Deeming, 2013a). During Labor’s term in office, social policy
scholars(e.g.,SoldaticandPini,2012)continuedtocallintoquestiontheadequacy
of social security benefits for those not in paid work. Labor, however, was
essentially content to preserve Australia’s system of redistribution and arguably
accepted the political limits and constraints imposed by the low-tax approach
to social democracy (Deeming, 2013b; Wilson, 2013). In Australia, the burden
of tax on waged labour is low by international standards, only Switzerland and
New Zealand appear to have lower tax rates than Australia. Indeed, a major
independent review of taxation policy in 2009 (Henry Review, 2009) argued that
the country’s tax and transfer system, which has long favoured market freedom
and individual opportunity, had served Australia well, and the Labor government
accepted this verdict. These reforms go to the heart of the question of whether growth in the
Australian economy has been inclusive. A strong economy and low levels of
unemployment have lifted many but not all boats; a small minority of the
Australian population has remained jobless. Most of the gains from economic
growth were highly concentrated at the top end of the income distribution, and as
a result we find relative poverty and inequality has risen in recent times. Figure 8,
for example, shows widening inequality since the mid-1980s, increasing by 1.6
percentage points on the Gini index.2 social investment after neoliberalism 313 0
5
10
15
20
25
30
Figure 9. Poverty rates in the advanced economies, mid-1990s to the late 2000s (60% of median
income) Note: Arrows indicate the change and direction of income poverty. Source: OECD Income Distribution Database (IDD in OECD.Stat). Figure 9. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press 312 christopher deeming and paul smyth Poverty rates in the advanced economies, mid-1990s to the late 2000s (60% of median
income) Note: Arrows indicate the change and direction of income poverty. Source: OECD Income Distribution Database (IDD in OECD.Stat). PovertyinAustraliahasalsoincreasedsincethemid-1990s,byonepercentage
point. Over a fifth (22 per cent) of Australians now live with disposable household
income below the 60 per cent poverty threshold. As shown in Figure 9, this
puts Australia above most of the other advanced economies on this measure of
hardship. And while some of the latest evidence on social exclusion in Australia
points to a decline in levels of exclusion overall as a result of Labor’s policies,
nevertheless prospects for some of Australia’s most excluded citizens did not
improve over the 2007–13 period (Saunders, 2013). So, while the size of the group
in this position appears to have shrunk, its distance from the mainstream has
undoubtedly grown. ProgressontacklingIndigenouspeoples’disadvantageremainedslowdespite
a range of policy initiatives such as ‘Closing the Gap’, designed to create a more
inclusive Australia. The unemployment rate for people of Aboriginal and Torres
StraitIslanderorigininAustralia,at20percent,isoverthreetimesthenationalav-
erage.IndigenousAustralianstendtoliveinareasofsocio-economicdisadvantage
and experience a gap in life expectancy at birth estimated to be 11.3 years for males
and9.5yearsforfemales,comparedtototalmalesandfemales.Lessthanone-third
ofyoungIndigenousAustralians(agedbetweenseventeenandeighteenyears)and
onlyabouthalfofyoungpeoplefromlowsocio-economicbackgroundsobtainthe
school leaving qualification (Whiteford, 2013). Youth unemployment continues
to be a concern and gender inequalities stubbornly persist in Australian society. Australia is a long way from gender pay parity – a key measure of fairness – despite
thepolicyof‘equalpayforequalwork’.From2010,workingparentsweregiventhe org/10.1017/S0047279414000828 Published online by Cambridge University Press 314 christopher deeming and paul smyth righttorequestflexibleworkarrangementsandworkingtimes.Statepolicyclearly
matters but state-level provision is shaped in important ways at the organisational
level and within the workplace. Women are much more ‘flexible’ workers than
men. In Australia, 70 per cent of part-time employment is female (so in practice
Australia now has mainly one (male) and a half (female) ‘bread-winner’ families). Part-time work and fixed-term contracts help to explain the inferior labour
market position of women, who are disproportionately responsible for care
work (Craig and Mullan, 2011). The re-engineering of welfare policy in the
name of social investment by the Labor government arguably struggled to
tackle some of the deeply entrenched gender, cultural and ethnic inequalities. Drawing together the continuities and breaks in ‘social investment’ policy, as
implemented by the Australian Labor Party, we find improvements in living
standards for most Australians, but continued economic growth has not been
inclusive for all. 312 christopher deeming and paul smyth Persistent poverty, multiple and entrenched social disadvantage
and growing social inequality continue to trouble Australian society (Leigh,
2013). In the European context, social policy scholars warn that the shifting
emphasis of social policy towards social investment in human capital policies
and labour market integration may well come at the expense of social protection
and inclusion for all. Certainly there is growing evidence for this in Europe
(Cantillon and Van Lancker, 2013; Van Kersbergen and Hemerijck, 2012), and this
must be the concern within the Australian context. Social security against the
adverse effects of the labour market is still of value to society and the citizens
who are protected by social policy. Thus, employment ‘flexibility’ and traditional
social protection, in the form of a secure safety net that provides workers with an
adequate standard of living in the event of unemployment is a precondition for
an effective ‘heavy’ social investment strategy that promotes equality and protects
against poverty in the event of unemployment. Early on in its term, the Labor government appears to have acknowledged
that it faced heavy constraints and inevitable limits were placed on its strategy
of ‘social investment’. Thus, the government posed the relevant policy question:
‘Does Australia’s level of social expenditure underwrite the social investments
necessary for an inclusive society?’ The answer, it would seem, turns out to be
decisive: Even after allowing for difficulties in harmonising different accounting systems, the conclusion is
inevitable that Australia stands near the bottom of the list of relative social expenditures (Australian
Government, 2009: 81, emphasis added). Here Labor seems to have accepted that the necessary platform for social
investment in Australia was ‘light’ at best; essentially concluding that Australia’s
overall level of social expenditure was probably unlikely to be sufficient to
underwrite the level of ‘heavy’ social investment needed for a more inclusive https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press social investment after neoliberalism 315 society. Even after allowing for difficulties in harmonising international data,
as the government suggests, it is clear Australia’s social investment strategy
looks different from many other comparable European countries in a number of
important respects. Investment in ALMPs remains low, as do social expenditure
levels more generally, although health and education have benefited from
additional investment. Out-of-work benefits, already low by international
standards, lost value against earnings. 312 christopher deeming and paul smyth In this context, Labor’s legacy appears
to have been the recognition that greater investment was needed, but the
accompanying revenue-raising strategy was out of reach. Hence, the low tax
road towards ‘social investment’. https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press Conclusions In many ways, the Australian experience reflects the general move away from
the neoliberal model of economy and society, that dominated the late twentieth
century,andthedesiresofAustraliansocialdemocrats,whoreturnedtothe‘social
investment’ paradigm that seeks inclusive growth (this time for all Australians)
and once again regards social policy as economic investment. In a number of important respects, however, the Australian approach (and
that of other liberal market economies) differs from the social investment
strategies being pursed in some European contexts (Morel et al., 2012). In the
liberal state of Australia, as we have shown, there has been a decisive move to
strengthen the social policy framework for ‘hardworking families’ – ‘the battlers’
against the ‘dole bludgers’ – as rhetorical incarnations of economic struggle (or
the ‘strivers’ verses the ‘skivers’ in the British context).3 In the battle over the
political middle ground, more affluent middle-class families have been brought
into the social security system. Dual-earner families on low-to-middle incomes
now receive ‘welfare-in-work’. Under Labor, social investment was orientated
towards meeting their needs and protecting their living standards – although
greater efforts are required to tackle gender inequalities in the labour market
and caring roles in the home. Nevertheless, the range of initiatives implemented
by Labor can be seen as forging a new de facto ‘contract’ whereby the state
has now absorbed greater responsibility for complementing the ‘market family
wage’, at least for working families. From this perspective, there has been a
complete transformation of the Australian welfare state; the dual-earner family-
centred mode of household welfare production is fast replacing the vacuum left
by the ‘male bread-winner’ model. Here we might also wish to draw attention
to the continued role of politics in the policy process, determining social policy
outcomes. The old ‘male breadwinner/female home-maker’ family model of
welfare grew out of the democratic class struggle and, in turn, it is a new politics
that has shaped, if not constrained, the path of ‘social investment’ in Australia
(Deeming, 2013b). https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Press https://doi.org/10.1017/S0047279414000828 Published online by Cambridge University Pre 6 christopher deeming and paul smyth 316 Labor’s defining achievement has been to recreate a state of investment
for ‘working families’, and, in the social democratic tradition, one that has
benefited working families at the lower end of the income distribution, which
also protects their living standards in retirement, and all Australians in the event
of poor health and/or disability. Conclusions In other ways, Labor’s ‘light’ approach to social
investment strengthened the policy of ‘workfarism’ it had inherited from the
Howard-led Liberal–National coalition government (1996–2007), taking a more
punitive stance towards social assistance recipients in an effort to move non-
working citizens off welfare benefits and into paid employment. A more fully
engaged ‘heavy’ social investment scenario that offers better insurance against
the risk of unemployment is costly and has never carried much appeal with the
Australian electorate. Under the Labor government, social protection lost ground
to rising living standards in the working population, and social inequality has in
many respects become more visible. The article therefore exposes some of the tensions inherent in the pursuit of
‘social investment’ and inclusion strategies by leftist parties within the ‘neoliberal
state’ (Plant, 2012). Social democrats in Australia face particular challenges where
political institutions facilitate the pursuit of private ends, rather than defined
political goals like ‘social investment’ for a more just society. At the same time,
we also find the Nordic welfare states in the midst of transformation (Kananen,
2014). All eyes are now on the Nordic countries to see if ‘heavy investment’ which
has produced ‘high efficiency’ in the capitalist market economy with ‘high equity’
in the distribution of resources and life chances in society can be maintained in
the face of global forces and pressures from the new international economic order. Notes 1 The notion that unemployment benefits are ‘passive’ can be problematic. Out-of-work
benefits help to support livelihoods and aid workers in their search for new employment. 1 The notion that unemployment benefits are ‘passive’ can be problematic. Out-of-work
benefits help to support livelihoods and aid workers in their search for new employment. 2 The Gini index measures the extent to which the income distribution deviates from a perfectly
equal distribution: 0 represents perfect equality and 100 implies perfect inequality. 2 The Gini index measures the extent to which the income distribution deviates from a perfectly
equal distribution: 0 represents perfect equality and 100 implies perfect inequality. 3 Regrettably, such misleading rhetoric being used by politicians seriously risks undermining
trust and social welfare services still further. 3 Regrettably, such misleading rhetoric being used by politicians seriously risks undermining
trust and social welfare services still further. Acknowledgements This article was presented at the conference: ‘Assessing the Social Investment Strategy’,
University of Lausanne, Switzerland, 10th–11th April 2014. We thank the Scientific Committee
for their invitation and insightful comments on our work. We are also grateful to the JSP Editors
and two reviewers for their critical comments; the usual caveats apply. Christopher Deeming
was supported by a three-year research council fellowship (UK Economic and Social Research
Council award ES/K001353/1 ‘New Cultural Contradictions in Western Societies’). References Australian Department of the Premier and Cabinet (2005), A Third Wave of National Reform:
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Faring?, Barton ACT: Commonwealth of Australia. Beblav´y, M., Thum, A.-E. and Veselkova, M. (2013), ‘Education and social protection policies in
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English
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RNAi Knockdown of a Salivary Transcript Leading to Lethality in the Pea Aphid,<i>Acyrthosiphon pisum</i>
|
Journal of insect science
| 2,006
|
cc-by
| 3,137
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RNAi knockdown of a salivary transcript leading to
lethality in the pea aphid, Acyrthosiphon pisum
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https://openalex.org/W3154590113
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https://www.nature.com/articles/s41416-021-01278-0.pdf
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English
| null |
Comparative performance of lung cancer risk models to define lung screening eligibility in the United Kingdom
|
British journal of cancer
| 2,021
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cc-by
| 9,405
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1International Agency for Research on Cancer, Lyon, France; 2The Institute of Cancer Research, London, UK; 3University of Cambridge, Cambridge, UK; 4Cancer Epidemiology Unit,
Nuffield Department of Population Health, University of Oxford, Oxford, UK; 5University of Manchester, Manchester, UK; 6Leeds Teaching Hospitals, Leeds, UK; 7Nottingham
University Hospitals and University of Nottingham, Nottingham, UK and 8Division of Cancer Epidemiology and Genetics, Department of Health and Human Services, National
Cancer Institute, National Institutes of Health, Bethesda, MD, USA
Correspondence: Hilary A. Robbins (robbinsh@iarc.fr) BACKGROUND In the USA, the US Preventive Services Task Force (USPSTF)
guidelines use categorical criteria to determine who is eligible for
screening. Eligibility by the 2013 guideline required age 55–80
years, at least 30 pack-years smoked, and for former smokers, no
more than 15 years since quitting.5 The 2020 draft guideline
expands eligibility by lowering the age-to-start from 55 to 50
years, and lowering the pack-year threshold from 30 to 20 pack-
years.15 However, secondary analyses of the NLST demonstrated
that lung screening may be more efficient and cost-effective when
eligibility is based on individual lung cancer risk, estimated using a
continuous risk prediction model.16–19 Lung screening in the UK
was implemented using individual risk-based eligibility from the
beginning, and the NHS England protocol specifies that indivi-
duals aged 55–74 years can be screened if their lung cancer risk
exceeds 1.51% by the PLCOm2012 model (6-year risk) or 2.5% by
the Liverpool Lung Project version 2 (LLPv2) model (5-year risk).14 Lung cancer is the leading cause of cancer death worldwide.1,2
Two large, randomised trials have now demonstrated that
screening by low-dose computed tomography (LDCT) can reduce
mortality from lung cancer among people with a heavy smoking
history. Lung cancer mortality was reduced by 20% over 5 years in
the USA National Lung Screening Trial (NLST) with 3 annual LDCT
screens3 and by 24% (men) and 33% (women) over 10 years in the
Dutch-Belgian NELSON trial with 4 LDCT screens over 5.5 years.4 g
y
The USA issued a national recommendation for lung screening
in 2014.5 In the United Kingdom, there have been several
successful pilot studies, including the Manchester Lung Health
Checks6,7 and the Liverpool Healthy Lung Programme.8 Compared
with the implementation of lung screening in the USA, the UK has
often been more successful in terms of overall uptake and
engagement of populations with low socioeconomic status
(SES),6,9,10 and lung cancer detection rates have often exceeded
those in the NLST.3,6,11,12 Building on this success, the National
Health Service (NHS) England is implementing a £70 million
programme of “Targeted Lung Health Checks” in 10 areas with
high lung cancer mortality.13,14 p
g
j
y
The choice of which risk model to use for screening eligibility is
important. Poor model discrimination or calibration can reduce
the efficiency and cost-effectiveness of screening and even lead to
net harm if models select individuals who are unlikely to benefit
from screening. British Journal of Cancer (2021) 124:2026–2034; https://doi.org/10.1038/s41416-021-01278-0 British Journal of Cancer (2021) 124:2026–2034; https://doi.org/10.1038/s41416-021-01278-0 www.nature.com/bjc ARTICLE
Epidemiology
Comparative performance of lung cancer risk model
lung screening eligibility in the United Kingdom
Hilary A. Robbins
1, Karine Alcala
1, Anthony J. Swerdlow2, Minouk J. Schoemaker2, Nick Wareham3, Ruth C
Philip A. J. Crosbie5, Matthew Callister6, David R. Baldwin7, Rebecca Landy8 and Mattias Johansson
1
BACKGROUND: The National Health Service England (NHS) classifies individuals as eligible for lung cancer scre
prediction models, PLCOm2012 and Liverpool Lung Project-v2 (LLPv2). However, no study has compared the p
cancer risk models in the UK. METHODS: We analysed current and former smokers aged 40–80 years in the UK Biobank (N = 217,199), EPIC-U
Generations Study (N = 25,777). We quantified model calibration (ratio of expected to observed cases, E/O) a
discrimination (AUC). RESULTS: Risk discrimination in UK Biobank was best for the Lung Cancer Death Risk Assessment Tool (LCDRA
CI = 0.81–0.84), followed by the LCRAT (AUC = 0.81, 95% CI = 0.79–0.82) and the Bach model (AUC = 0.80, 95
Results were similar in EPIC-UK and the Generations Study. All models overestimated risk in all cohorts, with
ranging from 1.20 for LLPv3 (95% CI = 1.14–1.27) to 2.16 for LLPv2 (95% CI = 2.05–2.28). Overestimation incre
socioeconomic status. In the combined cohorts, USPSTF 2013 criteria classified 50.7% of future cases as scree
LCDRAT and LCRAT identified 60.9%, followed by PLCOm2012 (58.3%), Bach (58.0%), LLPv3 (56.6%), and LLPv
CONCLUSION: In UK cohorts, the ability of risk prediction models to classify future lung cancer cases as eligib
best for LCDRAT/LCRAT, very good for PLCOm2012, and lowest for LLPv2. Our results highlight the importan
prediction tools in specific countries. British Journal of Cancer (2021) 124:2026–2034; https://doi.org/10.1038/s41416-021-01278-0 Published by Springer Nature on behalf of Cancer Research UK Received: 22 July 2020 Revised: 4 January 2021 Accepted: 13 January 2021
Published online: 12 April 2021 Comparative performance of lung cancer risk models to define
lung screening eligibility in the United Kingdom Hilary A. Robbins
1, Karine Alcala
1, Anthony J. Swerdlow2, Minouk J. Schoemaker2, Nick Wareham3, Ruth C. Travis4,
Philip A. J. Crosbie5, Matthew Callister6, David R. Baldwin7, Rebecca Landy8 and Mattias Johansson
1 BACKGROUND: The National Health Service England (NHS) classifies individuals as eligible for lung cancer screening using two risk
prediction models, PLCOm2012 and Liverpool Lung Project-v2 (LLPv2). However, no study has compared the performance of lung
cancer risk models in the UK. METHODS: We analysed current and former smokers aged 40–80 years in the UK Biobank (N = 217,199), EPIC-UK (N = 30,813), and
Generations Study (N = 25,777). We quantified model calibration (ratio of expected to observed cases, E/O) and
discrimination (AUC). (
)
RESULTS: Risk discrimination in UK Biobank was best for the Lung Cancer Death Risk Assessment Tool (LCDRAT, AUC = 0.82, 95%
CI = 0.81–0.84), followed by the LCRAT (AUC = 0.81, 95% CI = 0.79–0.82) and the Bach model (AUC = 0.80, 95% CI = 0.79–0.81). Results were similar in EPIC-UK and the Generations Study. All models overestimated risk in all cohorts, with E/O in UK Biobank
ranging from 1.20 for LLPv3 (95% CI = 1.14–1.27) to 2.16 for LLPv2 (95% CI = 2.05–2.28). Overestimation increased with area-level
socioeconomic status. In the combined cohorts, USPSTF 2013 criteria classified 50.7% of future cases as screening eligible. The
LCDRAT and LCRAT identified 60.9%, followed by PLCOm2012 (58.3%), Bach (58.0%), LLPv3 (56.6%), and LLPv2 (53.7%). CONCLUSION: In UK cohorts, the ability of risk prediction models to classify future lung cancer cases as eligible for screening was
best for LCDRAT/LCRAT, very good for PLCOm2012, and lowest for LLPv2. Our results highlight the importance of validating
prediction tools in specific countries. METHODS We analysed longitudinal data from the UK Biobank, European
Prospective Investigation into Cancer and Nutrition (EPIC)-UK, and
Generations Study cohorts. The UK Biobank is a prospective cohort
study of 500,000 people aged 40–72 years at recruitment
(2006–2010).25 EPIC-UK recruited participants aged 45–74 years
in Cambridge and aged ≥20 years in Oxford during 1993–2000.26
EPIC-Cambridge used population-based recruitment of patients of
general practitioners, while EPIC-Oxford was comprised of both
population-based recruitment and a subset targeted at “health
conscious” individuals. Finally, the Generations Study recruited
112,000 women aged ≥16 years during 2003–2011, of whom
about one-third had a mother, daughter, or sister also participat-
ing in the study.27 In all cohorts, cancer and death ascertainment
relied on registry linkages at minimum, sometimes with additional
active follow-up.25–27 g
p
g
Calibration estimates for all risk models were >1 in all cohorts,
indicating that the models predicted more lung cancer cases (or
for LCDRAT, lung cancer deaths) than were observed over the time
period specified by the model (Fig. 1). The extent of over-
estimation of risks (and therefore poorest calibration) was the
highest in the Generations Study and the lowest in UK Biobank for
each model. Across the risk models, in UK Biobank, LLPv3 was best
calibrated
(E/O = 1.20,
95%
CI = 1.14–1.27),
followed
by
PLCOm2012 (E/O = 1.30, 95% CI 1.23–1.36), the Bach model
(E/O = 1.39,
95%
CI
1.31–1.47),
LCRAT
(E/O = 1.44,
95%
CI
1.36–1.52), and LCDRAT (E/O = 1.52, 95% CI 1.41–1.64). Over-
estimation was the highest for LLPv2 (E/O = 2.16, 95% CI
2.05–2.28). The order in which models were ranked in EPIC-UK
and the Generations Study was similar to UK Biobank, but E/O
statistics were higher. From all participants in these cohorts, we restricted to those
known to be current or former smokers who were aged 40–80
years at enrolment, including 217,199 in UK Biobank, 30,813 in
EPIC-UK, and 25,777 in the Generations Study (total N = 273,789). Never smokers and participants with unknown smoking status
were excluded. After these restrictions, substantial amounts of
missing data were present for some variables in some cohorts,
such as 31% missing smoking intensity (cigarettes per day) in UK
Biobank. Missing data were handled using various approaches
within the framework of multiple imputation (see Supplement). Among participants who were alive and free of lung cancer at the
end of follow-up (i.e. METHODS in whom future lung cancer status would be
unknown), follow-up time was at least 6 years for all participants in
UK Biobank and EPIC-UK and for 88% in the Generations Study. Differences in discrimination estimates (AUCs) across models
were modest. In UK Biobank, discrimination was the highest for
LCDRAT (AUC = 0.82, 95% CI 0.81–0.84) and the lowest for LLPv2
(AUC = 0.77, 95% CI 0.76–0.78) (Fig. 2). However, this ordering
differed in EPIC-UK, ranging from AUC = 0.84 for the Bach model
(95% CI 0.81–0.87) to 0.81 for PLCOm2012 (95% CI 0.77–0.85). Discrimination in the Generations Study ranged from AUC = 0.84
for LCDRAT (95% CI 0.77–0.90) to 0.78 for PLCOm2012 (95% CI
0.71–0.85). To further investigate model overestimation, we calculated E/O
estimates stratified by demographic and smoking characteristics
in UK Biobank (Table 2). Analogous estimates for discrimination
(stratified AUCs) are presented in Supplementary Table 2. For all
models, there was a strong positive relationship between model
overestimation and SES, which was measured by the area-level
Townsend deprivation index. For example, for LCDRAT, E/O
statistics across SES quartiles were 2.03 (highest SES), 1.95, 1.61,
and 1.26 (lowest SES). Patterns for other characteristics differed
across models, though frequent patterns included more over-
estimation in men than in women, in former smokers than in
current smokers, and at the extremes of age (40s and 70s). When
stratifying by quintiles of predicted risk (Supplementary Fig. 1),
PLCOm2012 substantially underestimated risk in the lowest-risk
quintile
while
modestly
overestimating
risk
in
the
upper
categories. Overestimation tended to be higher at higher risks
for LLPv2, LLPv3, and Bach, while it was higher at lower risks for
LCDRAT and LCRAT. y
We evaluated 8 lung cancer risk models. These included the
PLCOm2012 and LLPv2 models, which are proposed for use in
selecting screening participants in the NHS protocol.11,14,17,20 We
also evaluated the Bach model,28 the LCDRAT,18 the Lung Cancer
Risk Assessment Tool (LCRAT),18 the original LLP model,20 the
LLPv3,29 and the Hoggart model.30 Each of these models is either
a USA-based model that performs well in USA data (Bach, LCDRAT,
LCRAT, PLCOm2012)21 or a European model whose performance
in European data is unknown (LLP, LLPv2, LLPv3, Hoggart). Risk
thresholds above which screening can be offered have been
proposed for LCRAT and LCDRAT,19,31 and LLPv3,29 in addition to
PLCOm2012 and LLPv2. RESULTS
h Among the 217,199 current or former smokers aged 40–80 years
in UK Biobank, 1265 lung cancer cases were diagnosed within 5
years of enrolment, and 700 lung cancer deaths occurred in this
period (Table 1). In EPIC-UK, 156 lung cancers and 100 lung cancer
deaths occurred over 5 years among 30,813 participants, and in
the Generations Study, 53 lung cancers and 26 lung cancer deaths
occurred over 5 years among 25,777 participants. Distributions of
demographic and smoking variables differed across cohorts. BACKGROUND include; for example, the LLP/LLPv2/LLP model version 3 (LLPv3)
models include only one measure of smoking (duration), whereas
the Lung Cancer Death Risk Assessment Tool (LCDRAT) includes
smoking duration, pack-years, quit-years, and intensity.18,20 Most
models, including PLCOm2012 and LCDRAT, were developed
using USA data, whereas the LLP/LLPv2/LLPv3 models were
developed in the UK.17,18,20 Although both PLCOm2012 and LLPv2
have been implemented successfully in screening studies, the
absence of outcome data on individuals who were not eligible
(and thus not screened) has precluded evaluation of whether
either of these is the optimal model.6,11 Several models have been
evaluated in population cohort studies in the USA,21,22 but non-
USA evaluations are scarce,23,24 and none include data from UK
cohorts. We calculated calibration as the ratio of expected to observed
(E/O) lung cancer cases or deaths, overall and in subgroups. We
quantified discrimination using the area under the receiver-
operating curve (AUC) statistic. The 95% confidence intervals (CIs)
for calibration and discrimination statistics account for within and
between imputation variance.21 Here we performed a comparative evaluation of lung cancer risk
models to define lung screening eligibility in the UK. We analysed
3 cohort studies to quantify the calibration and discrimination of
risk models and then compared their ability to classify future lung
cancer cases into a group defined as eligible for screening. BACKGROUND Risk models differ in the variables that they Published by Springer Nature on behalf of Cancer Research UK © World Health Organization 2021, corrected publication 2021 Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 2027 LLPv2 (5-year), and LLP (5-year) were calculated directly.17,20 We
present results for two models in Supplementary Table 1 and do
not include them in discussions below, due to redundancy with
LLPv2/LLPv3 (LLP) and very high overestimation of risk (Hoggart). We present results for LLPv2 in the main manuscript, even though
it may be eventually replaced by LLPv3, because LLPv2 is listed in
the NHS England protocol. LLPv2 (5-year), and LLP (5-year) were calculated directly.17,20 We
present results for two models in Supplementary Table 1 and do
not include them in discussions below, due to redundancy with
LLPv2/LLPv3 (LLP) and very high overestimation of risk (Hoggart). We present results for LLPv2 in the main manuscript, even though
it may be eventually replaced by LLPv3, because LLPv2 is listed in
the NHS England protocol. include; for example, the LLP/LLPv2/LLP model version 3 (LLPv3)
models include only one measure of smoking (duration), whereas
the Lung Cancer Death Risk Assessment Tool (LCDRAT) includes
smoking duration, pack-years, quit-years, and intensity.18,20 Most
models, including PLCOm2012 and LCDRAT, were developed
using USA data, whereas the LLP/LLPv2/LLPv3 models were
developed in the UK.17,18,20 Although both PLCOm2012 and LLPv2
have been implemented successfully in screening studies, the
absence of outcome data on individuals who were not eligible
(and thus not screened) has precluded evaluation of whether
either of these is the optimal model.6,11 Several models have been
evaluated in population cohort studies in the USA,21,22 but non-
USA evaluations are scarce,23,24 and none include data from UK
cohorts. METHODS Risk estimates for the LCRAT (5-year time horizon), LCDRAT
(5-year), and Hoggart (1-year) models were generated using the
lcmodels package in R.32 Estimates for the Bach model used code
adapted from lcmodels to reduce the time horizon to 5 years. Estimates for PLCOm2012 (6-year time horizon), LLPv3 (5-year), Table 3 considers the hypothetical impact of using each risk
model to determine who is screening eligible in the combined Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 2028 Table 1. Characteristics of current and former smokers in UK Biobank, EPIC-UK, and the Generations Study. METHODS COPD chronic obstructive pulmonary disease, NA not applicable. aEligibility by the US Preventive Services Task Force (USPSTF) 2013 criteria requires age 55–80 years, at least 30 pack-years, and no more than 15 quit-years. Eligibility by the draft USPSTF 2020 criteria requires age 50–80 years, at least 20 pack-years, and no more than 15 quit-years. HA Robbins et al. 202 Table 1 shows data prior to imputation of missing data. UK educational categories were mapped to USA categories as described in the Supplement. Body mass
index categories were defined as follows: <18.5 underweight, 18.5–24.9 normal weight, 25–29.9 overweight, and ≥30 obese. “Asbestos exposure” reflects self-
reported occupational asbestos exposure. COPD chronic obstructive pulmonary disease, NA not applicable. aEligibility by the US Preventive Services Task Force (USPSTF) 2013 criteria requires age 55–80 years, at least 30 pack-years, and no more than 15 quit-years. Eligibility by the draft USPSTF 2020 criteria requires age 50–80 years, at least 20 pack-years, and no more than 15 quit-years. Overestimation
Underestimation
1
2
3
Bach
LCDRAT
LCRAT
LLPv2
LLPv3
PLCOm2012
Risk models
Ratio of expected to observed number of cases
(log scale)
Cohorts
UKB
EPIC
GS
Calibration
Fig. 1
Calibration of lung cancer risk models in the UK Biobank, EPIC-UK, and Generations Study cohorts, as measured by the ratio of
expected to observed cases. UKB UK Biobank, GS Generations Study. Estimates for UK Biobank also appear in Table 2 and Supplementary
Table 3. Fig. 1
Calibration of lung cancer risk models in the UK Biobank, EPIC-UK, and Generations Study cohorts, as measured by the ratio of
expected to observed cases. UKB UK Biobank, GS Generations Study. Estimates for UK Biobank also appear in Table 2 and Supplementary
Table 3. population of UK Biobank, EPIC-UK, and the Generations Study. In
the combined population, after imputing missing data, 15.0% of
individuals
were
eligible
for
screening
by
USPSTF
2013
criteria (age 55–80 years, at least 30 pack-years, no more than
15 quit-years). The thresholds that would screen the same
number of individuals using risk-based eligibility were 0.8% for
LCDRAT (5-year lung cancer death risk), 1.4% for LCRAT (5-year
lung cancer risk), 1.5% for PLCOm2012 (6-year risk), 1.6% for Bach
(5-year risk), 1.3% for LLPv3 (5-year risk), and 2.3% for LLPv2 (5-
year risk). cancer deaths (N = 415) over 5 years would be screening eligible,
among which some fraction could be prevented by earlier
detection. METHODS Characteristic
UK Biobank
EPIC-UK
Generations Study
All participants
217,199
30,813
25,777
Lung cancer cases
Within 1 year of enrolment
194
23
5
Within 2 years of enrolment
420
58
16
Within 5 years of enrolment
1265
156
53
Within 6 years of enrolment
1461
196
68
Lung cancer deaths
Within 5 years of enrolment
700
100
26
Eligible by USPSTF 2013 criteriaa
26,644 (12.3%)
2484 (8.1%)
1110 (4.3%)
Eligible by USPSTF 2020 criteriaa
45,065 (20.7%)
5179 (16.8%)
2994 (11.6%)
Lung cancer cases within 5 years of enrolment
Among USPSTF 2013 eligible individualsa
616 (48.7%)
59 (37.8%)
17 (32.1%)
Among USPSTF 2020 eligible individualsa
805 (63.6%)
75 (48.1%)
24 (45.3%)
Age at recruitment, years
40–44
19,881 (9.2%)
3508 (11.4%)
3815 (14.8%)
45–49
24,954 (11.5%)
5782 (18.8%)
4124 (16.0%)
50–54
30,633 (14.1%)
5277 (17.1%)
4773 (18.5%)
55–59
39,632 (18.2%)
4302 (14.0%)
5417 (21.0%)
60–64
56,626 (26.1%)
3813 (12.4%)
4481 (17.4%)
65–69
44,389 (20.4%)
3877 (12.6%)
2067 (8.0%)
70–74
1084 (0.5%)
3268 (10.6%)
799 (3.1%)
75–80
0 (0.0%)
986 (3.2%)
301 (1.2%)
Sex
Male
108,043 (49.7%)
13,191 (42.8%)
0 (0.0%)
Female
109,156 (50.3%)
17,622 (57.2%)
25,777 (100.0%)
Smoking status
Current
50,151 (23.1%)
6721 (21.8%)
4116 (16.0%)
Former, 0–4 quit years
15,094 (6.9%)
2227 (7.2%)
2057 (8.0%)
Former, 5–9 quit years
14,431 (6.6%)
2583 (8.4%)
1972 (7.7%)
Former, 10–14 quit years
12,513 (5.8%)
3374 (10.9%)
2259 (8.8%)
Former, 15–19 quit years
12,753 (5.9%)
3590 (11.7%)
2772 (10.8%)
Former, ≥20 quit years
54,610 (25.1%)
10,025 (32.5%)
11,579 (44.9%)
Former, Unknown
57,647 (26.5%)
2293 (7.4%)
1022 (4.0%)
Cigarettes smoked per day
≤10
43,870 (20.2%)
9845 (32.0%)
11,223 (43.5%)
11–19
31,488 (14.5%)
8249 (26.8%)
7278 (28.2%)
20–29
55,168 (25.4%)
5427 (17.6%)
2905 (11.3%)
30–39
11,468 (5.3%)
711 (2.3%)
408 (1.6%)
≥40
8619 (4.0%)
435 (1.4%)
125 (0.5%)
Unknown
66,586 (30.7%)
6146 (19.9%)
3838 (14.9%)
Educational level
Less than secondary
44,950 (20.7%)
6248 (20.3%)
6 (0.0%)
Secondary degree
58,098 (26.7%)
12,031 (39.0%)
10,947 (42.5%)
Some post-secondary training
33,688 (15.5%)
NA
NA
Some university
16,126 (7.4%)
NA
7996 (31.0%)
University graduate
60,363 (27.8%)
6369 (20.7%)
6223 (24.1%)
Unknown
3974 (1.8%)
6165 (20.0%)
605 (2.3%)
Body mass index
Underweight
1100 (0.5%)
356 (1.2%)
167 (0.6%)
Normal weight
64,430 (29.7%)
14,776 (48.0%)
12,220 (47.4%)
Overweight
93,806 (43.2%)
11,927 (38.7%)
8658 (33.6%)
Obese
56,651 (26.1%)
3754 (12.2%)
4233 (16.4%)
028 Table 1. Characteristics of current and former smokers in UK Biobank, EPIC-UK, and the Generations Study. Table 1. METHODS continued
Characteristic
UK Biobank
EPIC-UK
Generations Study
Personal history of cancer
10,651 (4.9%)
1123 (3.6%)
1722 (6.7%)
First-degree family history of lung cancer
18,039 (8.3%)
Missing
Missing
COPD or emphysema
4046 (1.9%)
Missing
Missing
Prior pneumonia
1346 (0.6%)
Missing
Missing
Asbestos exposure
Missing
2167 (7.0%)
Missing
Table 1 shows data prior to imputation of missing data. UK educational categories were mapped to USA categories as described in the Supplement. Body mass
index categories were defined as follows: <18.5 underweight, 18.5–24.9 normal weight, 25–29.9 overweight, and ≥30 obese. “Asbestos exposure” reflects self-
reported occupational asbestos exposure. COPD chronic obstructive pulmonary disease, NA not applicable. aEligibility by the US Preventive Services Task Force (USPSTF) 2013 criteria requires age 55–80 years, at least 30 pack-years, and no more than 15 quit-years. Eligibility by the draft USPSTF 2020 criteria requires age 50–80 years, at least 20 pack-years, and no more than 15 quit-years. Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 2029 Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. population of UK Biobank, EPIC-UK, and the Generations Study. In
the combined population after imputing missing data 15 0% of
cancer deaths (N = 415) over 5 years would be screening eligible,
among which some fraction could be prevented by earlier
Overestimation
Underestimation
1
2
3
Bach
LCDRAT
LCRAT
LLPv2
LLPv3
PLCOm2012
Risk models
Ratio of expected to observed number of cases
(log scale)
Cohorts
UKB
EPIC
GS
Calibration
Fig. 1
Calibration of lung cancer risk models in the UK Biobank, EPIC-UK, and Generations Study cohorts, as measured by the ratio of
expected to observed cases. UKB UK Biobank, GS Generations Study. Estimates for UK Biobank also appear in Table 2 and Supplementary
Table 3. Table 1. continued
Characteristic
UK Biobank
EPIC-UK
Generations Study
Personal history of cancer
10,651 (4.9%)
1123 (3.6%)
1722 (6.7%)
First-degree family history of lung cancer
18,039 (8.3%)
Missing
Missing
COPD or emphysema
4046 (1.9%)
Missing
Missing
Prior pneumonia
1346 (0.6%)
Missing
Missing
Asbestos exposure
Missing
2167 (7.0%)
Missing
Table 1 shows data prior to imputation of missing data. UK educational categories were mapped to USA categories as described in the Supplement. Body mass
index categories were defined as follows: <18.5 underweight, 18.5–24.9 normal weight, 25–29.9 overweight, and ≥30 obese. “Asbestos exposure” reflects self-
reported occupational asbestos exposure. DISCUSSION
L Applying USPSTF 2020 criteria (age 50–80 years, at least 20
pack-years, no more than 15 quit-years) yielded lower risk
thresholds
for screening
and
higher
percentages of cases
classified as screening eligible, as expected (Table 3). USPSTF
2020 criteria identified 26.1% of participants and 66.4% of future
lung cancer cases as screening eligible. If risk models also
screened the 26.1% highest-risk participants, LCDRAT would
identify 77.0% of cases at a threshold of 0.4% 5-year risk (N =
1135) followed by Bach (76.7%, N = 1131 at 0.8% 5-year risk),
PLCOm2012 (75.2%, N = 1109 at 0.8% 6-year risk), LCRAT (74.7%,
N = 1101 at 0.8% 5-year risk), LLPv3 (70.5%, N = 1039 at 0.7% 5-
year risk), and LLPv2 (69.2%, N = 1020 at 1.3% 5-year risk). Results
for lung cancer deaths were similar. Lung cancer screening has the potential to substantially reduce
lung cancer mortality among people with a heavy smoking
history. In the United Kingdom, the success of the Targeted Lung
Health Checks will depend partially on whether the programme
can be implemented efficiently and cost-effectively. The protocol
currently recommends the use of the PLCOm2012 and LLPv2 risk
models to identify screening-eligible individuals.14 In this study,
we compared the performance of these two models along with
others that have performed well in other high-income settings. We found that the LLPv2 model had worst calibration and
classified the lowest proportion of future lung cancer cases as
eligible
for
screening. The
PLCOm2012
model
had
better
calibration, though all models predicted more cases than were
observed. The LCDRAT was able to classify the highest proportion
of future lung cancer cases as eligible for screening, with very
good performance also observed for the LCRAT, PLCOm2012, and
Bach models. g
We analysed individuals aged 40–80 years, but the NHS England
protocol restricts eligibility to ages 55–74 years. When we
repeated our analysis after restricting to individuals aged 55–74
years in UK Biobank (n.b. there were no participants in UK Biobank
aged >74 years), AUCs decreased as expected due to the loss in
prediction derived from age variation. However, the rank order of
AUCs and the calibration results were not affected (Table 4). Comparative performance of lung cancer risk models to define lung. . .
HA Robbins et al. Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 0.70
0.75
0.80
0.85
0.90
LLPv2
Bach
LCDRAT
LCRAT
LLPv3
PLCOm2012
Risk models
AUC
Cohorts
UKB
EPIC
GS
Discrimination
Fig. 2
Discrimination of lung cancer risk models in the UK Biobank, EPIC-UK, and Generations Study cohorts, as measured by the area
under the ROC curve (AUC). UKB UK Biobank, GS Generations Study. Estimates for UK Biobank also appear in Supplementary Tables 2 and 3. Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 30 2030 PLCOm2012 LLPv3 Fig. 2
Discrimination of lung cancer risk models in the UK Biobank, EPIC-UK, and Generations Study cohorts, as measured by the area
under the ROC curve (AUC). UKB UK Biobank, GS Generations Study. Estimates for UK Biobank also appear in Supplementary Tables 2 and 3. METHODS Applying risk models and the thresholds described
above to define the screened population identified higher
proportions of future cases: the LCDRAT and LCRAT identified
the highest proportion of future cases as screening eligible (each
60.9%, N = 897), followed by PLCOm2012 (58.3%, N = 859), Bach
(58.0%, N = 855), LLPv3 (56.6%, N = 835), and LLPv2 (53.7%, N =
791). For lung cancer deaths, the ranking of models was similar,
with LCDRAT identifying 63.2% of lung cancer deaths as screening
eligible (N = 522), followed by LCRAT (62.8%, N = 519), Bach
(60.7%, N = 501), PLCOm2012 (59.3%, N = 490), LLPv3 (59.2%, N =
489), and LLPv2 (56.3%, N = 465). y
Using USPSTF 2013 guidelines to define screening eligibility,
50.7% of future lung cancer cases (N = 747) would be classified as
eligible for screening (Table 3). Similarly, 50.2% of future lung Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. DISCUSSION
L The models evaluated in our study were previously validated in
multiple USA cohorts, including the NIH-AARP and CPS-II,21 as well
as the NLST and PLCO trials.22 Taken together, these studies
showed good calibration for the Bach model, LCRAT, LCDRAT, and
PLCOm2012 but overestimation of risks for the LLP model. In our
study, all models overestimated risks; the extent was greatest for
LLPv2. For discrimination, prior results in NIH-AARP and CPS-II
showed best performance for LCDRAT, followed sequentially by
LCRAT, PLCOm2012, Bach, and LLP.21 The study analysing PLCO
and NLST found higher discrimination for PLCOm2012 and Bach
compared with LLP.22 The order in which models ranked in our
study was similar, with best performance for the LCDRAT, LCRAT,
Bach, and PLCOm2012 models. The likely explanation for inferior
discrimination of the LLP/LLPv2/LLPv3 models is that they Supplementary Table 3 describes the characteristics of lung
cancer cases that are not identified as screening eligible (are
“missed”) by USPSTF 2013, USPSTF 2020, and each risk model at
the risk thresholds identified in Table 3. Compared with USPSTF
2013, the cases missed by risk models, while fewer in number,
were more commonly former smokers (62% of cases missed by
USPSTF vs. 69–80% for risk models). They also tended to be
slightly younger (median age at baseline 63 years for cases missed
by USPSTF vs. 60–61 years for risk models) and slightly more
frequently female (53% of cases missed by USPSTF vs. 54–57% for
risk models). Patterns using thresholds based on USPTF 2020 were
similar or more pronounced. Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 2031 Table 2. Calibration estimates for lung cancer risk models in the subgroups of UK Biobank, as measured by the ratio of expected to observed cases. DISCUSSION
L Quartiles of the Townsend deprivation index were defined such that UK Biobank
participants were divided equally, using the following cutpoints: −6.26 (minimum), −3.42, −1.75, 1.21, 11.0 (maximum). Body mass index categories were
defined as follows: <18.5 underweight, 18.5–24.9 normal weight, 25–29.9 overweight, and ≥30 obese. CPD cigarettes per day, SES socioeconomic status. incorporate only smoking duration (omitting intensity and quit-
years) and use categorical instead of continuous parameterisa-
tions of age and smoking.20 Overall, the magnitude of AUCs in our
study (often exceeding 0.80) was higher than in prior reports
(typically ranging from 0.75 to 0.80).21,22 This is likely caused by a
wider age distribution in our analysis, which included more
younger individuals. incorporate only smoking duration (omitting intensity and quit-
years) and use categorical instead of continuous parameterisa-
tions of age and smoking.20 Overall, the magnitude of AUCs in our
study (often exceeding 0.80) was higher than in prior reports
(typically ranging from 0.75 to 0.80).21,22 This is likely caused by a
wider age distribution in our analysis, which included more
younger individuals. have overrepresentation of high-SES individuals and are likely
influenced by “healthy volunteer” effects. In UK Biobank, all-cause
mortality among 70–74-year-olds is half that in the general
population (although the difference in cancer incidence is
smaller).33 EPIC-Oxford is partially comprised of “health-conscious”
individuals. The Generations Study is a volunteer cohort with
recruitment based on engagement in a health issue (finding the
causes of breast cancer), and cancer incidence is estimated to be
16% lower than in the general UK population (unpublished data). These influences, taken together with the overrepresentation of
high-SES individuals in whom overestimation is highest, suggest
that model calibration would be better in the overall UK
population of ever-smokers than in the research cohorts we
analysed. In UK screening studies, lung cancer detection rates have
commonly been higher than in the NLST.3,6,7,11 Lung cancer
detection over 2 screens was 4.5% in the Manchester Lung Health
Checks, compared with 1.7% in NLST.3,6,7 Detection rates in single-
screen UK studies are commonly approximately 2%.11,12 These
observations might have been taken as evidence that USA-based
lung cancer risk models would predict too few cases in UK
populations, but we found the opposite result. Unlike the
screening studies, which commonly comprised individuals living
in low-SES communities,6,11,12 the research cohorts we analysed y
There is a troubling consequence to the correlation between
risk model overestimation and SES. DISCUSSION
L Calibration estimate (expected/observed) by risk model
Bach
LCDRAT
LCRAT
LLPv2
LLPv3
PLCOm2012
All participants
1.39
1.52
1.44
2.16
1.20
1.30
Sex
Male
1.50
1.56
1.50
2.46
1.20
1.36
Female
1.25
1.47
1.37
1.81
1.20
1.23
Age, years
40–49
1.69
2.16
2.51
1.31
0.73
2.20
50–59
1.36
1.32
1.47
1.73
1.00
1.28
60–69
1.38
1.56
1.38
2.32
1.28
1.25
70–74
1.89
2.61
1.93
3.52
1.92
2.12
Area-level SES
Q1 (highest SES)
1.89
2.03
1.93
3.06
1.69
1.64
Q2
1.79
1.95
1.84
2.78
1.54
1.57
Q3
1.51
1.61
1.57
2.20
1.22
1.39
Q4 (lowest SES)
1.14
1.26
1.21
1.49
0.82
1.06
Smoking status
Current
1.28
1.39
1.44
1.60
0.88
1.10
Former
1.48
1.65
1.44
2.64
1.47
1.47
Smoking intensity
≤10 CPD
1.17
1.40
1.50
2.96
1.70
0.65
11–29 CPD
1.43
1.52
1.41
2.09
1.16
1.44
≥30 CPD
1.48
1.64
1.48
1.63
0.86
1.48
Education
Less than secondary
1.10
1.31
1.20
1.64
0.91
1.10
Secondary degree
1.58
1.82
1.70
2.41
1.36
1.51
Some post-secondary training
1.45
1.52
1.48
2.30
1.29
1.33
Some university
1.42
1.21
1.20
2.13
1.88
1.10
University graduate
1.97
2.01
1.96
3.39
1.13
1.71
Body mass index
Underweight
0.98
1.52
1.64
1.40
0.84
1.20
Normal weight
1.09
1.41
1.36
1.76
1.00
1.17
Overweight
1.50
1.61
1.55
2.41
1.31
1.39
Obese
1.59
1.52
1.38
2.31
1.28
1.31
Estimates are provided for UK Biobank only due to the small size of the other cohorts. SES is measured using the Townsend deprivation index, an area-level
measure that is applied to individuals based on their place of residence. Quartiles of the Townsend deprivation index were defined such that UK Biobank
participants were divided equally, using the following cutpoints: −6.26 (minimum), −3.42, −1.75, 1.21, 11.0 (maximum). Body mass index categories were
defined as follows: <18.5 underweight, 18.5–24.9 normal weight, 25–29.9 overweight, and ≥30 obese. CPD cigarettes per day, SES socioeconomic status. cancer risk models in the subgroups of UK Biobank, as measured by the ratio of expected to observed cases. Table 2. Calibration estimates for lung cancer risk models in the subgroups of UK Biobank, as measured by the ratio of expected to observed cases. Estimates are provided for UK Biobank only due to the small size of the other cohorts. SES is measured using the Townsend deprivation index, an area-level
measure that is applied to individuals based on their place of residence. DISCUSSION
L Table 3. Performance of lung cancer risk models for defining lung
cancer screening eligibility among current and former smokers in the
combined UK Biobank, EPIC-UK, and Generations Study cohorts. Important limitations of risk-based eligibility for lung screening
are receiving increased recognition. Risk models preferentially
select older individuals, reducing life-years gained and cost-
effectiveness, as well as individuals with comorbidities such as
COPD who may have lower screening benefits.19,35–37 To address Important limitations of risk-based eligibility for lung screening
are receiving increased recognition. Risk models preferentially
select older individuals, reducing life-years gained and cost-
effectiveness, as well as individuals with comorbidities such as
COPD who may have lower screening benefits.19,35–37 To address
these issues, a model to define eligibility based on predicted life-
years gained from
screening has been
proposed,37 which
incorporates LCDRAT and an additional prediction model for
overall
mortality. Important
evidence
for
the
comparative
performance of PLCOm2012 and LLPv2 will be provided by the
Yorkshire Lung Screening Trial, which is enrolling participants
based on eligibility by either model to compare their performance
directly.38 The trial is also collecting sufficient information to
validate the LCRAT, LCDRAT, and Bach models retrospectively. y
g
these issues, a model to define eligibility based on predicted life-
years gained from
screening has been
proposed,37 which
incorporates LCDRAT and an additional prediction model for
overall
mortality. Important
evidence
for
the
comparative
performance of PLCOm2012 and LLPv2 will be provided by the
Yorkshire Lung Screening Trial, which is enrolling participants
based on eligibility by either model to compare their performance
directly.38 The trial is also collecting sufficient information to
validate the LCRAT, LCDRAT, and Bach models retrospectively. Our study has important limitations that result from its
approach of analysing cohort data. Our findings cannot be
assumed to be nationally representative for the UK, though the
rank-order performance of lung cancer risk prediction models is
likely generalisable. There was also a substantial amount of
missing data for key smoking variables, which we handled by
multiple imputation. For comparison, we calculated E/O statistics
and AUCs using the subset of individuals in UK Biobank who had
complete data on required variables (63% of the cohort). The
degree of overestimation was reduced for all models (Supple-
mentary Fig. 2), while AUCs were not affected (Supplementary
Fig. 3). By contrast, our approach of analysing multiple cohorts is a
strength, because it allows for evaluating whether results are
consistent across studies. DISCUSSION
L Inclusion of the Generations Study,
despite its small size, is important due to the underrepresentation
of women in the European screening trial literature. Women in the
Generations Study had lower smoking intensity and longer
periods of cessation compared with participants in the other
studies, highlighting potential equity issues around screening
eligibility. Models are listed in order of their performance for identifying future lung
cancer cases (USPSTF 2013). “Risk” refers to lung cancer death risk for
LCDRAT and to lung cancer risk for all other models. Results are based on a
combined data set, which uses a single imputation for missing data. USPSTF 2013 criteria classify 41,107 (15.0%) current and former smokers in
the 3 cohorts combined as screening eligible, and USPSTF 2020 criteria
classify 71,387 (26.1%) as eligible. These percentages differ from Table 1 as
they are calculated after imputation, whereas Table 1 omits missing data. NA not applicable. Models are listed in order of their performance for identifying future lung
cancer cases (USPSTF 2013). “Risk” refers to lung cancer death risk for
LCDRAT and to lung cancer risk for all other models. Results are based on a
combined data set, which uses a single imputation for missing data. USPSTF 2013 criteria classify 41,107 (15.0%) current and former smokers in
the 3 cohorts combined as screening eligible, and USPSTF 2020 criteria
classify 71,387 (26.1%) as eligible. These percentages differ from Table 1 as
they are calculated after imputation, whereas Table 1 omits missing data. NA not applicable. g
y
The question of which risk model optimally defines screening
eligibility is somewhat distinct from the question of which model
can most practically be implemented. Web-based tools are
available for some risk models, including the Risk-based NLST
Outcomes Tool for LCDRAT and LCRAT39 and MyLungRisk for
LLPv2,40 and a spreadsheet tool is available for PLCOm2012.41 It is
possible to integrate these tools into electronic medical records to
facilitate calculations, but input information would first need to be
verified with the patient. A practical solution may be to use a
simplified model or algorithm applied to electronic medical
records to initially identify people who are potentially eligible,
followed by a more precise assessment of risk using data collected
in person or by phone. The goal to automate further the
calculation of lung cancer risk and the classification of individual
screening eligibility represents an ongoing challenge. DISCUSSION
L Considering four individuals
with the same true risk of lung cancer, one in each SES quartile, Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. 2032 Table 3. Performance of lung cancer risk models for defining lung
cancer screening eligibility among current and former smokers in the
combined UK Biobank, EPIC-UK, and Generations Study cohorts. Risk model
Threshold to
screen the same
number of
participants as
USPSTF guidelines
Lung cancer
cases eligible
for screening
over 5 years
Lung cancer
deaths eligible
for screening
over 5 years
USPSTF 2013 guidelines (age 55–80 years, at least 30 pack-years, no
more than 15 quit-years)
Total
NA
1474 (100%)
826 (100%)
USPSTF
criteria
NA
747 (50.7%)
415 (50.2%)
LCDRAT
0.8% 5-year risk
897 (60.9%)
522 (63.2%)
LCRAT
1.4% 5-year risk
897 (60.9%)
519 (62.8%)
PLCOm2012 1.5% 6-year risk
859 (58.3%)
490 (59.3%)
Bach
1.6% 5-year risk
855 (58.0%)
501 (60.7%)
LLPv3
1.3% 5-year risk
835 (56.6%)
489 (59.2%)
LLPv2
2.3% 5-year risk
791 (53.7%)
465 (56.3%)
USPSTF 2020 guidelines (age 50–80 years, at least 20 pack-years, no
more than 15 quit-years)
Total
NA
1474 (100%)
826 (100%)
USPSTF
criteria
NA
979 (66.4%)
560 (67.8%)
LCDRAT
0.4% 5-year risk
1135 (77.0%)
655 (79.3%)
LCRAT
0.8% 5-year risk
1101 (74.7%)
637 (77.1%)
PLCOm2012 0.8% 6-year risk
1109 (75.2%)
629 (76.2%)
Bach
0.8% 5-year risk
1131 (76.7%)
652 (78.9%)
LLPv3
0.7% 5-year risk
1039 (70.5%)
604 (73.1%)
LLPv2
1.3% 5-year risk
1020 (69.2%)
590 (71.4%)
Models are listed in order of their performance for identifying future lung
cancer cases (USPSTF 2013). “Risk” refers to lung cancer death risk for
LCDRAT and to lung cancer risk for all other models. Results are based on a
combined data set, which uses a single imputation for missing data. USPSTF 2013 criteria classify 41,107 (15.0%) current and former smokers in
the 3 cohorts combined as screening eligible, and USPSTF 2020 criteria
classify 71,387 (26.1%) as eligible. These percentages differ from Table 1 as
they are calculated after imputation, whereas Table 1 omits missing data. NA not applicable. 032 between the threshold we identified for LCDRAT (0.8% 5-year lung
cancer death risk) and previously proposed thresholds (1.2, 1.33,
1.7%).19,31 Thresholds identified based on USPSTF 2020 criteria,
which broadened eligibility substantially, were much lower, and it
is not clear whether all individuals meeting these thresholds
would
have
a
favourable
trade-off
of
screening
benefits
and harms. DISCUSSION
L the individual with the highest SES will have her risk over-
estimated the most and will be most likely to be classified as
eligible for screening. This could exacerbate disparities in lung
screening.34 Our findings suggest that there are factors related to
SES that increase lung cancer risk but are not captured by the
variables in risk models or are related to differential measurement
error for the variables in risk models. Further, the effects of USA
educational and ethnicity categories on lung cancer risk are
unlikely to align with these effects in the UK. Any future efforts to
develop risk models for use in lung screening in the UK should
focus carefully on the role of SES and the accurate estimation of
risk within subgroups. In conclusion, we analysed the performance of lung cancer risk
models in three UK cohorts, including the PLCOm2012 and LLPv2
models that are recommended for use in lung screening by the
NHS protocol for Targeted Lung Health Checks. We found that the
LLPv2 model had worst calibration and classified the lowest
proportion of future lung cancer cases as eligible for screening. The LLPv3 model had best calibration (but poor discrimination),
while the LCDRAT was best able to identify individuals at high risk
of lung cancer. All models strongly over-predicted risk in groups
with high SES, raising concerns about exacerbation of disparities
in lung cancer screening. Taken together, our results suggest
potential revisions to the list of models endorsed by the NHS lung g
The choice of what risk threshold to use for screening eligibility
depends on multiple factors, including the accepted trade-off of
benefits and harms and the capacity of the health system. We did
not address these issues here, but we did identify thresholds that
would classify the same number of individuals as screening
eligible as USPSTF criteria. The thresholds selected by this
approach, when considering USPSTF 2013 criteria, aligned with
those already proposed for the PLCOm2012 (1.5% in our study vs. 1.51% in the NHS protocol) and the LLPv2 (2.3% in our study vs. 2.5% in the NHS protocol).14 There was a larger difference Comparative performance of lung cancer risk models to define lung. . . HA Robbins et al. Table 4. Calibration and discrimination estimates for lung cancer risk models in UK Biobank current and former smoking participants, restricted to
ages 55–74 years. ACKNOWLEDGEMENTS 1. Cancer Research UK. Cancer Statistics for the UK. https://www.cancerresearchuk. org/health-professional/cancer-statistics-for-the-uk (2020). We thank all study participants, study staff, and the doctors, nurses and other health
care staff and data providers who contributed to the UK Biobank, EPIC-UK, and
Generations Study. This research has been conducted using the UK Biobank Resource
under application number 15825. We thank Dr. Paul Brennan for his feedback on the
manuscript. 2. Bray, F., Ferlay, J., Soerjomataram, I., Siegel, R. L., Torre, L. A. & Jemal, A. Global
cancer statistics 2018: GLOBOCAN estimates of incidence and mortality world-
wide for 36 cancers in 185 countries. CA Cancer J. Clin. 68, 394–424 (2018). 3. National Lung Screening Trial Research Team, Aberle, D. R., Adams, A. M., Berg, C. D., Black, W. C., Clapp, J. D. et al. Reduced lung-cancer mortality with low-dose
computed tomographic screening. N. Engl. J. Med. 365, 395–409 (2011). DISCLAIMER Supplementary information The online version contains supplementary material
available at https://doi.org/10.1038/s41416-021-01278-0. Where authors are identified as personnel of the International
Agency for Research on Cancer/World Health Organisation, the
authors alone are responsible for the views expressed in this
article and they do not necessarily represent the decisions, policy
or views of the International Agency for Research on Cancer/World
Health Organisation. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims
in published maps and institutional affiliations. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims
in published maps and institutional affiliations. AUTHOR CONTRIBUTIONS 4. de Koning, H. J., van der Aalst, C. M., de Jong, P. A., Scholten, E. T., Nackaerts, K.,
Heuvelmans, M. A. et al. Reduced lung-cancer mortality with volume CT
screening in a randomized trial. N. Engl. J. Med. 382, 503–513 (2020). H.A.R. and M.J. conceived of the study and its design. A.J.S., M.J.S., N.W., and R.C.T. provided study data. K.A. and H.A.R. completed statistical analyses. H.A.R., K.A., A.J.S.,
M.J.S., N.W., R.C.T., M.C., R.L., P.A.J.C., D.R.B., and M.J. interpreted the results. H.A.R. drafted the manuscript. H.A.R., K.A., A.J.S., M.J.S., N.W., R.C.T., M.C., R.L., P.A.J.C., D.R.B.,
and M.J. critically reviewed the draft manuscript and approved the final version. H.A.R. and M.J. conceived of the study and its design. A.J.S., M.J.S., N.W., and R.C.T. provided study data. K.A. and H.A.R. completed statistical analyses. H.A.R., K.A., A.J.S.,
M.J.S., N.W., R.C.T., M.C., R.L., P.A.J.C., D.R.B., and M.J. interpreted the results. H.A.R. drafted the manuscript. H.A.R., K.A., A.J.S., M.J.S., N.W., R.C.T., M.C., R.L., P.A.J.C., D.R.B.,
and M.J. critically reviewed the draft manuscript and approved the final version. 5. Moyer, V. A. Screening for lung cancer: U.S. Preventive Services Task Force
recommendation statement. Ann. Intern. Med. 160, 330–338 (2014). 6. Crosbie, P. A., Balata, H., Evison, M., Atack, M., Bayliss-Brideaux, V., Colligan, D. et al. Implementing lung cancer screening: baseline results from a community-
based “Lung Health Check” pilot in deprived areas of Manchester. Thorax 74,
405–409 (2018). DISCUSSION
L Lung cancer risk model
Bach
LCDRAT
LCRAT
LLPv2
LLPv3
PLCOm2012
Calibration (E/O)
Among age 40–74 years
1.39 (1.31–1.47)
1.52 (1.41–1.64)
1.44 (1.36–1.52)
2.16 (2.05–2.28)
1.20 (1.14–1.27)
1.30 (1.23–1.36)
Among age 55–74 years
1.38 (1.30–1.47)
1.52 (1.41–1.64)
1.40 (1.32–1.48)
2.25 (2.13–2.39)
1.25 (1.18–1.33)
1.26 (1.19–1.33)
Discrimination (AUC)
Among age 40–74 years
0.80 (0.79–0.81)
0.82 (0.81–0.84)
0.81 (0.79–0.82)
0.77 (0.76–0.78)
0.78 (0.76–0.79)
0.79 (0.78–0.80)
Among age 55–74 years
0.76 (0.75–0.78)
0.79 (0.77–0.81)
0.77 (0.76–0.79)
0.73 (0.72–0.75)
0.74 (0.73–0.75)
0.75 (0.74–0.77)
The E/O statistic is the ratio of cases expected (predicted by the model) to the cases observed. AUC is the area under the receiver operating curve. The
estimates for ages 40–74 years correspond with the primary estimates presented in Fig. 1 (n.b. there were no participants in UK Biobank aged >74 years). Table 4. Calibration and discrimination estimates for lung cancer risk models in UK Biobank current and former smoking participants, restricted to
ages 55–74 years. of Cancer Research. The ICR acknowledges NHS funding to the Royal Marsden/ICR
NIHR Biomedical Research Centre. P.A.J.C. is supported by the NIHR Manchester
Biomedical Research Centre. M.C. is co-chief investigator of the Yorkshire Lung
Screening Trial, which is funded by Yorkshire Cancer Research. R.L. is supported by
the Intramural Research Program of the US National Institutes of Health/National
Cancer Institute. The funders had no role in the design, analysis, or reporting of
the study. of Cancer Research. The ICR acknowledges NHS funding to the Royal Marsden/ICR
NIHR Biomedical Research Centre. P.A.J.C. is supported by the NIHR Manchester
Biomedical Research Centre. M.C. is co-chief investigator of the Yorkshire Lung
Screening Trial, which is funded by Yorkshire Cancer Research. R.L. is supported by
the Intramural Research Program of the US National Institutes of Health/National
Cancer Institute. The funders had no role in the design, analysis, or reporting of
the study. screening protocol and that further work may be needed to
ensure that eligibility for lung cancer screening can be defined
equitably in the UK population. More generally, they highlight the
importance of carefully validating risk prediction models in
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screening: role of comorbidity, frailty and life expectancy. Transl. Lung Cancer Res. 8, S454–S459 (2019). 21. Katki, H. A., Petito, L. C., Cheung, L. C., Jacobs, E., Jemal, A., Berg, C. D. et al. Implications of 9 risk prediction models for selecting ever-smokers for CT lung-
cancer screening. Ann. Intern. Med. 169, 10–19 (2018). 37. Cheung, L. C., Berg, C. D., Castle, P. E., Katki, H. A. & Chaturvedi, A. K. Life-gained-
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rospective validation study. PLoS Med. 14, e1002277 (2017). 38. Yorkshire Cancer Research. Yorkshire Cancer Research announces UK’s largest
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A19169). The Generations Study was funded by Breast Cancer Now and the Institute Comparative performance of lung cancer risk models to define lung. . © World Health Organization 2021, corrected publication 2021 ADDITIONAL INFORMATION 12, e1001779 (2015 Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly
from the copyright holder. To view a copy of this license, visit http://creativecommons. org/licenses/by/4.0/. 26. Riboli, E., Hunt, K. J., Slimani, N., Ferrari, P., Norat, T., Fahey, M. et al. European
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Project lung cancer risk stratification model: calibration and prospective valida-
tion. Thorax 76, 161–168 (2021). © World Health Organization 2021, corrected publication 2021
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Overlapping worlds of art and plastic surgery: developing a concept model and its implications in surgical education
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https://doi.org/10.1007/s44186-022-00089-y Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9
https://doi.org/10.1007/s44186-022-00089-y Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9
https://doi.org/10.1007/s44186-022-00089-y ORIGINAL ARTICLE ORIGINAL ARTICLE Abstract Purpose Editorials speculate on the relationship between art and plastic surgery, and studies of limited art education in
surgical training show intriguing benefits. Identifying the shared concepts and skills in art and plastic surgery could advance
incorporating artistic skills and concepts into plastic surgery training and curriculum.i Methods Using a grounded theory approach, we interviewed plastic surgeons and formally trained or self-identified artists
and then analyzed the transcripts. During the process, we used a constant comparison approach while coding along with
data collection. The team developed the codebook from initial transcripts; 2 members coded each transcript. We reconciled
codes and summarized codes into themes based on discussion among the team. Results 15 plastic surgeons aged 36–80 years and 16 artists aged 19–62 years were interviewed. We then developed a concept
model, “Ways of Making,” to illustrate the shared aspects of the artistic and surgical process through their ways of doing,
knowing, seeing, and thinking. Both plastic surgeons and artists recognized that strong technical foundational skills are key
to developing competency. Both groups spoke about the Elements of Art and Principles of Design, though artists know this
formally. Artists and plastic surgeons shared that awareness to one’s surroundings or to human features facilitates identifying
problems or ideas. They described how technical skills, manual dexterity, and three-dimensional thinking can be taught and
nurtured. Both groups also recognized that creativity played a major role in their work. While creativity was seen as innate,
participants can learn to be innovative through critical thinking. Conclusion This study provides a model for how plastic surgery and art overlap using data from interviews. Though there
are differences between the two fields, the ways of doing, knowing, seeing, and thinking are key components of the artistic
and surgical processes. Identifying the shared concepts and skills in art and plastic surgery could help enhance curricula
seeking to incorporate artistic skills and concepts into plastic surgery training. Keywords Education · Plastic surgery · Arts and humanities · Visual arts · Curriculum Overlapping worlds of art and plastic surgery: developing a concept
model and its implications in surgical education Audrey Nguyen1 · Dawn Duong1 · Patricia O’Sullivan2 Received: 19 May 2022 / Revised: 23 November 2022 / Accepted: 27 November 2022 / Published online: 10 December 2022
© The Author(s) 2022 1
Department of Surgery, Division of Plastic
and Reconstructive Surgery, University of California San
Francisco (UCSF), 505 Parnassus Ave, Suite M‑593,
San Francisco, CA 94143, USA * Audrey Nguyen
Audrey.Nguyen@ucsf.edu 2
School of Medicine, Departments of Medicine and Surgery,
University of California San Francisco, San Francisco, USA Introduction shown intriguing benefits. Surgeons have published opin-
ions in editorials and correspondence about art and plastic
surgery. These opinions describe the importance of under-
standing beauty, grace, and esthetics [6, 7], how knowledge
of art helps with plastic surgeons’ three-dimensional vis-
ual-spatial skills [8], or how the fundamental difference is
that art is a form of self-expression whereas plastic surgery
is a science that “seeks to uncover knowledge (and argu-
ably beauty)” [2]. In one survey study of 26 plastic surgery
trainees in England, who were asked whether they felt that
artistic skills were relevant in plastic surgery; 58% agreed
[7]. Notably, many of the published comments were about
the ability to draw, and one of the trainees who disagreed
wrote, “Just because you can draw does not mean you can
operate competently.” The relationship between art and plastic surgery has inter-
ested plastic surgeons for almost fifty years [1–6]. Pub-
lished studies about this relationship are mostly editorial
in nature, but limited art education in surgical training has (0121 3456789)
3 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 9
Page 2 of 9 9
Page 2 of 9 However, art goes beyond the act of drawing. A study
from the Giesel School of Medicine in Dartmouth, New
Hampshire, introduced art in a different way [9]. The authors
showed a painting titled, In Hospital (The Operating Room),
by Bernard Perlin (1918–2014) to surgical trainees and
academic surgeons and asked them to describe what they
saw. The results were interesting; the trainees described the
painting in clinical terms and focused on anatomy and tech-
nique while the surgeons focused on the primary surgeon
and his role in the painting. The authors concluded that the
understanding of perspective and mature clinical gaze can
be established through observations and analyses of works
of art [9]. The Pennsylvania Academy of Fine Arts offers
art courses to medical students and personnel with the goal
of “improving visual literacy” and observational skills [10]. Casey Lesser, Creativity Editor of Artsy, an online platform
for collecting and discovering art, writes that medical stu-
dents have been required to take art classes to help improve
communication skills, perspective, and even, compassion
[11]. Introduction Though anecdotal, these opinion pieces approach an
appealing idea—that an arts education is beneficial to surgi-
cal training.i unsure how concepts from artists and surgeons would
overlap and because there is sparse literature and under-
lying theories related to this topic. There are editorial and
opinion pieces in the plastic surgery literature that suggest
a relationship between the two fields that improves plastic
surgery skill as previously discussed [1–8]. However, there
is a lack of a model that describes how art and plastic sur-
gery are related. We chose interviews as a data collection
method because they provide rich data for the develop-
ment of a model for this grounded theory study. An inter-
view “attempts to understand the world from the subjects’
point of view, to unfold the meaning of their experience,
to uncover their lived world” [16]. The grounded theory
methodology allows us to identify and understand a way
in which the concepts that are important to both artists and
plastic surgeons can be interrelated. We recruited practicing plastic surgeons and practicing
artists to interview for this study. Plastic surgeons were eli-
gible to participate if they were board-certified or board-
eligible. Artists were eligible if they identified as an artist
for their primary occupation or if they had formal visual
arts training and education. Many of the recruited surgeons
and artists were considered experts in their field. They were
considered experts based on academic or social status, years
in practice, and productivity. The presented sample size is
typical of studies using grounded theory approaches, as the
purpose of the study is to achieve an understanding and satu-
rate the underlying theory model [15]. We sampled until we
believed information sufficiency had been obtained, which
fell in the range of our goal sample size [15]. Exploring the shared core concepts and skills in the fields
of art and plastic surgery could inform plastic surgery train-
ing programs about what aspects of artistic skills and con-
cepts can be applied to training. Art education courses and
artistic skill are not a requirement of plastic surgery trainees,
nor are they assessed in the current model of competency
based medical education (CBME), which is set as the struc-
ture for assessing performance in United States Plastic Sur-
gery Programs accredited by the Accreditation Council of
Graduate Medical Education (ACGME) [12, 13]. Introduction However,
plastic surgery programs aspire to educate residents who can
demonstrate skills resulting in aesthetically pleasing results,
who are experts in human anatomy, and who have the obser-
vational and surgical skills to design and complete a suc-
cessful surgery [14]. The goal of this study is to describe
the core concepts and skills that art and plastic surgery share
to provide the language and a new framework necessary to
enrich the curriculum and competencies for plastic surgery
trainees. The findings may provide guidance for educating
surgeons by incorporating the skills and practices of the
related field of visual arts. g
g
p
[
]
Using purposeful sampling [17], we recruited academic
and community plastic surgeons who represent all subspe-
cialities within the field using the network of the principal
investigator, AN. She started with her local network of aca-
demic plastic surgeons whom she trained with at UCSF and
also engaged in artistic activities (sculpture, photography,
digital art). She also interviewed plastic surgeons who were
considered experts and with whom she had a relationship. AN also approached plastic surgeons via email who have
presented at conferences and expressed an interest in the
visual arts based on their lecture. AN contacted all plastic
surgeons personally and did not use any other recruitment
methods. AN also knew some artists and used a snowball
sampling approach by asking artist participants to recom-
mend other participants. Like the plastic surgeons, we
selected the participants based on their background and
specialty to include a representative sample of visual artists
who use different media and/or are in varying types of prac-
tices. We also included artists who were educators, as this
was comparable to plastic surgeon educators in academia. This study was approved by the UCSF Institutional Review
Board (IRB). Methods We conducted interviews and qualitative analyses of the
interview transcripts using grounded theory—a qualita-
tive research method used by investigators to generate a
theory that explains a process or action based on “data
from participants who have experienced the process” [15]. We identified that this approach was useful since we were 3 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 Page 3 of 9
9 9 Demographic information A total of 31 in-depth interviews were conducted with 15
plastic surgeons and 16 artists (Table 1). The plastic sur-
geons ranged from 36 to 80 years of age, and the artists
ranged from 19 to 60 years. In both groups, most participants
identified as White. There were three artists who identified
as Latinx. There was an even spread between gender in the
artist group, with plastic surgery having slightly more par-
ticipants who identified as men (n = 9) than women. Both
groups interviewed represented a variety of subspecialties
in their respective fields. Eight of the plastic surgeons were
educators at a university or university-affiliate, and four art-
ists were educators at the junior high, high school or college
level. While we interviewed this large number of partici-
pants, we felt information sufficiency had been reached in
both groups around the 10th interview. Interviews: We conducted single, semi-structured inter-
views that lasted 60–120 min. Each interviewee provided
demographic data such as age, gender, and specialty. The initial five interviews were performed in-person and
recorded. However, at the start of the COVID-19 pandemic,
we switched to Zoom interviews for safety. These interviews
were audio and video recorded on Zoom. The recordings
allowed for verbatim transcription of the interview through
artificial intelligence (Rev.com). Review of the conversation
and video by the investigators and transcriptionist permitted
checks for accuracy and extraction of narratives, themes, and
quotations. Each interviewee received a $75 Amazon gift
card for their participation. Table 1 Demographic and practice information about the two groups
of participants, plastic surgeon and artist
* More than 1 type of media (i.e., ceramics, photography, drawing,
and painting)
Plastic surgeon (N = 15)
Artist (N = 16)
Age, years
36–80
19–60
Gender, N
Male
9
8
Female
6
8
Race, N
White
13
12
Asian
2
1
Latinx
0
3
Specialty, N
Cosmetic Surgery, 5
Multimedia*, 9
Microsurgery, 5
Painting, 3
Craniofacial Surgery, 3
Drawing, 1
Hand Surgery, 2
Sculpture, 1
General Reconstruction Only,
1
Graphic Design, 1
Practice Type Academic, 8
Educator, 4
Private Practice, 7
Personal Business, 12 Table 1 Demographic and practice information about the two groups
of participants, plastic surgeon and artist Data collection each transcript was coded by a single researcher who was
blinded to the other researcher’s proposed codes. The
researchers then reviewed each assigned code and came to
an agreement on the codes through discussion and reference
to the codebook if the codes were divergent. We memoed
throughout the interview and coding process. We then sum-
marized our codes into themes based on discussion among
the team. Interview Guide: We developed a preliminary interview
guide based on literature review and the experiential knowl-
edge of AN. We used two framing questions. First, we asked
participants to describe in detail the core concepts, princi-
ples, and competencies that they feel are important to their
field, including those directly taught in training and those
developed via extramural learning. Second, we asked if there
were specific skills that they developed or were developing
to become a competent or master surgeon or artist. During
the interviews, we probed participants to further explore the
themes that the research team was identifying from prior
interviews. We used this semi-structured approach since it
“can help ensure the comparability of data across individu-
als, times, settings and researchers, and are particularly use-
ful in answering questions that deal with differences between
people or settings” [17]. Concept model The concept model that we developed based on our intensive
interviews revealed a framework for understanding how art
and plastic surgery overlap that we have titled, “Ways of
Making” (Fig. 1). “Making” referred to the finished product
or work. For visual artists, this was their artwork. For plastic
surgeons, this was the surgery and its results. The model was
organized into five interrelated categories: ways of knowing,
ways of doing, ways of seeing what is, ways of seeing what
could be, and ways of thinking. Table 2 highlights quotes
supporting each concept. Analysis The research team developed a codebook using in vivo codes
from the initial transcripts. The team used a constant com-
parison approach and met throughout the data collection,
coding, and analysis processes. Each member’s views were
discussed and considered as the analysis progressed. AN is
a plastic surgeon with some experience in art courses but
limited formal training, and she has illustrated plastic sur-
gery articles and texts. She is completing a Master of Art
in Education. AN completed the plastic surgery interviews. DD has also taken art classes and has been involved in other
qualitative research studies. DD was comfortable talking
with educators and performing interviews. AN and DD did
the artist interviews. PO’S provided expertise in qualitative
analysis. All team members served to add perspective and to
challenge AN to clarify how her perspective influences the
interpretation of the results. We used the software Dedoose (SocioCultural Research
Consultants, LLC, Los Angeles, CA) to code and to organ-
ize the analysis of the interview transcripts. Using Dedoose, 1 9
Page 4 of 9 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 Of these shared ways of knowing, the plastic surgeons
understood and knew anatomy at an extremely detailed level. We defined anatomy as the study and knowledge of the human
body. This was necessary for patient safety, and a core com-
ponent of reconstruction was knowing the baseline anatomy
to be altered. However, artists also studied anatomy to under-
stand the underlying structures that are important for overlying
contour, shape, and movement. Both groups recognized the
importance of knowing surface anatomy—how the surfaces of
something are shaped but what lies beneath. The other impor-
tant way of knowing for plastic surgeons also came from the
elements of art and principles of design, though informally
and not through art classes. Plastic surgeons used many of
the terms within the elements of art and principles of design
as they described their work. Some of these terms included
“color”, “symmetry”, “shadow,” “light intensity” and “bal-
ance.” These basic terms were used in addition to the scien-
tific, medical, and anatomical terms to describe their process
and surgical design. Ways of doing Artists and plastic surgeons also shared ways of doing, which
described how each group goes through the process of achiev-
ing a work—either a surgical case or a piece of artwork. This
process was centered around technical skill, which referred
to the use of tools, methods and techniques in each field. For
visual artists, one of the most important skills was drawing
and mark-making because it developed the artistic eye and
hand–eye coordination. Other skills included mixing paint
and understanding the chemistry, how to use the instruments
and how to use one’s hands. For plastic surgeons, the basic
skills were suturing, working and handling human tissue and
its underlying structures, and using instruments while doing
so. There were certainly differences in dissecting tissue and
suturing versus preparing paint colors, canvases, and paint-
ing. However, it was clear from the interviews that manual
dexterity and tactile sensation were integral to the success of
both artists and plastic surgeons and was developed early in
training. Both groups strongly believed that practice was a key
to improvement in the field and many participants from both
groups quoted that 10,000 h of practice was necessary. Fig. 1 Concept Model of Ways of Making – a framework that demon-
strates the artistic and plastic surgery process The ways of knowing and ways of doing represented the
foundations of the concept model, even though all aspects
were interrelated. These foundations were important because
once they were developed, they can be pushed and broken,
allowing for freedom and creativity. Ways of knowing Both groups shared ways of knowing which was based on
shared knowledge of anatomy and fundamental art concepts:
elements of art and principles of design. Artists learned the
elements of art and the principles of design in foundational
art courses, and those guided everything in making art. The
elements of art are the building blocks used by artists to cre-
ate a work of art and include line, shape, form, color, value,
space, and texture [18]. The principles of design describe
the way artists use the elements of art in their work: bal-
ance, emphasis, movement, pattern, repetition, proportion,
rhythm, variety, and unity [19]. For plastic surgeons, under-
standing anatomy was one of the most important ways of
knowing. Fundamental concepts for this field were knowing
the blood flow and anatomy and replacing like with like. Ways of seeing The ways of knowing and doing were related to ways of see-
ing. This notion described how artists and plastic surgeons
see what is and what could be. Fig. 1 Concept Model of Ways of Making – a framework that demon-
strates the artistic and plastic surgery process 3 3 Page 5 of 9
9 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 Page 5 of 9
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Page 5 of 9
Table 2 Exemplary quotes from artists and plastic surgeons as it relates to the concept model by concept. A refers to artists, and PS refers to plastic surgeon
Artist
Plastic surgeon
Ways of doing
Technical Skill: the use of tools, methods, and techniques
“So, I think that learning how to draw from life is very
important to be able to see and translate what you see in
reality, the physical reality, and that's why figure drawing
is important. The anatomy is important, because it's a huge
instructional thing about drawing the world. Learning how
to draw from what you see, you learn the abstract relation-
ships between objects, between form.” (A6)
“Dexterity. I'm watching people sew, watching people do stuff.”
(PS5)
“So I think that that can be taught, in how you motion, how you
move, how you handle things, the instruments that you use,
and why or not.” (PS6)
Ways of knowing
Elements of art: building blocks used by artists to create a
work of art and include line, shape, form, color, value, space,
and texture
Principles of design: the way artists use the elements of art in
their work: balance, emphasis, movement, pattern, repeti-
tion, proportion, rhythm, variety, and unity
Anatomy: the study and knowledge of the human body
“The first one is value. And if you take white at one end and
black at the other end, and then you have nine shades in
between or eight shades in between, you establish what are
called values…And whenever we paint something, it's a
matter of breaking it down into shapes.” (A13)
“Classes that teach you how to draw a human form, classes
that teach you about color, about the principle of design,
classes that teach you how to work with your hands, and
classes that teach you how to work computer programs. Ways of seeing All
classes that will give you your core values and what people
are expecting from you in terms of your knowledge of art.”
(A15)
“In anatomy class for instance, there was a lot of drawing live
skeletons and that kind of stuff. And one of my professors
was always over the top, so in that particular class, we would
go and unwrap cadavers and we would draw from that. And I
actually found that very fascinating.” (A16)
“So, if I'm dealing with a human body, and I understand those
things, I understand then physically, the relationship of one
part to the next, and how it fits into a volume. And that to me
seems like that would be an incredibly valuable for some-
body who was dealing with human bodies.” (A11)
“So, I think I improved my anatomy a ton and learning about
art and art techniques made me look at things differently. All
of a sudden, I realized things were there that I never knew
were there, like shadows and different light intensities and
shades, and I didn’t even know what I didn’t know, and it was
nice to learn that and I think it helped me understand anatomy
better. It helped me understand, for instance, cheekbones and
the points of shining on light and lips and ears and things like
that. Ways of seeing So, when I was learning how to do it, it was very excit-
ing for me because I thought I was getting better at surgery
because I was learning this art knowledge.” (PS4)
“Well again, the aesthetic eye is just it’s seeing any part of the
human body and knowing what looks right or what looks
wrong, what looks esthetic or not, what looks pretty, what
looks symmetrical, what looks balanced, what looks propor-
tional.” (PS7)
“I think it's important that you have a basic understanding of
anatomy, and principles, and basic principles of flap design,
and stuff like that, and then when you see a problem, you can
figure out how to apply that in a specific case that may be
novel or may be a little different from the way something else
was done.” (PS5)
“So, I think a good plastic surgeon has a great knowledge of
anatomy, has a creative mind and then has the technical skills
to execute something difficult in rearranging tissue.” (PS9)
Ways of seeing what is
Environmental Awareness: being in tune and attentive to one’s
surroundings
Subject Sensitivity: the ability to see the subtleties of the
subject matter than an untrained eye would not
“Because even when I walk, I walk daily, I can't help but
notice patterns and the sunlight coming through the trees
and the shadows and all that. I see designs. I see that all the
time.” (A16)
“I think artistic people see things that normal people don’t
look at or they are hypersensitive to esthetics. They have
sensibilities that are very different from people who are
outside of the arts. They’re sensitive to form and arts and
principles of design. They notice the things in between the
line. The message in between the lines.” (A8)
“One of the things that happens to lots of people in drawing
classes is, the teachers, they would be telling you, you have
to look, you have to look, you have to look, and you have to
see.” (A11)
"When I was trying to learn what is the earlobe shape, what
does the back of the earlobe really look like? How do we inset
the earlobe and a facelift, why, what is this angle the earlobe
makes with the jawline. Ways of seeing I would be in the elevator, and I
would just stare at the back of people's heads.” (PS11)
“And when people look at an ear, they don't look the way we
look at an ear. They don’t dissect by helix, antihelix, scapha,
inferior crus, concha, that kind of stuff. We do that, and so
we’re seeing things that other people don’t see.” (PS1)
“I see better and if I can see better and see more things, I think
I can communicate with the patient better. If I'm looking at
somebody and I just see two or three things versus 20 things, I
think you having 20 things that I'm seeing makes my diagno-
sis better and my planning better.” (PS4) 1 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 9
Page 6 of 9 9 Th
b
f ll
i
th l tt
i th
ti i
t
i
d
h id
tifi
Artist
Plastic surgeon
Ways of seeing what could be
Visualization: thinking ahead by picturing the final product
and going through the process in one’s mind
Intention: setting the goal that the artist or surgeon is trying to
achieve
“I guess again, it depends on when I set out, I have certain
goals of the level I want to get it to. For me, myself, that is I
know what, in a way, the endpoint is going to be.” (A12)
“You're thinking two steps ahead, or three steps ahead,
because it's just natural, the way you're doing things.” (A16)
“To train awareness, but also once you have awareness of
something and language for describing it, then you can have
command over it. And I think a lot of artists aren't able to
put that into words maybe, but they are actively using it. Ways of seeing So
that's the difference, is intentionality.” (A8)
“Usually, I'm thinking about the end where I want to get and
then thinking about steps on how to get there, but probably
when I'm walking into the operating room, the literal image
I have in my head is what the patient looks like when we're
done.” (PS4)
“You have to have the image in mind as well and you kind of
know what you're aiming for.” (PS11)
""Okay, he's got all these little dots on the lip." I said, "Okay, so
what are the goals of our operation?" He starts talking through
the dots, and I broke it down and was like, "No, no, what are
we really trying to accomplish here?"” (PS15)
Ways of thinking
Critical Thinking: problem or puzzle solving along with find-
ing creative solutions
Creativity: pushing the limits or boundaries, thinking outside
the box, and being original or new by going beyond the
normal, average, or expected
“It's kind of like how engineers invent things to solve prob-
lems. We're artistic engineers. We're inventing designs to
solve people's needs with marketing and things like that. A core value or something you would need to become a
designer is the desire to solve a problem.” (A15)
“When I say learning how to think, it's learning how to take
your successes and your failures in particular and building
on those. There's an old cliché that you can succeed without
failure, and that's true. You go through life, and you fall on
your face, and you get up, you learn from it, if you're smart
you learn from it, and you build on that, and out of those
mistakes, or that chaos comes something new, and these
discoveries.” (A6)
“I would say putting yourself in uncomfortable situations
forces you to be creative because usually when something's
uncomfortable, it’s sometimes unprecedented.” (A9)
“It's a surgical discipline where essentially no two operations
are ever completely the same…you have a problem; the
patient has a problem, and that problem needs to be solved
and it's a way of using tissue to solve those problems crea-
tively.” (PS12)
“I think it is that you have a set of rules that create your
framework, but you're not bound by them. Ways of seeing You get to use that
framework to solve a problem, and I think most… If you think
about problem-solving in any field, whether it's engineering or
literature, it's about being creative. In plastic surgery, it seems
like it's all about problem-solving, so that's where that creativ-
ity comes in.” (P15)
“Creativity is the ability to produce, see, think or in any other
way, something new, different and astounding or surprising. That's creativity… the big C is where you're actually doing
something that has intrinsically more value or more power to
the person that's observing or to yourself” (PS7)_ Page 7 of 9
9 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 Page 7 of 9
9 9 Artists and plastic surgeons have ways of seeing what
is, which we have equated to observational ability, and we
described this concept through two terms: environmental
awareness and subject sensitivity. From the interviews, we
defined environmental awareness as being in tune and atten-
tive to one’s surroundings. The ability to observe, or to see or
to look, took practice and over time, the observer learned to
be aware of subtleties that the untrained eye would not, and
thus, have developed subject sensitivity. Both groups were
constantly observing their surroundings and had developed
this skill acutely. Visual artists looked to the environment
for inspiration and motivation. Plastic surgeons reported
observing human features in their daily lives to understand
the nuances of such features and the anatomy to replicate
normal, reconstruct, or attempt to capture beauty surgically. Artists did the same, but their subject matter could be quite
broad, sometimes they were human and for others they were
landscapes, animals, or creations from their imagination. into play during the process of making. Both groups agree
that creativity was a key component of mastery for their
respective fields. Artists and plastic surgeons used critical
thinking to improve their ways of doing, knowing and seeing,
so that they could ultimately create and be creative. Art versus science Though there are important similarities in the “Ways of
Making” for artists and plastic surgeons, we discovered
through the in vivo code “Art vs. Science” an important
difference in self-expression versus patient safety. We have
demonstrated that plastic surgery is connected to art, but it
still originates from the medical sciences. Though there were
more similarities than not, the tension between art versus
science made it clear that there are boundaries to using artis-
tic concepts in plastic surgery, namely, around the form of
self-expression. To describe art, artists and plastic surgeons
used words such as “emotion”, “self-expression”, and “right
brain”. To describe science, both groups used words such as
“logic,” “measurement,” and “left brain.” Science in plastic
surgery relates to the medicine of the field; its complications
related to patient safety, anatomy, physiology, and human
tissue. Art is described as a form of self-expression, where
science is not. For example, in visual arts, one can play,
paint, or sculpt the human body in unnatural ways and push
the human body to extremes as the artists Pablo Picasso and
Egon Schiele do. Plastic surgeons cannot because human
safety is a high priority in plastic surgery where in art, it
is not. The ways of seeing what could be related to how each
group saw the future in their mind through intention setting
and visualization. Intention meant setting the goals of what
the artist or surgeon was trying to achieve. We defined visu-
alization as thinking ahead by picturing the final product and
going through the process in one’s mind. This visualization
also helped with identifying or anticipating issues ahead of
time. It was important to set a goal for the work, even if the
process changed the end goal. Another key component of
visualization was the ability to think spatially and in three
dimensions. Setting the intention allowed for visualiza-
tion. Artists and surgeons described this as going through
the steps of the procedure in their minds, considering one’s
choices, and imagining the final product. Ways of thinking The curriculum
included six hours of general art courses and three hands-
on sessions with clay sculpture. After taking the classes,
the authors observed that the trainees had improved in the
following areas: medical charting of anatomical problems,
predicting the result of a surgery based on preoperative
markings, and applying more thorough and detailed surgi-
cal dressings [21]. Guneron concluded that the art classes
helped with overall attention-to-detail. He did not include
how these improvements were measured. Furthermore, the
authors did not measure improvement in surgical technique,
though they concluded that trainees should continue art pro-
jects because practice leads to improvement, and trainees
should use the learned art concepts to “clearly define esthetic
surgical problems” [21].i p
p
g
y
Other studies have also stressed the importance of art
and humanities in medical education [22–24]. Though
these studies included a broad range of topics beyond vis-
ual arts such as creative writing and philosophy, Moniz
et al. developed a prism model based off Dennhardt’s pre-
vious findings to describe four beneficial epistemic func-
tions of arts and humanities [22, 24]. These are: master-
ing skills, perspective taking, personal insight and social
advocacy [24]. Moniz et al. describe an inability to report
a typology of skills due to lack of coherence and broad-
ness of the term in the arts and humanities [24]. Our study,
however, which is focused on the visual arts, was able to
delineate and describe why technical skills are important. Because Moniz and Denhardt’s models are applicable
to the broader world of medical education and arts and
humanities, there are differences with our model. Where
we describe the importance of goal-setting through visu-
alization and environmental awareness, they describe per-
spective taking as “engaging in art…to facilitate students
to relate to and reflect upon their and others’ experiences
and thus improve the doctor-patient relationship” [22]. Our model does not include aspects of social advocacy. However, the prism model and Denhardt’s model do not
include how arts and humanities enhances creativity and
critical thinking skills, where it is extremely important in
our model and may be more specific to plastic surgery and
correlated with obtaining mastery. The limitations of the study are that the surgeons mostly
came from one geographic area that might influence their
practice. The artists were more varied in their location. Ways of thinking We have defined
creativity as pushing the limits or boundaries, thinking out-
side the box, and being original or new by going beyond the
normal, average, or expected. Creativity thrives in the face
of boundaries, constraints, or rules because it is in pushing
those limits that one can be creative. In understanding these
“Ways of Making,” specifically ways of thinking, we may
be able to teach creativity to our trainees which is strongly
correlated with mastery. include a fundamental or foundational lesson that teaches
the elements of art and principles of design and how artists
learn anatomy. Another lesson could focus on manual dex-
terity and technical skill as these authors have designed in
the clay and sculpture classes. Any lesson or course would
also emphasize the importance of visualization, purposeful
action, environmental awareness and subject sensitivity. As an example, this could be done through observations of
paintings or even descriptions of human features. Finally,
incorporating a component of creativity and problem-solv-
ing would be necessary as this represents the highest level
on the model. This can be achieved through developing an
art practice that is related to plastic surgery. The potential overlapping concepts and skills have led
some surgeons to suggest inclusion of artistic training in
standard plastic surgery education [1, 2, 5, 20]. These plas-
tic surgeons believe that artistic training leads to a better
understanding of the concepts of symmetry, proportion,
and dimensionality and skills such as anatomic drawing
and hand–eye coordination [1, 2, 5–8, 20–22]. Two stud-
ies specifically investigated the effect of art education on
plastic surgery training. In 1969, Craig Gosling, an artist in
the Department of Medical Illustration at Indiana Univer-
sity, designed an art course for plastic surgery trainees that
included 16 h of drawing, clay modeling, and molding and
casting [1]. He and Lewis Thompson, Assistant Director of
the Plastic Surgery Section at that same university, found
marked improvement in trainees’ concepts of human sym-
metry and proportion and better descriptions of patients and
communication about surgical techniques. In 2005, another
plastic surgeon, Ethem Guneron, emphasized the importance
of art education within the field of plastic surgery because of
the joint emphasis on “proportion, line, balance, harmony”
[21]. With the help of the Department of Art Education,
he designed an art course for plastic surgery trainees at
Ondokuz Mayis University in Turkey [21]. Ways of thinking Using a methodologically rigorous approach, we have con-
structed a model to illustrate how art and plastic surgery
share concepts and skills. Our model incorporates data from
interviews with practicing visual artists in addition to the
perspectives of plastic surgeons. This model is a framework
that underpins the work and practices of plastic surgeons and
artists and illustrates how they are intimately connected. Our
discussion will review the similarity and differences with
existing literature, new insights, and impact on curriculum. Finally, these ways were all related to ways of thinking which
involved critical thinking and creativity. Both artists and
surgeons had repeatedly stressed the importance of these
two concepts in their interviews. From analysis of the coded
transcripts, we defined critical thinking as synonymous with
problem or puzzle solving along with finding creative solu-
tions. It involved constant self-assessment and self-criticism. Both artists and plastic surgeons had an intense inner dialog
often involving the question, “Why is it this way?”. The
goal of critical thinking was to innovate, create, improve
and understand the self and the work. We defined creativity
as pushing the limits or boundaries, thinking outside the
box, and being original or new by going beyond the normal,
average or expected. Creativity was also closely linked with
critical thinking and was born from it. In exploring creativ-
ity, we also found a tension between being technically skilled
while maintaining innovation. We discovered a push and pull
between the technical and the creative and how each comes Our data are consistent with the current literature that
report how these two fields are thought to share similar
concepts, such as aesthetics and proportion, and skills, such
as anatomic drawing and manipulation of physical objects,
required for occupational mastery [2, 6–9]. We add to these
similarities by expanding on these foundational concepts
and include ways of doing and ways of knowing. We also
go beyond the physical skills by incorporating the ways of
seeing to which both artists and plastic surgeons subscribe. Finally, we identified ways of thinking and specified two key 1 3 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 9
Page 8 of 9 9
Page 8 of 9 9 components of this: critical thinking and creativity. Critical
thinking for these participants is synonymous with prob-
lem-solving and involves self-assessment. Competing interests The authors have no other financial disclosures
or competing interests. 15. Creswell JW. Qualitative Inquiry and Research Design: Choosing
Among Five Approaches. 3rd ed. Thousand Oaks, CA: SAGE
Publications; 2013. 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/. 16. Brinkmann S, Kvale S. InterViews: Learning the craft of qualita-
tive research interviewing. 3rd ed. Sage; 2015. 17. Maxwell JA. Chapter 5: Methods. In: Qualitative Research
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Reconstr Surg. 2012;130(4):638e–40e. https://doi.org/10.1097/
prs.0b013e318262f646. This study provides a model for how plastic surgery and art
overlap using data from interviews. Though there are differ-
ences between the two fields, the ways of doing, knowing,
seeing, and thinking are key components of the artistic and
surgical processes. This model of “Ways of Making” may
offer guidance for educators in plastic surgery to enhance
curricula. p
9. Kirkland KB, Craig SR. Exploring the surgical gaze through lit-
erature and art. JAMA. 2018;319(15):1532–4. https://doi.org/10.
1001/jama.2018.0396. 10. Zimmerman M. Art and Medicine at PAFA. Pennsylvania Acad-
emy of Fine Arts. https://www.pafa.org/adult-programs/art-and-
medicine-programs. Accessed November 30, 2018. 11. Lesser C. Why Med Schools Are Requiring Art Classes. Artsy. https://www.artsy.net/article/artsy-editorial-med-schools-requi
ring-art-classes. Accessed December 1, 2018. Acknowledgements This research is funded by the Plastic Surgery
Foundation (Grant #627051) through the Association for Surgical Edu-
cation/Plastic Surgery Foundation Combined Research Grant. 12. Eno C, Correa R, Stewart NH, Lim J, Holmboe ES, Edgar L
(2022) The Milestones Guidebook. Accreditation Council of
Graduate Medical Education. 2020. https://www.acgme.org/globa
lassets/pdfs/milestones/milestonesguidebookforresidentsfellows.
pdp. Accessed May 19, 2022. Funding This research is funded by the Plastic Surgery Foundation
(Grant #627051) through the Association for Surgical Education/Plas-
tic Surgery Foundation Combined Research Grant. 13. Plastic Surgery Milestones: The Accreditation Council of Gradu-
ate Medical Education. Implementation July 2022. https://www.
acgme.org/globalassets/pdfs/milestones/plasticsurgerymilest
ones2.0.pdfAccessed May 19, 2022. Data availability The datasets generated during and/or analyzed dur-
ing the current study are available from the corresponding author on
reasonable request. 14. ACGME Program Requirements for Graduate Medical Education
in Plastic Surgery (Integrated and Independent). Effective July 1,
2020. https://www.acgme.org/globalassets/PFAssets/ProgramReq
uirements/360-362_PlasticSurgery_2020.pdf?ver=2020-06-29-
163732-893&ver=2020-06-29-163732-893 Accessed May 19,
2022. Ways of thinking However, many participants in both groups did receive
training in classes or programs across the country. Another
limitation is that the interviewers were untrained in the
visual arts and thus potentially probed differently than
experienced artists would. This may have been an asset
since this helped in the development of a model with less
bias. Further work is needed to explore how the concept
model is relevant to other disciplines such as general sur-
gery and head and neck surgery. Both studies could benefit from the model we have pre-
sented by aligning their curricular goals with the levels
on the model and ensuring that the shared concepts of the
model are incorporated. For example, the courses could 3 3 Page 9 of 9 Global Surgical Education - Journal of the Association for Surgical Education (2023) 2:9 9 Declarations Competing interests The authors have no other financial disclosures
or competing interests. References 21. Guneron E, Kivrak N, Koyuncu S, Tuncer S, Uysal A. Aesthetic
surgery training: The role of art education. Aesthetic Surg J. 2005;25(1):84–6. https://doi.org/10.1016/j.asj.2004.10.003.i 1. Thompson LW, Gosling CG, Epstein LI, Zook EG. A sim-
plified art course for the plastic surgeon. Plast Reconstr Surg. 1972;49(4):408–10. 22. Dennhardt S, Apramian T, Lingard L, Torabi N, Arntfield S. Rethinking research in the medical humanities: a scoping review
and narrative synthesis of quantitative outcome studies. Med
Educ. 2016;50:285–99. https://doi.org/10.1111/medu.12812. 2. Swanson E. The plastic surgeon: artist or scientist? Plast Reconstr
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72a0f3. 3. Goldwyn RM. The plastic surgeon as an artist. Plast Reconstr
Surg. 2003;112(1):327. https://doi.org/10.1097/01.prs.00000
66012.99511.ea. 23. Moniz, T., Golafshani M, Gaspar CM, Adams NE, et al. How Are
the Arts and Humanities Used in Medical Education? Results of a
Scoping Review. Acad Med. 2021. Publish Ahead of Print. https://
doi.org/10.1097/acm.0000000000004118 4. Colon GA. The plastic surgeon as an artist. Plast Reconstr Surg. 2004;113(5):1513–20. https://doi.org/10.1097/01.prs.00001
10764.50411.2d. 24. Moniz T, Golafshani M, Gaspar CM, Adams NE, et al. The prism
model: advancing a theory of practice for arts and humanities in
medical education. Perspectives Medical Educ. 2021;10:207–14. https://doi.org/10.1007/s40037-021-00661-0. 5. Morani AD. Plastic surgeons and art. Plast Reconstr Surg. 1979;64(4):550. 6. Fernandes JW. The legacy of art in plastic surgery. Plastic Recon-
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0000000000003519. 1 3
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Experimental techniques for characterising water in wood covering the range from dry to fully water-saturated
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Citation for published version (APA):
Thybring, E. E., Kymäläinen, M., & Rautkari, L. (2018). Experimental techniques for characterising water in wood
covering the range from dry to fully water-saturated. Wood Science and Technology, 52(2), 297-329.
https://doi.org/10.1007/s00226-017-0977-7 university of copenhagen university of copenhagen
Experimental techniques for characterising water in wood covering the range from dry
to fully water-saturated
Thybring, Emil Engelund; Kymäläinen, Maija; Rautkari, Lauri university of copenhagen Experimental techniques for characterising water in wood covering the range from dry
to fully water-saturated Thybring, Emil Engelund; Kymäläinen, Maija; Rautkari, Lauri Download date: 24. Oct. 2024 Thybring, Emil Engelund; Kymäläinen, Maija; Rautkari, Lauri Published in:
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Wood Science and Technology DOI:
10.1007/s00226-017-0977-7 Document version
Publisher's PDF, also known as Version of record Document version
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CC BY Citation for published version (APA):
Thybring, E. E., Kymäläinen, M., & Rautkari, L. (2018). Experimental techniques for characterising water in wood
covering the range from dry to fully water-saturated. Wood Science and Technology, 52(2), 297-329. https://doi.org/10.1007/s00226-017-0977-7 Download date: 24. Oct. 2024 Wood Sci Technol (2018) 52:297–329
https://doi.org/10.1007/s00226-017-0977-7 ORIGINAL ORIGINAL Experimental techniques for characterising water
in wood covering the range from dry to fully water-
saturated Emil Engelund Thybring1
• Maija Kyma¨la¨inen2 • Lauri Rautkari2 Received: 14 February 2017 / Published online: 4 December 2017
The Author(s) 2017. This article is an open access publication Abstract Water plays a central role in wood research, since it affects all material
properties relevant to the performance of wood materials. Therefore, experimental
techniques for characterising water within wood are an essential part of nearly all
scientific investigations of wood materials. This review focuses on selected
experimental techniques that can give deeper insights into various aspects of water
in wood in the entire moisture domain from dry to fully water-saturated. These
techniques fall into three broad categories: (1) gravimetric techniques that deter-
mine how much water is absorbed, (2) fibre saturation techniques that determine the
amount of water within cell walls, and (3) spectroscopic techniques that provide
insights into chemical wood–water interactions as well as yield information on
water distribution in the macro-void wood structure. For all techniques, the general
measurement concept is explained, its history in wood science as well as advantages
and limitations. 1
Department of Geosciences and Natural Resource Management, University of Copenhagen,
Rolighedsvej 23, 1958 Frederiksberg C, Denmark
2
Department of Bioproducts and Biosystems, Aalto University, PO BOX 6300, 00076 Aalto,
Finland & Emil Engelund Thybring
eet@ign.ku.dk 2
Department of Bioproducts and Biosystems, Aalto University, PO BOX 6300, 00076 Aalto,
Finland Introduction Wood is a hygroscopic material which means that it absorbs and exchanges water
molecules with the surroundings. Water molecules found within cell walls interfere
with internal secondary wood–wood bonds, for example hydrogen bonds. Therefore,
it is no surprise that absorbed water, often termed moisture, has a profound effect on 12 123 123 Wood Sci Technol (2018) 52:297–329 298 wood properties dependent on these bonds, for example strength and stiffness
(Tiemann 1906; Wagner et al. 2015). However, moisture also influences the
performance of wood and wood products in other ways important for the structural
application of these materials such as durability, i.e. resistance to biodegradation
(Ammer 1963a; Meyer and Brischke 2015; Stamm and Baechler 1960; Stienen et al. 2014; Thybring 2013). The central role of moisture in the performance of wood
materials makes the wood–water interaction an obvious target for enhancing
material performance to specific applications. Thus, a wide range of physicochem-
ical modification processes exist aimed at improving the performance of wood
materials. Common targets for wood modification include improved durability and
dimensional stability (Stamm and Baechler 1960). However, recent years have seen
an increase in advanced modifications adding novel functionalities to wood such as
stimuli-responsive properties, for example ‘‘sweating wood’’ for cooling purposes or
stimuli-responsive filtration (Keplinger et al. 2016). For all these types of
modifications, wood–water interactions within the modified material are important
for the performance. For instance, the resistance to biological decay is directly
linked to the water capacity of modified cell walls (Stamm and Baechler 1960;
Thybring 2013), while advanced modifications such as stimuli-responsive hydrogel
formation within the wood structure use water uptake or release for cooling
purposes by water evaporation or for filtration (Keplinger et al. 2016). To advance
the understanding of the fundamental mechanisms of wood performance as affected
by water as well as for tailoring wood modifications to specific applications,
characterisation of the amount, distribution, and physicochemical interactions of
water within wood materials is important. This review covers selected experimental techniques for characterising moisture
in wood in the entire moisture content range from absolutely dry to fully water-
saturated, i.e. where water takes up all available space in cell walls and voids (pits,
lumina, vessels) in the wood structure. Furthermore, techniques which elucidate
other fundamental aspects of wood–water interactions in untreated and modified
wood are included. Experimental techniques which concern effects of water on, for
example, mechanics or dimensions will not be discussed. Introduction The schematic sorption
isotherm shown in Fig. 1 covering the entire relative humidity (RH) range provides
an overview of the characterisation techniques covered in this review as well as the
RH range to which each technique can be applied. Terminology One of the most fundamental and commonly used descriptors for moisture in wood
is the moisture content (MC). In this review, it is described by water mass divided
by dry wood mass. When dealing with physicochemically modified wood materials,
it is often necessary to adjust MC for added dry mass due to the modification
process (Hill 2008; Thybring 2013) in order to correctly compare a given modified
material with untreated or differently modified materials. This is done by
multiplying MC of the modified material, MCmod [%], with (1 ? Rmod) as shown
in (1): 123 299 Wood Sci Technol (2018) 52:297–329 Fig. 1 Schematic illustration of moisture uptake in wood in absorption from absolute dry state (lower
black line) and desorption from fully water-saturated state (upper black line) in the entire relative
humidity (RH) range from dry to water-saturated. Characterisation (gravimetric, fibre saturation, and
spectroscopic) techniques described in the present review are indicated along with the RH range they
cover Fig. 1 Schematic illustration of moisture uptake in wood in absorption from absolute dry state (lower
black line) and desorption from fully water-saturated state (upper black line) in the entire relative
humidity (RH) range from dry to water-saturated. Characterisation (gravimetric, fibre saturation, and
spectroscopic) techniques described in the present review are indicated along with the RH range they
cover Fig. 1 Schematic illustration of moisture uptake in wood in absorption from absolute dry state (lower
black line) and desorption from fully water-saturated state (upper black line) in the entire relative
humidity (RH) range from dry to water-saturated. Characterisation (gravimetric, fibre saturation, and
spectroscopic) techniques described in the present review are indicated along with the RH range they
cover MCR ¼
mwater
mwood;dry
¼
mwater
mmod;dry 1 þ Rmod
ð
Þ1 ¼ MCmod 1 þ Rmod
ð
Þ
ð1Þ ð1Þ where MCR [%] is adjusted moisture content also termed ‘‘reduced moisture con-
tent’’, mwater [kg] is water mass, and mwood,dry [kg] and mmod,dry [kg] are dry masses
of the wood itself and the modified wood material, respectively. Terminology Rmod [-] is the
modification ratio defined as relative mass gain due to modification Rmod ¼ mmod;dry mwood;dry
mwood;dry
ð2Þ ð2Þ Mass change is commonly used in the literature to describe the intensity of modi-
fication either by the term ‘‘weight per cent gain’’ (WPG) [% WPG] in cases of
increased mass due to modification, for example acetylation, furfurylation, etc., or
by the term ‘‘mass loss’’ (ML) [% ML] in cases of decreased mass due to modifi-
cation, for example thermal modification. It was chosen to describe the mass change
by the common term ‘‘modification ratio’’ (Rmod) and define it as a dimensionless
fraction to avoid confusion with the relative mass gain given in per cent (WPG). Correction of MC in (1) and following equations should, however, only be done in
cases where Rmod is positive. Thus, MC should not be corrected for thermally
modified wood where Rmod \ 0. As water molecules absorbed by wood are continuously exchanged with the
surroundings as well as meandering around within the material, MC is often
characterised in the equilibrium state where there is no net change in water with the
surroundings. This alleviates issues of comparing various samples with differences
in moisture gradients depending on sample geometry, wood density, etc. In case of
equilibrium, it is common to use the terms ‘‘equilibrium moisture content’’ (EMC) 12 3 3 3 300 Wood Sci Technol (2018) 52:297–329 and ‘‘reduced equilibrium moisture content’’ (EMCR) in (1) instead of MC and
MCR, respectively. In this review, the term ‘‘absorption’’ is used to describe the process of moisture
uptake in wood instead of the term ‘‘adsorption’’ more commonly used in the wood
research literature. The IUPAC definition of ‘‘absorption’’ relates to the uptake of
one material by another, regardless of the mechanism of uptake. On the other hand,
the term ‘‘adsorption’’ in the terminology suggested by IUPAC relates to the uptake
of one material on surfaces/interphases with another material and thus implies that
water molecules attach to surfaces within the wood structure. As a result of the
developments in the field of water uptake in wood cell walls in the last few decades,
it was felt that the term ‘‘adsorption’’ is misleading as it relates to ‘‘internal
surfaces’’, a concept which can be questioned when water molecules enter the solid
wood cell walls and are taken up by the constituent polymers. Gravimetric techniques Wood can absorb significant amounts of water in its structure, i.e. both within cell
walls and in the void structure. The maximum amount depends on the wood density,
which varies widely between species. As an example, a low-density wood species
like balsa (Ochroma lagopus Sw.) with a bulk density around 100 kg/m3 can fit a
total amount of water of around 960–980 kg/m3 in its bulk volume, equal to a
maximum MC of 960–980%. On the other hand, a high-density wood species such
as ironwood (Lophira alata Banks ex. Gaertn.) with a bulk density around 1000 kg/
m3 can only fit about 630–780 kg/m3 water inside its bulk volume, yielding a
maximum MC of just 63–78%. The noticeable change in mass associated with
absorption of water makes gravimetric techniques ideal for determining the amount
of water inside the bulk material. Terminology Therefore, the more
general term ‘‘absorption’’ was adopted to include both water uptake in cell walls
and capillary condensation in the wood structure. This review covers the entire moisture range from dry to fully water-saturated in
dependence of the surrounding climate. In line with common terminology in
building materials research, the full RH range is divided into a hygroscopic and an
over-hygroscopic range (Fig. 1). These two regimes intersect around 97–98% RH
although the limiting RH is not well defined (Espinosa and Franke 2006). The
differentiation reflects a change in water uptake in the material, where the
hygroscopic range is dominated by cell wall absorption and the over-hygroscopic
range is dominated by capillary condensation outside cell walls, i.e. in pits, lumina,
vessels, and other voids in the wood structure. Early-stage sorption balances, salt solutions, and climate chambers In the early scientific investigations of wood materials, it is recognised that the MC
of wood exposed to climatic conditions changes with changes in temperature and
RH (Forest Products Laboratory 1919; Glass et al. 2014; Zeller 1920). In the early
days of wood research, it was, however, a common practice to achieve a specific 123 301 Wood Sci Technol (2018) 52:297–329 MC in wood samples by drying the material from green or water-saturated
conditions (Carrington 1922; Record 1914; Tiemann 1906; Volbehr 1896) and then
maybe leaving the wood for moisture to redistribute within the material before
further testing, for example mechanical. Alternatively, wood samples were kept
under laboratory conditions for a period of time to obtain an MC around 12%
(Carrington 1921). The first published study in a scientific journal on wood MC in
equilibrium with a controlled, stable climate appears to be the work of Zeller
(1920), who used sulphuric acid solutions of various concentrations to generate
various levels of RH in a specially designed climate chamber. Similar investigations
performed at the Forest Products Laboratory in the USA might, however, predate
this publication (Glass et al. 2014). In these early investigations, the now well-
known effect of sorption history, i.e. that conditioning wood to a specific RH
through moisture uptake (absorption) or through moisture release (desorption) will
not produce similar MC, was not considered. Therefore, the relation between wood
MC and RH at constant temperature was described by a single curve, i.e. sorption
isotherm. The seemingly first absorption and desorption isotherms were reported by
Larian and co-workers (Larian et al. 1930; Lavine and Gauger 1930) who
conditioned birch shavings (about 1.5 g each) in desiccators over saturated salt
solutions generating different RH levels. Initially, all samples were in the green
condition, and after equilibrium with the specific RH had been obtained, they were
dried over pure sulphuric acid (0% RH) followed by conditioning by absorption to
the same level of RH as before. These data can therefore be regarded as the first
desorption and absorption isotherms for wood, where the previous is initiated from a
condition close to fully water-saturated. The same year, Pidgeon and Maass (1930)
reported on absorption and desorption isotherms for white spruce and jack pine
found by exposing small samples (150 mg) suspended from a quartz helix spring
inside a vacuum tube system to various levels of RH. Early-stage sorption balances, salt solutions, and climate chambers Desorption was, however,
initiated from hygroscopic conditions (\ 98% RH), the effect of which will be
discussed later. RH in the vacuum tube system was controlled by tuning the vapour
pressure above a water bath via controlling the bath temperature while keeping the
rest of the system at constant temperature. Moisture uptake was measured by the
spring elongation, and the system is a precursor to modern-day automated sorption
balances. Several later studies on wood use this kind of technique for studying
absorption and desorption in wood (Christensen 1959, 1960; Christensen and Kelsey
1959; Grace and Maass 1932; Kelly and Hart 1970; Spalt 1958). For modified wood,
the first sorption isotherm appears to be due to Mo¨rath (1931) who steamed beech at
150 and 190 C and used sulphuric acid solutions for conditioning the material at
different RH levels. The second reported sorption isotherm for modified wood
seems to be the absorption and desorption isotherms reported by Spalt (1958) for
acetylated (Rmod = 0.32) white pine, although studies from the intervening period
of time mention reduced hygroscopicities of modified wood (Buro 1954; Seborg
et al. 1953) without showing sorption isotherms. Of the different methods for generating specific RH levels detailed above, one of MC in wood samples by drying the material from green or water-saturated
conditions (Carrington 1922; Record 1914; Tiemann 1906; Volbehr 1896) and then
maybe leaving the wood for moisture to redistribute within the material before
further testing, for example mechanical. Alternatively, wood samples were kept
under laboratory conditions for a period of time to obtain an MC around 12%
(Carrington 1921). The first published study in a scientific journal on wood MC in
equilibrium with a controlled, stable climate appears to be the work of Zeller
(1920), who used sulphuric acid solutions of various concentrations to generate
various levels of RH in a specially designed climate chamber. Similar investigations
performed at the Forest Products Laboratory in the USA might, however, predate
this publication (Glass et al. 2014). In these early investigations, the now well-
known effect of sorption history, i.e. that conditioning wood to a specific RH
through moisture uptake (absorption) or through moisture release (desorption) will
not produce similar MC, was not considered. Therefore, the relation between wood
MC and RH at constant temperature was described by a single curve, i.e. sorption
isotherm. Early-stage sorption balances, salt solutions, and climate chambers The seemingly first absorption and desorption isotherms were reported by
Larian and co-workers (Larian et al. 1930; Lavine and Gauger 1930) who
conditioned birch shavings (about 1.5 g each) in desiccators over saturated salt
solutions generating different RH levels. Initially, all samples were in the green
condition, and after equilibrium with the specific RH had been obtained, they were
dried over pure sulphuric acid (0% RH) followed by conditioning by absorption to
the same level of RH as before. These data can therefore be regarded as the first
desorption and absorption isotherms for wood, where the previous is initiated from a
condition close to fully water-saturated. The same year, Pidgeon and Maass (1930)
reported on absorption and desorption isotherms for white spruce and jack pine
found by exposing small samples (150 mg) suspended from a quartz helix spring
inside a vacuum tube system to various levels of RH. Desorption was, however,
initiated from hygroscopic conditions (\ 98% RH), the effect of which will be
discussed later. RH in the vacuum tube system was controlled by tuning the vapour
pressure above a water bath via controlling the bath temperature while keeping the
rest of the system at constant temperature. Moisture uptake was measured by the
spring elongation, and the system is a precursor to modern-day automated sorption
balances. Several later studies on wood use this kind of technique for studying
absorption and desorption in wood (Christensen 1959, 1960; Christensen and Kelsey
1959; Grace and Maass 1932; Kelly and Hart 1970; Spalt 1958). For modified wood,
the first sorption isotherm appears to be due to Mo¨rath (1931) who steamed beech at
150 and 190 C and used sulphuric acid solutions for conditioning the material at
different RH levels. The second reported sorption isotherm for modified wood
seems to be the absorption and desorption isotherms reported by Spalt (1958) for
acetylated (Rmod = 0.32) white pine, although studies from the intervening period
of time mention reduced hygroscopicities of modified wood (Buro 1954; Seborg
et al. 1953) without showing sorption isotherms. Of the different methods for generating specific RH levels detailed above, one of Of the different methods for generating specific RH levels detailed above, one of
the most common methods is by saturated salt solutions (Ammer 1963b; Eriksson
and Noren 1965; Forster 1998; Higgins 1957; Nearn 1955; Papadopoulos and Hill
2003; Wangaard and Granados 1967; Yasuda et al. Early-stage sorption balances, salt solutions, and climate chambers 2002; Meyer and Brischke 2015; Williams and Hale 2003), but the
resultant EMC after such conditioning is questionable. This is due to the great
difficulty with obtaining saturated water vapour as discussed by Strømdahl (2000). Differences in temperature between vapour and surrounding surfaces will result in
either water condensation on surfaces if these are cooler or a non-saturated vapour if
the surfaces are warmer. Even slight temperature fluctuations can give noticeable
effects. Thus, fluctuations of 0.5 C around room temperature cause a ‘‘saturated
RH’’ around 97%, while even small changes of 0.2 C limit the maximum RH to
99%. As shown by Hoffmeyer et al. (2011), prolonged conditioning of untreated
wood in such presumably saturated water vapour will not give the same isotherm
upon subsequent desorption as when the material is desorbing from the fully water-
saturated state. Moreover, as discussed later under ‘‘Fibre saturation techniques’’, it
is highly uncertain that conditioning wood in presumably saturated water vapour
will actually saturate cell walls. )
Whether using early-stage sorption balances, saturated salt solutions, or climate
chambers for conditioning wooden samples, it is important to select appropriate
sample masses taking into consideration the balance uncertainty and the stability of
the conditioning climate in order to minimise the uncertainty in determined MC. The ASTM C1498 (ASTM 2016) and ISO 12571 (ISO 2013) standards which
concern the determination of hygroscopic moisture sorption isotherms require the
balance accuracy to be at least 0.01–0.1% of the sample mass. However, these
standards also require a sample mass of 10 g or more, which is often not feasible or
wanted in scientific studies, for example on sorption kinetics. To determine EMC, it
is of course important that equilibrium has been obtained as marked by a constant
sample mass after conditioning at constant RH for a given time. Many studies
employ stability criteria adopted from the ASTM C1498 (ASTM 2016) and ISO
12571 (ISO 2013) standards to specify when the variation in sample mass is low
enough for equilibrium to be assumed obtained. These standards require mass
variations of \ 0.1% over a period of 5 days after daily mass readings or over
7 days in two consecutive mass readings, respectively. Other stability criteria have
been proposed in the literature, for example the one by Wadso¨ et al. (2004) which
also takes into account the change in RH from the previous to the current climate. Early-stage sorption balances, salt solutions, and climate chambers 1995) since they are relatively 12 3 Wood Sci Technol (2018) 52:297–329 302 simple to use and cover a wide range of RH levels (see, for example, Greenspan
1977) for solutions in the range 3–98% RH. Their use limits, however, which RH
levels can be achieved. This problem is avoided when RH is generated by mixing of
wet and dry air streams to produce any RH level desired in the range 0–97% RH. Such method has been employed in climate chambers (Strømdahl 2000; Thygesen
et al. 2010) and has even be used below the freezing temperature of water (Hedlin
1968). 1968). Whether using early-stage sorption balances, saturated salt solutions, or climate
chambers for conditioning wooden samples, it is important to select appropriate
sample masses taking into consideration the balance uncertainty and the stability of
the conditioning climate in order to minimise the uncertainty in determined MC. The ASTM C1498 (ASTM 2016) and ISO 12571 (ISO 2013) standards which
concern the determination of hygroscopic moisture sorption isotherms require the
balance accuracy to be at least 0.01–0.1% of the sample mass. However, these
standards also require a sample mass of 10 g or more, which is often not feasible or
wanted in scientific studies, for example on sorption kinetics. To determine EMC, it
is of course important that equilibrium has been obtained as marked by a constant
sample mass after conditioning at constant RH for a given time. Many studies
employ stability criteria adopted from the ASTM C1498 (ASTM 2016) and ISO
12571 (ISO 2013) standards to specify when the variation in sample mass is low
enough for equilibrium to be assumed obtained. These standards require mass
variations of \ 0.1% over a period of 5 days after daily mass readings or over
7 days in two consecutive mass readings, respectively. Other stability criteria have
been proposed in the literature, for example the one by Wadso¨ et al. (2004) which
also takes into account the change in RH from the previous to the current climate. One important thing to note about the use of early-stage sorption balances,
saturated salt solutions, and climate chambers is that these methods are
unsuitable for conditioning wood samples to saturation. Nonetheless, several
studies condition wood samples in desiccators over liquid water as a way of
saturating the material (Boonstra et al. 2007; Feist and Sell 1987; Harju et al. 2002;
Kamdem et al. Early-stage sorption balances, salt solutions, and climate chambers One important thing to note about the use of early-stage sorption balances,
saturated salt solutions, and climate chambers is that these methods are
unsuitable for conditioning wood samples to saturation. Nonetheless, several
studies condition wood samples in desiccators over liquid water as a way of
saturating the material (Boonstra et al. 2007; Feist and Sell 1987; Harju et al. 2002;
Kamdem et al. 2002; Meyer and Brischke 2015; Williams and Hale 2003), but the
resultant EMC after such conditioning is questionable. This is due to the great
difficulty with obtaining saturated water vapour as discussed by Strømdahl (2000). Differences in temperature between vapour and surrounding surfaces will result in
either water condensation on surfaces if these are cooler or a non-saturated vapour if
the surfaces are warmer. Even slight temperature fluctuations can give noticeable
effects. Thus, fluctuations of 0.5 C around room temperature cause a ‘‘saturated
RH’’ around 97%, while even small changes of 0.2 C limit the maximum RH to
99%. As shown by Hoffmeyer et al. (2011), prolonged conditioning of untreated
wood in such presumably saturated water vapour will not give the same isotherm
upon subsequent desorption as when the material is desorbing from the fully water-
saturated state. Moreover, as discussed later under ‘‘Fibre saturation techniques’’, it
is highly uncertain that conditioning wood in presumably saturated water vapour
will actually saturate cell walls. 123 123 Wood Sci Technol (2018) 52:297–329 303 Automated sorption balances This type of equipment, often referred to as dynamic vapour sorption (DVS),
combines automated climate control in the range 0–97% RH with continuous high-
resolution mass measurements. RH is generated by mixing wet and dry gas streams,
for example air or nitrogen. As only a small sample mass (typically in the 5–20 mg
range) is needed like in the quartz helix spring systems, a faster approach to
equilibrium is observed compared with conditioning larger samples over saturated
salt solutions or in climate chambers. As automated sorption balances are becoming
a common research tool in wood research laboratories, the literature is abundant
with sorption isotherms determined with such equipment, also for various types of
modified wood (Hill et al. 2013; Jalaludin et al. 2010a, b; Popescu and Hill 2013;
Xie et al. 2010, 2011). While the low sample mass makes possible detailed studies
of differences in water sorption between earlywood and latewood (Fredriksson and
Thygesen 2017), even at the growth ring level (Hill et al. 2015; Song et al. 2014), it
also requires the user to consider how to collect representative samples for the study
in question. For generating representative samples of larger wood volumes, several
studies have used milled wood (Hill et al. 2009; Himmel and Mai 2015; Xie et al. 2010; Zaihan et al. 2009, 2011), but it could be speculated if this gives a
representative material or might produce unwanted side effects, for example a
change in sample chemistry. Milling is not as intense a method for subdividing
wood as ball milling which has been shown to change the material chemistry (Mao
et al. 2006) and internal chemical bonding (Schwanninger et al. 2004). Nonetheless,
different particle size fractions generated from milling might not have identical
chemical composition if some anatomical fractions (e.g. lignin-rich middle lamella
fragments) are over-represented in smaller size fractions that are more easily lost
upon handling the milled material. Instead of milling, several studies have used
wood slices cut with a microtome or razor blade to produce a large sample surface
area while preserving the microscopic wood structure (Fredriksson and Thygesen
2017; Fredriksson et al. 2010; Glass et al. 2017; Hill et al. 2015; Hosseinpourpia
et al. 2016; Song et al. 2014), while a few use small wood blocks (Fredriksson and
Johansson 2016). Automated sorption balances All of these studies use the automated humidity control by which
RH is automatically changed upon reaching a specified mass stability (dm/dt)
criterion. If such dm/dt criterion is not selected carefully, however, it can lead to
inaccurate results. If the stability criteria of the ASTM C1498 (ASTM 2016) and
ISO 12571 (ISO 2013) standards are converted into %/min, i.e. per cent mass
change per minute, employed in most automated sorption balances, the dm/dt is
around 0.00001%/min. While the stability criteria of the standards are based on
mass change relative to the previously observed mass, the dm/dt of automated
sorption balances is typically based on mass change relative to the dry sample mass
which is often determined by initial drying. Thus, it would seem that the latter gives
stricter stability requirements. However, the dm/dt suggested by the producer of one
of the most common types of automated sorption balances is 0.002%/min for
10–20 mg samples and 0.0005%/min for 100 mg samples, i.e. about 50–200 times
higher than required by the standards for larger ([ 10 g) samples. The other
important parameter for establishing if equilibrium is obtained is the ‘‘stability 12 3 3 304 Wood Sci Technol (2018) 52:297–329 window’’, i.e. the time period over which the dm/dt needs to meet the stability
criterion. In the ASTM C1498 (ASTM 2016) and ISO 12571 (ISO 2013) standards,
the mass change is calculated over 5 and 7 days, respectively, whereas the default
stability window in the most popular automated sorption balance in wood research
is 15 min. The 0.002%/min over 15-min stability criterion is commonly employed
for wood materials, but Glass et al. (2017) recently demonstrated that it gives too
low EMC values in absorption and too high in desorption. The error was up to 0.7%
MC for southern pine wood and up to 2.9% MC for isolated lignin for changes in the
high-RH regime. Moreover, Glass et al. (2017) were unable to find literature data to
support the claim that a dm/dt of 0.002%/min is sufficient for accurate
determinations of EMC, even in publications often cited to document this claim. The use of a dm/dt criterion becomes critical when considering sample drying which
in many studies is performed initially. The results of Christensen and Hergt (1969)
show that the longer the time under constant climate before a given change in RH,
the slower the rate of sorption. Automated sorption balances Thus, if a sample is initially dried out using a dm/dt
criterion after experiencing stable conditions for a long while, it will exhibit a
slower rate of desorption than in a subsequent second drying stage after re-wetting. This will affect the determined dry mass in the two drying stages as the dm/dt
criterion is met at higher residual MC in the first stage, thus causing an
overestimation of the dry mass. Examining the mass curves in the literature when a
dm/dt criterion of 0.002%/min is used, it is often clearly seen that the sample
material is far from having reached equilibrium with 0% RH before subsequent re-
wetting is initiated. The overestimated dry mass is problematic as it shifts the entire
sorption isotherm downwards, partly due to the increased dry mass but mainly due
to decreased estimated water masses. Moreover, a second drying stage will yield a
lower dry mass, perhaps leading to speculations about ‘‘trapped water’’ in the first
drying stage (Hill et al. 2015). It is recognised that Hergt and Christensen (1965) did
find that up to 1% MC is retained in the wood after vacuum-drying if the material is
not rapidly dried from the water-saturated state, i.e. conditioning to any level of RH
before drying results in incomplete drying even at a drying temperature of 65 C. However, their experiments used thin, microtomed wood sections and drying times
of 1–5 days which is considerably longer than the drying duration if using a dm/dt
criterion of 0.002%/min. In the authors’ experience, drying for 6 h at 60 C in dry
nitrogen gas of a 20-mg wood block sample gives a reproducible dry mass within
0.05% even when several cycles of re-wetting to various RH (10–90%) and drying
are used. For samples cut into thin slices, this drying protocol (6 h at 60 C, 0% RH)
should be more than enough to secure complete drying. Therefore, it is
recommended that longer, fixed drying times, preferably at slightly elevated
temperatures, are used in automated sorption balances in order to secure accurate
dry mass determinations. For getting closer to the ‘‘true’’ EMC upon conditioning at
a specific RH, it might be useful to lower the dm/dt as well as increase the stability
window. However, further investigations are needed for establishing guidelines for
the appropriate dm/dt settings for wood. Automated sorption balances Until such have been established, a degree
of uncertainty exists as to the accuracy of reported EMC and sorption isotherms by 123 123 Wood Sci Technol (2018) 52:297–329 305 The difference in MC in equilibrium with a given RH depends on whether
equilibrium is reached by absorption or desorption (Urquhart 1929). This
phenomenon is termed sorption hysteresis and can be seen as a difference between
the absorption isotherm from dry state and desorption isotherm from water-saturated
state (see Fig. 2). It has been speculated that it is linked to non-elastic mechanical
responses during swelling, but the exact mechanism is not yet understood (Engelund
et al. 2013). Nonetheless, wood modification can have different effects on sorption
hysteresis. For instance, acetylation decreases the absolute hysteresis (Popescu et al. 2014), i.e. MC difference between the absorption and desorption isotherms, but this
result appears to be correlated with the general reduction in MC at given RH. A
similar general reduction in MC is found for thermal modification of wood;
however, this treatment appears to increase the absolute sorption hysteresis (Olek
et al. 2013). Automated sorption balances are useful for studies of sorption
hysteresis, and several published studies have focused on this phenomenon. In most
studies, absolute sorption hysteresis has a maximum around 70–75% RH and
decreases for higher RH (Hill et al. 2009, 2012b; Himmel and Mai 2015;
Hosseinpourpia et al. 2016; Popescu et al. 2014; Simon et al. 2017; Xie et al. 2011). The decreasing sorption hysteresis at high RH might, however, be an artefact due to
desorption being initiated from a non-saturated state (often by conditioning to 95%
RH). Thus, in recent results by Fredriksson and co-workers (Fredriksson and
Johansson 2016; Fredriksson and Thygesen 2017), sorption hysteresis in untreated
Norway spruce gradually increases up to at least 95% RH (see Fig. 2). Furthermore,
as shown by Hoffmeyer et al. (2011), desorption from a non-saturated state will
yield a lower desorption isotherm than for water-saturated wood until around 75%
RH. Therefore, most desorption isotherms using automated sorption balances
reported in the literature can be regarded as scanning curves above 70–75% RH Fig. 2 a Sorption isotherms for desorption from water-saturated state and absorption from dry state for
untreated and acetylated (Rmod = 0.18) Norway spruce in the range of 0–97% relative humidity (RH). Based on data from Fredriksson and Johansson (2016), Fredriksson et al. Automated sorption balances (2013) at 20 C and from
authors at 25 C (dm/dt = 0.0005%/min). Note that the desorption and absorption isotherms do not
coalesce at 97% RH; b absolute sorption hysteresis of untreated wood from moisture content data
acquired with automated sorption balances. Based on data for Norway spruce (Fredriksson and Johansson
2016; Fredriksson and Thygesen 2017; Ka¨llbom 2015; Sedighi-Gilani and Schwarze 2015) and Sitka
spruce (Hill et al. 2009). Note that in all studies except (Fredriksson and Johansson 2016; Fredriksson and
Thygesen 2017) desorption is initiated from a non-saturated state (conditioning to 95% RH) Fig. 2 a Sorption isotherms for desorption from water-saturated state and absorption from dry state for
untreated and acetylated (Rmod = 0.18) Norway spruce in the range of 0–97% relative humidity (RH). Based on data from Fredriksson and Johansson (2016), Fredriksson et al. (2013) at 20 C and from
authors at 25 C (dm/dt = 0.0005%/min). Note that the desorption and absorption isotherms do not
coalesce at 97% RH; b absolute sorption hysteresis of untreated wood from moisture content data
acquired with automated sorption balances. Based on data for Norway spruce (Fredriksson and Johansson
2016; Fredriksson and Thygesen 2017; Ka¨llbom 2015; Sedighi-Gilani and Schwarze 2015) and Sitka
spruce (Hill et al. 2009). Note that in all studies except (Fredriksson and Johansson 2016; Fredriksson and
Thygesen 2017) desorption is initiated from a non-saturated state (conditioning to 95% RH) 12 3 3 306 Wood Sci Technol (2018) 52:297–329 produced by a reversal in sorption direction (absorption/desorption) at intermediate
RH, i.e. away from the dry or saturated states. Besides deriving MC in equilibrium with various climates, automated sorption
balances have been used for studying the kinetics of sorption. In many polymeric
materials, the sorption process exhibits two-stage behaviour (Christensen and
Kelsey 1959; Crank 1953; Kelly and Hart 1970; Newns 1956) and cannot be
explained by Fickian diffusion into the material. Thus, sorption is often a much
slower process than expected for diffusion through the solid material which is also
the case for wood (Christensen 1959; Kelly and Hart 1970). Instead, sorption might
be controlled by relaxation of stresses arising from swelling of the dense and stiff
wood cell walls (Christensen 1959, 1960; Christensen and Kelsey 1959). This also
explains why samples conditioned for longer times after a change in RH exhibit
slower rate of sorption as observed by Christensen and Hergt (1969). Automated sorption balances Due to the
two-stage nature of the sorption process, it has often been analysed by the parallel
exponential kinetics (PEK) model featuring two moisture sorption processes (fast
and slow exponentials) using data for both untreated (Hill et al. 2010) and modified
wood (Hill et al. 2012a; Himmel and Mai 2016; Jalaludin et al. 2010a; Popescu et al. 2014; Xie et al. 2010). It may be difficult to compare the results across studies due
to differences in sample mass and geometry as diffusion into the sample at some
point becomes relevant, at least in the low-RH regime (Christensen 1965). More
importantly, however, the recent results by Glass et al. (2017) demonstrate that the
PEK model is not capable of capturing the long-term kinetics of untreated wood if
the data acquisition at a given RH is disrupted when a dm/dt stability criterion of
0.002%/min is met. This seriously questions whether results derived using PEK
model fittings on sorption data with a 0.002%/min dm/dt criterion are correct. Adding to this uncertainty, the PEK model is quite sensitive to initial guesses of
parameter values of the two moisture sorption processes (Himmel and Mai 2016). More details about wood–water interactions can be gained from automated
sorption balances using heavy water, i.e. deuterium oxide (2H2O or D2O), instead of
normal water (1H2O or H2O) as conditioning vapour. Hereby, hydrogen of the
hydroxyl (OH) groups interacting with heavy water will be exchanged for deuterium
if the material is continuously exposed to 2H2O vapour for sufficient time. As
deuterium (2H) is about 1 g/mol heavier than protium (1H), the material dry mass
increases slightly upon deuteration (* 1% for untreated wood), which can only be
measured with enough accuracy using very sensitive balances. Therefore, vapour-
phase deuteration has been used on untreated wood in an early-stage sorption
balance (Taniguchi et al. 1978) as well as recently on untreated (Thybring et al. 2017) and modified wood (Popescu et al. 2014; Rautkari et al. 2013) using modern
automated sorption balances, yielding information about how many hydroxyls are
accessible for water. It should be noted, however, that not all accessible hydroxyls
will have their hydrogen exchanged. For instance, Lindh et al. (2016) found that
only two out of three surface hydroxyls on cellulose microfibrils are accessible for
deuteration as O(3)H hydroxyls act solely as hydrogen bond acceptors, i.e. interacting exclusively with water via the O(3) (Lindh et al. 2016). Automated sorption balances Therefore, if assuming a
conservative estimate of 50% higher concentration of heavy water than of normal
water after the drying stage, the measurement errors in determined hydroxyl
accessibility for residual water contents of 1 and 0.1% MC would be 66–133 and
7–13%, respectively. This clearly demonstrates the need for sufficient drying of the
material to eliminate residual water as a significant source of error. Therefore, the
use of a dm/dt stability criterion for determining hydroxyl accessibility is not rec-
ommended due to the uncertainties it involves as discussed previously for gener-
ating sorption isotherm data. As mass differences involved in the determination of
hydroxyl accessibility are much lower than those for sorption isotherms, the
potential errors introduced are much higher. where Dmdry,true [g] is the ‘‘true’’ dry mass increase due to hydroxyl deuteration,
m1,water and m2,water [g] are residual water masses after first and last drying stages,
respectively, c [mol/g] is molar concentration of residual water per gram of wood,
M [g/mol] is molar mass, and indices ‘‘D2O’’ and ‘‘H2O’’ refer to heavy water and
normal water, respectively. Even if the concentrations are similar after both drying
stages, the dry mass is still increased due to deuterium associated with the heavy
water. Thus, a residual water content corresponding to 1% MC of normal water will
add 0.11% mass. Compared with an expected dry mass increase due to deuteration
in the range of 0.5–1.0%, this will yield an error of 11–22%. If only 0.1% MC
residual water is left after drying, the error is one order of magnitude lower. However, this is only for similar concentrations of normal and heavy water after
drying, which is an unlikely situation, even after similar drying conditions and
durations in both first and last drying stages, since transport of heavy water is about
20% slower than that of normal water (Mills 1973). Therefore, if assuming a
conservative estimate of 50% higher concentration of heavy water than of normal
water after the drying stage, the measurement errors in determined hydroxyl
accessibility for residual water contents of 1 and 0.1% MC would be 66–133 and
7–13%, respectively. This clearly demonstrates the need for sufficient drying of the
material to eliminate residual water as a significant source of error. Automated sorption balances Therefore, out of
around 6 mmol/g accessible hydroxyls in wood cellulose (Engelund et al. 2013),
only 4 mmol/g will contribute to the increased dry mass after deuteration. In order 123 Wood Sci Technol (2018) 52:297–329 307 to determine the hydroxyl accessibility, the sample has to be dried initially and after
deuteration for determining the change in dry mass. Hereafter, the hydroxyl
accessibility, OHaccess [mol/g], can be calculated as OHaccess ¼
Dmdry
m0;dry DMhydrogen 1 þ Rmod
ð
Þ1
ð3Þ ð3Þ where Dmdry [g] is the change in dry mass due to deuteration, m0,dry [g] is initial dry
mass, DMhydrogen [g/mol] is molar mass difference between deuterium and protium
(1.006 g/mol), and (1 ? Rmod)-1 [-] corrects for mass gain due to modification if
present. The change in dry mass is dependent on not only the added deuterium on
hydroxyls, but also the residual normal and heavy water in the first and last drying
stages, respectively, i.e. Dmdry ¼ Dmdry;true þ m2;water m1;water
¼ Dmdry;true þ m0;dry cD2OMD2O cH2OMH2O
ð
Þ
ð4Þ ð4Þ where Dmdry,true [g] is the ‘‘true’’ dry mass increase due to hydroxyl deuteration,
m1,water and m2,water [g] are residual water masses after first and last drying stages,
respectively, c [mol/g] is molar concentration of residual water per gram of wood,
M [g/mol] is molar mass, and indices ‘‘D2O’’ and ‘‘H2O’’ refer to heavy water and
normal water, respectively. Even if the concentrations are similar after both drying
stages, the dry mass is still increased due to deuterium associated with the heavy
water. Thus, a residual water content corresponding to 1% MC of normal water will
add 0.11% mass. Compared with an expected dry mass increase due to deuteration
in the range of 0.5–1.0%, this will yield an error of 11–22%. If only 0.1% MC
residual water is left after drying, the error is one order of magnitude lower. However, this is only for similar concentrations of normal and heavy water after
drying, which is an unlikely situation, even after similar drying conditions and
durations in both first and last drying stages, since transport of heavy water is about
20% slower than that of normal water (Mills 1973). Automated sorption balances Therefore, the
use of a dm/dt stability criterion for determining hydroxyl accessibility is not rec-
ommended due to the uncertainties it involves as discussed previously for gener-
ating sorption isotherm data. As mass differences involved in the determination of
hydroxyl accessibility are much lower than those for sorption isotherms, the
potential errors introduced are much higher. The following is a short guideline for using heavy water in automated sorption
balances. In general, it is advisable to use at least three but preferably more
replicates for each sample batch due to measurement uncertainties. Only one
conditioning stage in D2O vapour is needed as the determined accessibility depends
on time of exposure and not on number of repeated conditioning cycles (Po¨nni et al. 2013). Moreover, the carrier gas (often nitrogen) should be dried out before the gas 12 123 Wood Sci Technol (2018) 52:297–329 308 inlet to the automated sorption balance, e.g. with molecular sieves to get rid of
tracer amounts of normal water. Even high-purity gas (like grade 5) has enough
water to slightly reverse deuteration in the last drying stage. Lastly, one important
issue should be mentioned concerning the RH level(s) used for D2O vapour
conditioning or their evaluation by RH sensors. For automated sorption balances,
the calibration of generated RH or built-in RH sensors is commonly done using
saturated salt solutions which generate known equilibrium RH at a given
temperature. However, two issues complicate the use of D2O in a similar way:
the saturated vapour pressure of D2O is lower than of H2O, and saturated salt
solutions with D2O generate a slightly (1–3% RH) lower RH than their H2O
counterparts (Becker et al. 1969). These differences are important to remember if
the deuteration technique is used to generate D2O sorption isotherms or deuterate a
material at a specific RH or vapour pressure. Pressure plate technique As previously discussed, it is very difficult to condition samples close to saturation
due to problems with keeping the temperature stable enough to achieve equilibrium
in the over-hygroscopic RH range (98–100% RH). Therefore, in this range the
pressure plate technique is often employed for conditioning, a method in which one
or several samples are placed within an extractor where pressures up to 100 bar
(10 MPa) can be applied. Typically, samples are cuboids or cylindrical discs with
side length/diameter in the range 10–60 mm and a thickness of 2–20 mm (Almeida
and Hernandez 2006, 2007; Cloutier and Fortin 1991; Fredriksson and Johansson
2016; Fredriksson et al. 2013; Thygesen et al. 2010; Zauer et al. 2016); however,
Stone and Scallan (1967) used the pressure plate technique to condition microtome
sections of 100 lm thickness and a cross-sectional area of 2 cm2. After water-
saturating samples and the supporting substrate (ceramic plate or cellulose
membrane, dependent on pressure range), pressure is applied to the extractor using
dry gas, whereby water is pressed out of pores in which capillary forces are lower
than the applied pressure. From a combination of the Young–Laplace and Kelvin
equations, a correlation between applied pressure in the extractor and RH can be
found: lnðRHÞ ¼ DP Mw
RTqw
ð5Þ ð5Þ where DP [Pa] is applied pressure (above atmospheric pressure), Mw [kg/mol] is
molar mass of water (0.018 kg/mol), R [J/mol K] is the universal gas constant
(8.3145 J/mol K), T [K] is temperature, and qw [kg/m3] is density of water. By
adjusting the applied pressure, it is possible to tune RH much more precisely in the
98–100% RH range than with other methods. For instance, an applied pressure of
15 bar corresponds to 98.90% RH, while 9 bar is equivalent to 99.34% RH. When
equilibrium is reached as monitored on the amount of water pressed out over time,
samples are taken out and weighed on a balance of sufficient mass resolution. 123 12 Wood Sci Technol (2018) 52:297–329 309 According to standard ISO 11274 (ISO 1998) equilibrium is obtained when two
consecutive weekly mass readings show \ 0.1% variation in sample mass. According to standard ISO 11274 (ISO 1998) equilibrium is obtained when two
consecutive weekly mass readings show \ 0.1% variation in sample mass. Pressure plate technique The technique has primarily been used to condition untreated wood (Almeida and
Hernandez 2006, 2007; Cloutier and Fortin 1991; Fortin 1979; Fredriksson and
Johansson 2016; Fredriksson et al. 2013; Griffin 1977; Stone and Scallan 1967), but
some studies of modified wood have been published (Thygesen et al. 2010; Zauer
et al. 2016) (see Fig. 3). The traditional use of the technique has been for
conditioning in desorption from water-saturated state; however, Fredriksson and
Johansson (2016) used a rebuilt extractor for absorption measurements which avoids
problems of previous modifications of the technique to handle absorption (Cloutier
and Fortin 1991; Fortin 1979). EMC in the over-hygroscopic RH range depends on the size of voids in the wood
structure such as pits, lumina, vessels, etc., and the sorption isotherms therefore
depend heavily on wood species due to the high variability of these anatomical
characteristics. Moreover, while the over-hygroscopic absorption isotherms depend
on water condensation in voids and pores of gradually increasing void sizes
(Engelund et al. 2010), desorption isotherms are governed by the size of bottleneck
pits connecting lumina/vessels to the surrounding climate (Fredriksson and
Johansson 2016; Salin 2008). During absorption, lumina/vessels take up moisture
when an RH corresponding to equilibrium with their lumen/vessel radius is reached,
but during desorption they will empty at a lower RH corresponding to radius of their
largest pits facing the surroundings. This is known as the ‘‘ink bottle effect’’
(Ravikovitch and Neimark 2002) and might explain the large sorption hysteresis in
the over-hygroscopic regime. In an interesting study by Zelinka et al. (2016),
mercury intrusion porosimetry is explored as a complementary technique for
studying over-hygroscopic moisture sorption in wood. The technique is based on
applying pressure to push liquid mercury into thinly cut transverse wood sections. The applied pressure correlates with the radius of voids filled with mercury as
described by the Kelvin equation. Therefore, after adjusting for differences in
contact angle and surface tension between mercury and liquid water, the volumetric Fig. 3 a Desorption isotherms in the over-hygroscopic range determined after conditioning with the
pressure plate technique and saturated salt solutions for untreated and modified Norway spruce (Thygesen
et al. 2010; Zauer et al. 2016). Data points in the range of 94–98% RH from climate chamber
measurements have been omitted from the results of Thygesen et al. (2010) for clarity. b Zoom of (a) in
the 99.5–100.0% RH range Fig. Pressure plate technique 3 a Desorption isotherms in the over-hygroscopic range determined after conditioning with the
pressure plate technique and saturated salt solutions for untreated and modified Norway spruce (Thygesen
et al. 2010; Zauer et al. 2016). Data points in the range of 94–98% RH from climate chamber
measurements have been omitted from the results of Thygesen et al. (2010) for clarity. b Zoom of (a) in
the 99.5–100.0% RH range 12 3 310 Wood Sci Technol (2018) 52:297–329 uptake of mercury as a function of applied pressure can be used to calculate the
capillary water in the wood void structure as a function of RH. The order of mercury
intrusion into the wood structure, i.e. vessels-lumina-pits, makes the calculated
capillary water curves correspond to the desorption isotherms of thin wood sections. For thicker wood sections without direct access to cell lumina, the order of
emptying of voids as well as filling of voids with mercury changes. Mercury
intrusion porosimetry would therefore need to be performed on such thicker samples
in order to correctly represent over-hygroscopic desorption isotherms of capillary
water. Although wood modifications rarely cause significant changes to the void
geometry unless modification agent fills up lumina or pits, they may considerably
affect the over-hygroscopic sorption isotherms. This is due to potential changes after
modification in the contact angle between wood surface and wetting liquid. Such
change will affect EMC in the over-hygroscopic range as predicted by Engelund
et al. (2010). The contact angle of liquids with modified wood has been investigated
in several studies by the Wilhelmy and sessile drop methods. The first determines
the force required during immersion and withdrawal from a probe liquid, for
example water, while in the latter the contact angle is determined over time after
dropping a liquid droplet onto the surface. Despite the shortcomings of both
methods as discussed by Wa˚linder and co-workers (Wa˚linder and Johansson 2001;
Wa˚linder and Stro¨m 2001), they both show that modification can alter the contact
angle with water. For instance, both thermal modification (Bakar et al. 2013;
Hakkou et al. 2006; Kocaefe et al. 2008) and acetylation (Bryne and Wa˚linder 2010)
appear to increase the contact angle with water, while furfurylation (Bryne and
Wa˚linder 2010) slightly decreases it. The effect of these changes on the over-
hygroscopic sorption isotherms has not been investigated. 123 Fibre saturation techniques The original definition of the fibre saturation point (FSP) was suggested by Tiemann
(1906) as the MC reached upon drying where lumina are empty of liquid water, cell
walls begin to dry, and the mechanical properties start increasing. As shown by
Stamm (1971), however, these three phenomena do not occur at the same MC. FSP
was later suggested to be determined as MC at the first shrinkage upon drying from
green or water-saturated states (Koehler and Thelen 1926). However, due to
inconsistencies in the previous definitions, Stone and Scallan (1967) focused on the
emptying of lumina in the over-hygroscopic RH range and defined FSP as the MC
where lumina are empty, but cell walls are still water-saturated. Using the pressure
plate technique, they found FSP for black spruce at 99.75% RH, while Griffin
(1977) added his own experimental results and adjusted it to 99.93% RH. This
definition is also problematic as liquid water may still be present in some cell
lumina even at equilibrium conditions where cell walls in other parts of the same
sample are not saturated (Passarini et al. 2015). Although the traditional FSP concept originated more than a century ago, it is
still widely used to describe the transition point imagined between cell wall 123 311 Wood Sci Technol (2018) 52:297–329 saturation and (significant) moisture uptake in the wood void structure in the over-
hygroscopic regime. For practical purposes, for example for structural engineering
applications of wood with a strong focus on mechanical performance, the traditional
concept of FSP works well. However, from a scientific standpoint the concept is
problematic (Babiak and Kudela 1995; Feist and Tarkow 1967), and it mischar-
acterises the wood–water relations. Instead, in this review, FSP is regarded as the
maximum cell wall water capacity measured in the fully water-saturated state (Hill
2008). The first part of this definition is in line with the intension behind the original
definition by Tiemann (1906), i.e. the amount of water found within cell walls when
these are water-saturated. By determining FSP in the fully water-saturated state, i.e. where water takes up all available space in cell walls and voids (pits, lumina,
vessels) in the wood structure, uncertainties about partial drying of any cell walls
are avoided. However, investigating FSP in the fully water-saturated state requires
experimental techniques that can differentiate between water within and outside cell
walls. Differential scanning calorimetry The cell wall moisture
content, MCcell-wall [%], can then be found as 12 123 312 Wood Sci Technol (2018) 52:297–329 MCcellwall ¼
mwater
mtotDHtot
Hf
m0;dry 1 þ Rmod
ð
Þ1
ð6Þ ð6Þ where mwater [g] is total mass of water, mtot [g] is total wet sample mass, m0,dry [g] is
dry sample mass, DHtot [J/g] is measured specific enthalpy of melting per total wet
sample mass, Hf [J/g] is melting enthalpy (often termed enthalpy of fusion) of pure
water (333.6 J/g) (Lide 2013), and (1 ? Rmod)-1 [-] corrects for mass gain due to
modification if present. If the sample is fully water-saturated, MCcell-wall corre-
sponds to FSP, and using such samples avoids problems of non-saturation of any
parts of the wood volume examined. The technique can, however, also be used to
differentiate cell wall water from liquid water outside cell walls in the over-hy-
groscopic RH range as long as a sufficient amount of freezable water is present. Although the DSC technique removes the sample from its conditioning temperature
and FSP has been reported to change with temperature (Babiak and Kudela 1995;
Stamm and Loughborough 1935), it would be unreasonable to relate the determined
FSP to a temperature around 0 C since the experimental run in the DSC is much
shorter than the time to equilibrate MC. Therefore, it can be assumed that the
determined FSP relates to the conditioning temperature. Besides the above-de-
scribed method for determining FSP, an additional one has been reported in several
studies (Simpson and Barton 1991; Zauer et al. 2014; Zelinka et al. 2012) in which
samples within a wide range of MC have been used and a linear regression is
constructed between MC and specific enthalpy measured. The inflection point of
this linear regression is then FSP, and the slope of the line is the enthalpy of water
associated with the wood structure (Hager and Macrury 1980). In some studies
(Simpson and Barton 1991; Zauer et al. 2014; Zelinka et al. 2012), it is stated that
this method is more correct as it does not assume any specific value of the melting
enthalpy. However, all studies show that the melting enthalpies determined are close
to the generally accepted value of 333.6 J/g (Magne et al. 1947; Nelson 1977; Zauer
et al. 2014) as shown in Fig. Differential scanning calorimetry One technique which is capable of separating cell wall MC from the total MC is
differential scanning calorimetry (DSC). This type of equipment measures the
energy involved in changing the temperature of a small sample over a wide
temperature range. The amount of sample depends on the geometry of the crucible
of the specific DSC instrument, but typical sample masses and sizes are in the range
5–15 mg (Park et al. 2006; Weise et al. 1996) and 1-mm discs of 3–4 mm diameter
(Simpson and Barton 1991; Zauer et al. 2014), respectively. The technique is
particularly useful for determining the energy involved in exothermic or endother-
mic reactions occurring during an experiment, for example phase transitions such as
freezing or thawing of water. As cell wall water is tightly associated with the
chemical constituents, it will not exhibit a phase change at least down to - 70 C
(Berthold et al. 1994). This was first used by Magne et al. (1947) to determine the
amount of cell wall water in water-saturated textile fibres (cotton, rayon, nylon,
glass fibres) by measuring the energy for freezing water at - 4 C. Since then, DSC
techniques have been used to determine cell wall water within, for example, pulp
and paper fibres (Maloney 2000; Nelson 1977; Park et al. 2006; Weise et al. 1996),
untreated wood (Simpson and Barton 1991; Zauer et al. 2014; Zelinka et al. 2012),
and modified wood (Repellin and Guyonnet 2005; Zauer et al. 2014). By cooling or
quenching a wet sample to a given sub-zero temperature and ramping the
temperature at constant rate to a specified temperature above the freezing point of
water, the energy input (enthalpy) required to melt the ice formed can be measured. Temperature ranges and ramping rates employed vary between studies, but are most
often found within the - 40 to 40 C range (Park et al. 2006; Repellin and
Guyonnet 2005; Simpson and Barton 1991; Weise et al. 1996; Zauer et al. 2014) and
from 1 to 3 C/min (Park et al. 2006; Repellin and Guyonnet 2005; Weise et al. 1996; Zauer et al. 2014) to 5 C/min (Zelinka et al. 2012) or even 10 C/min
(Nelson 1977; Simpson and Barton 1991), respectively. Differential scanning calorimetry 4, considering the experimental uncertainties (small
sample masses, high/low temperature ramping rates, heat flow accuracy, etc.)
involved in the measurements. The only exception to this is the study by Zelinka
et al. (2012) in which a very low melting enthalpy of 240 J/g is found, leading the Fig. 4 Melting enthalpy as a
function of reduced moisture
content (corrected for added
mass of modification) for
untreated and variously modified
Norway spruce samples. Some
of the samples had excess water
on surfaces, resulting in very
high calculated moisture
contents, even though this water
was not physically inside the
material. Authors’ own data Fig. 4 Melting enthalpy as a
function of reduced moisture
content (corrected for added
mass of modification) for
untreated and variously modified
Norway spruce samples. Some
of the samples had excess water
on surfaces, resulting in very
high calculated moisture
contents, even though this water
was not physically inside the
material. Authors’ own data 123 123 313 Wood Sci Technol (2018) 52:297–329 authors to speculate about temperature buffering from the sample heat capacity. However, this effect should be mostly caught by baseline correction of the recorded
energy flow. That the melting enthalpy can differ from that of bulk water is clear for
water found in nano-pores (Ja¨hnert et al. 2008; Shimizu et al. 2015). A vast majority
of liquid water in wood is, however, found in voids larger than 0.1 lm. This is, for
instance, seen in the negligible capillary water uptake at 98% RH (Engelund et al. 2010) corresponding to a void size of 0.1 lm. For voids larger than this size, the
melting enthalpy reduction due to confinement is \ 1% (Ja¨hnert et al. 2008). If
freezable water was found in wood nano-pores in detectable amounts, it would
exhibit a significant freezing/melting point depression (Shimizu et al. 2015); how-
ever, no peak of appreciable lower melting point has been found for solid wood. Besides the effect of heavy confinement on melting enthalpy of liquids, there are no
results found in the literature to suggest that surface chemistry or other factors
should affect the melting enthalpy. Therefore, determining FSP by the DSC method
using fully water-saturated samples is deemed appropriate, whereas conditioning to
lower MC might not result in fully saturated cell walls and as a result yield a lower
determined FSP. Solute exclusion technique However, the incubation time employed in the
literature varies dramatically from a couple of minutes for pulp samples (Stone and
Scallan 1968b) to 1–14 days for solid wood samples (Farahani 2003; Flournoy et al. 1991; Forster 1998). Clearly, more research is needed concerning the approach to
equilibrium and appropriate incubation times as a function of diffusion pathways
into samples. When selecting solutes for SET, it is important that they are chemically inert
towards the sample and do not adsorb to surfaces within cell walls (Stone and
Scallan 1967) as this would shift the equilibrium between pore solution and
surrounding solution. The solutes most often used are small sugars, PEG, and
dextrans. Their size is determined from the hydrodynamic diameter calculated from
the Stokes–Einstein equation based on their diffusivity. The smallest solutes are
saccharides such as glucose (0.8 nm) (Flournoy et al. 1991; Kuga 1981; Lin et al. 1987; Stone and Scallan 1968a; Wang et al. 2011), mannitol (0.8 nm) (Carpita et al. 1979), sucrose (1.0 nm) (Carpita et al. 1979; Kuga 1981; Van Dyke 1972),
cellobiose (1.0 nm) (Lin et al. 1987), maltose (1.0 nm) (Flournoy et al. 1991; Stone
and Scallan 1968a), raffinose (1.2 nm) (Flournoy et al. 1991; Kuga 1981; Stone and
Scallan 1968a; Van Dyke 1972), and stachyose (1.4 nm) (Carpita et al. 1979; Stone
and Scallan 1968a). PEGs range in size from 0.44 nm for ethylene glycol (Kuga
1981) to 13.0 nm (Lin et al. 1987; Van Dyke 1972), while dextrans have been
reported in the literature from 1.8 nm in diameter (Ishizawa et al. 2007) up to
586 nm (Arond and Frank 1954). Figure 5 shows how the solute diameter correlates
with molecular mass for both PEGs and dextrans. Fig. 5 a Diameter of dextran and PEG probe molecules as a function of molecular weight (based on data
from Arond and Frank 1954; Carpita et al. 1979; Day et al. 1978; Flournoy et al. 1991; Granath and Kvist
1967; Hill et al. 2005; Ishizawa et al. 2007; Kuga 1981; Lin et al. 1987; Peters 1986; Stone et al. 1969;
Stone and Scallan 1968a; Van Dyke 1972; Wang et al. 2011; Wong et al. 1988). b Inaccessible cell wall
water volume as a function of size of different molecular probes. Data for untreated and acetylated
(Rmod = 0.21) Corsican pine from Forster (1998). Solute exclusion technique The amount of different pools of water in very small voids can be investigated by
the solute exclusion technique (SET). The method was originally developed by
Aggebrandt and Samuelson (1964) and modified by Stone and co-workers (Stone
et al. 1969; Stone and Scallan 1967, 1968a, b) to characterise pore volumes and pore
size distributions in pulps in the water-swollen state. Since then, SET has been used
to characterise both untreated (Ahlgren et al. 1972; Farahani 2003; Feist and
Tarkow 1967; Flournoy et al. 1991, 1993; Forster 1998) and modified wood
(Farahani 2003; Forster 1998). In SET, a water-saturated sample with known mass
of water is placed in an aqueous solution of molecular probe solutes of a known size
and concentration. The typical sample is a cuboid of 20–30 mm side length and a
thickness of 3–5 mm (Farahani 2003; Flournoy et al. 1991, 1993; Forster 1998),
although several older studies have used shavings, pulp, or milled wood (Ahlgren
et al. 1972; Feist and Tarkow 1967; Stone and Scallan 1968b). As solutes diffuse
into the water within the sample, their concentration in the surrounding solution
decreases. The change in concentration is related to the cell wall water volume that
can be penetrated by solutes, and from this change in concentration the inaccessible
moisture content, MCinaccess [% g/g], can be calculated: MCinaccess ¼ mwater cinitial þ Dc
ð
Þ þ msolDc
mdry cinitial þ Dc
ð
Þ 1 þ Rmod
ð
Þ1
ð7Þ ð7Þ where mwater [g] is total mass of water in the sample before immersion, msol [g] is
mass of solution added, mdry [g] is dry mass of the sample, cinitial [mol/g] is initial
concentration of solutes in the solution, Dc [mol/g] is change in solute concentration
after immersion of the sample, and (1 ? Rmod)-1 [-] corrects for mass gain due to
modification if present. Concentration differences are small, and a HPLC or 314 Wood Sci Technol (2018) 52:297–329 calibrated refractometer is needed for determining the concentration before and
after immersion of the wet sample. To maximise the concentration difference,
solution volumes used to immerse samples in are typically not more than 3–10 times
the sample volume (Farahani 2003; Flournoy et al. 1991; Forster 1998; Stone and
Scallan 1968b). It is important that equilibrium has been achieved before the change
in concentration is determined. Solute exclusion technique Note that the fibre saturation point (FSP) can be
determined from the plateau in inaccessible cell wall volume for probe sizes too large to enter cell walls Fig. 5 a Diameter of dextran and PEG probe molecules as a function of molecular weight (based on data
from Arond and Frank 1954; Carpita et al. 1979; Day et al. 1978; Flournoy et al. 1991; Granath and Kvist
1967; Hill et al. 2005; Ishizawa et al. 2007; Kuga 1981; Lin et al. 1987; Peters 1986; Stone et al. 1969;
Stone and Scallan 1968a; Van Dyke 1972; Wang et al. 2011; Wong et al. 1988). b Inaccessible cell wall
water volume as a function of size of different molecular probes. Data for untreated and acetylated
(Rmod = 0.21) Corsican pine from Forster (1998). Note that the fibre saturation point (FSP) can be
determined from the plateau in inaccessible cell wall volume for probe sizes too large to enter cell walls Spectroscopic techniques While the gravimetric and fibre saturation techniques are useful for determining
total amount of water in wood or amount of cell wall water in the over-hygroscopic
range, they are not able to provide a deeper insight into wood–water interactions or
the distribution of water within the wood structure in the entire RH range. For this,
spectroscopic techniques are needed that can distinguish water in different
environments or provide more detail about molecular interactions and chemistry
within cell walls. A wide range of spectroscopic techniques are available, but here
two of the most important ones are highlighted. 123 315 Wood Sci Technol (2018) 52:297–329 The inaccessible MC describes the mass of water inaccessible for solutes of a
given size. Thus, by using several differently sized solutes it is in principle possible
to determine the pore size distribution within cell walls as indicated in Fig. 5. However, the underlying assumption of (6) which allows calculation of probed
water mass is that solute concentration within accessible pores is the same as in the
surrounding solution (Lin et al. 1985). This assumption has been shown to be
incorrect, since solute concentration within accessible pores decreases as the sizes
of probe solutes and accessible pores get closer (Alince 1991; Day et al. 1978, 1979). Thus, for solutes about half as big as the accessible pore, the solute
concentration within the pore is around 30% of that in the surrounding solution
(Alince 1991), while it decreases to nearly zero for solute sizes close to the pore
size. For this reason, SET does not provide absolute pore size distributions, but can
only hint at it. However, for solutes too large to enter cell walls, the voids they
occupy (pits, lumina, vessels, etc.) are much larger than the solute size. Therefore,
the assumption of equal solute concentration in these voids to the ones in the
surrounding solution is valid, and SET can offer a good estimate of total pore
volume, i.e. FSP (Alince 1991). If several sizes of solutes are used which are too big
to enter cell walls, a plateau corresponding to FSP is found for MCinaccess as a
function of solute size (see Fig. 5). Low-field nuclear magnetic resonance spectroscopy and magnetic resonance
imaging Low-field (LF) nuclear magnetic resonance (NMR) spectroscopy, also known as
time-domain NMR (Thygesen and Elder 2008) or NMR relaxometry (Kekkonen
et al. 2014), can distinguish between water-bound hydrogen located in different
physical and chemical environments. Consequently, it is a good technique for
determining the distribution of water within different parts of the wood structure
(Araujo et al. 1992). The technique uses the very, very slight magnetic polarisation
in a material caused by a permanent magnet within the spectrometer (typically up to
a few tesla in strength). The polarisation arises because the permanent magnetic
field B0 gives rise to two energy states for the spins (along and against the field) of
hydrogen nuclei within the sample with a tiny difference in abundance given by the
Boltzmann distribution. This difference is what causes a polarisation vector M of the 12 3 123 316 Wood Sci Technol (2018) 52:297–329 material aligned with B0. The spectrometer is also equipped with an electromagnetic
coil which can generate short-lived radiofrequency pulses that result in a magnetic
field B1 ( B0) oriented perpendicular to B0. These pulses will change the
orientation of M, and the spectrometer will afterwards record the decay or relaxation
of M back to its equilibrium value, realigned along B0. This relaxation is
characterised by two different relaxation times termed T1 (longitudinal or spin–
lattice relaxation) and T2 (transverse or spin–spin relaxation). T1 relaxation is
studied as the increase in M in the direction along the permanent field B0, while T2
relaxation is studied in the transverse plane, i.e. perpendicular to B0, as the decrease
in the component of M in this plane. This latter process does not only depend on the
realignment of M along B0, but also on the dephasing of spins in the transverse plane
due to transfer of spins between neighbouring nuclei. T1 and T2 relaxations are both
first-order rate processes and can therefore be described by exponential decay
functions with characteristic relaxation times T1 and T2, respectively. For fluids in
porous materials, the relaxation times depend on the size of pores confining the fluid
as well as interactions between pore wall and fluid (Mitchell et al. 2005). If a
material contains fluid in micro- and macro-pores of various sizes, the fluid will
exhibit several relaxation times characteristic of pore sizes and chemistry. Low-field nuclear magnetic resonance spectroscopy and magnetic resonance
imaging 6 Low-field NMR characterisation of water in untreated and acetylated (Rmod = 0.20) Norway
spruce in a fully water-saturated state: a zoom of CPMG decay curves for three replicates of untreated and
acetylated spruce, b average T2 relaxation distribution curves for the three replicates derived from non-
negative least square analysis with regularisation using Prospa version 3.1 (Magritek, NZ) software. Note
that upon acetylation, the T2 relaxation times increase for water in pits and lumina due to weakened
wood–water interactions. The cell wall water appears to split into two distinct pools after acetylation. The
amount of moisture (MCR) found in lumina remains the same, while the amounts in pits, small cavities,
and cell walls are reduced. Original LFNMR data from Thygesen and Elder (2008) Fig. 6 Low-field NMR characterisation of water in untreated and acetylated (Rmod = 0.20) Norway
spruce in a fully water-saturated state: a zoom of CPMG decay curves for three replicates of untreated and
acetylated spruce, b average T2 relaxation distribution curves for the three replicates derived from non-
negative least square analysis with regularisation using Prospa version 3.1 (Magritek, NZ) software. Note
that upon acetylation, the T2 relaxation times increase for water in pits and lumina due to weakened
wood–water interactions. The cell wall water appears to split into two distinct pools after acetylation. The
amount of moisture (MCR) found in lumina remains the same, while the amounts in pits, small cavities,
and cell walls are reduced. Original LFNMR data from Thygesen and Elder (2008) and the areas of respective T2 peaks assigned to these voids for water-saturated
samples (Fredriksson and Thygesen 2017). Even more details about the chemical
environment of water in pores within wood can be gained from T1 to T2 2D LFNMR
correlation spectroscopy as reported by Cox et al. (2010). In this method, T1 and T2
relaxations are determined simultaneously allowing an analysis of their correlation
(Song 2009; Song et al. 2002). This is useful since T2 relaxation occurs both as a
result of realignment of M, like T1 relaxation, and due to local interactions
independent of T1 relaxation. For a material with a spatially homogenous chemistry,
relaxation times depend only on pore sizes which would result in similar T1/T2 ratios
for the peaks observed (Song et al. 2002). On the other hand, if surface interactions
vary between differently sized pores, this would show up as a markedly different T1/
T2 ratio. Low-field nuclear magnetic resonance spectroscopy and magnetic resonance
imaging By
measuring the decay of the low-field (LF) NMR signal and deconvoluting it, the
relaxation times of the different components, i.e. fluid in variously sized pores, can
be determined and the distribution of fluid in different environments (pore sizes and
chemistry) can be analysed. The deconvolution can be done by fitting discrete
exponential functions to the decaying signal, for example to add components until
residuals are randomly distributed. Another way is to fit continuous relaxation time
distributions to the signal by non-negative least square fitting (Whittall et al. 1991)
using algorithms often found in computer software for LFNMR data analysis, for
example the CONTIN algorithm by Provencher (1982a, b). Before decay of the
LFNMR signal can be measured, the spins of the sample need to be perturbed by
one or more B1 pulses. For this, several pulse sequences have been developed. For
determining T1 relaxation times, one of the pulse sequences termed ‘‘inversion
recovery’’ and ‘‘saturation recovery’’ is used, while T2 relaxation times are
determined after free induction decay (FID) or the Carr–Purcell–Meiboom–Gill
(CPMG) sequence (Carr and Purcell 1954; Meiboom and Gill 1958). In particular,
CPMG is a commonly used sequence for determining T2 relaxation as it reduces
effects of magnet inhomogeneity by multiple refocusing of the spins in the
transverse plane. Several studies have employed LFNMR for characterising water in both
untreated (Almeida et al. 2007; Araujo et al. 1992, 1994; Cox et al. 2010; Flibotte
et al. 1990; Fredriksson and Thygesen 2017; Labbe´ et al. 2002, 2006; Menon et al. 1987; Passarini et al. 2015; Telkki et al. 2013; Thygesen and Elder 2008, 2009) and
modified wood (Elder et al. 2006; Hietala et al. 2002; Javed et al. 2015; Kekkonen
et al. 2014; Thygesen and Elder 2008, 2009). Based on a deconvolution of the decay
curves, signals from water in different compartments within the wood structure have
been analysed (Almeida et al. 2007; Araujo et al. 1992, 1993; Fredriksson and
Thygesen 2017; Passarini et al. 2015) (see Fig. 6). A comparison of void geometries
and volumes shows good correspondence between pore volumes of pits and lumina Wood Sci Technol (2018) 52:297–329 317 Fig. Low-field nuclear magnetic resonance spectroscopy and magnetic resonance
imaging In the results of Cox et al. (2010), the T2 peak assigned to water in cell
walls by using a regular CPMG splits up into two components in the T1 T2
correlation diagram implying two different environments for this water. There are a number of important issues to remember when using LFNMR to
characterise water in wood. First of all, recorded decay curves should all be fully
decayed within the duration of a scan, i.e. one decay measurement, in order to
retrieve meaningful results from the data analysis algorithm. Secondly, temporal
resolution should be adequate for capturing the shortest expected relaxation time. It
is recommended that at least five data points are acquired before the shortest
expected characteristic relaxation time in order to yield reasonable curve fits. Thus,
the shortest expected relaxation time should be divided by five to find the maximum
temporal spacing between equidistant pulses in a CPMG sequence. Since water in
wood exhibits typical T2 relaxation times in the range from milliseconds to seconds
as shown in Fig. 6, each scan needs to capture a decaying signal over a range of
[ 1 s with a resolution of * 1/5 ms. As several scans are needed for adequate
signal-to-noise ratio, each wood sample is exposed to a large number of 12 123 123 318 Wood Sci Technol (2018) 52:297–329 radiofrequency pulses. Although the amount of energy put into the sample by each
pulse is tiny, the accumulated number of pulses can heat up the sample considerably
in extreme cases. This is problematic as isothermal conditions are required for
LFNMR since the magnitude of M is temperature dependent (Dinesh and Rogers
1971). To limit this excessive heating, the waiting time between scans can be
increased. Magnetic resonance (MR) imaging uses the same principle as LFNMR although
typically with considerably stronger permanent magnetic (2–14 tesla) and electro-
magnetic fields. By employing CPMG sequences, relaxation spectra from different
parts of the wood structure can be analysed. This has been done on both annual ring
level (Dvinskikh et al. 2011; Quick et al. 1990) and cell level (Almeida et al. 2008;
Hernandez and Caceres 2010; Meder et al. 2003; Passarini et al. 2015), allowing a
visualisation of water distributions in both the hygroscopic (Hernandez and Caceres
2010; Passarini et al. 2015) and over-hygroscopic RH range (Almeida et al. 2008). Low-field nuclear magnetic resonance spectroscopy and magnetic resonance
imaging MR imaging is mainly appropriate for water with longer relaxation times than
bound water (Hernandez and Caceres 2010). Vibrational spectroscopy Authors’ own data Fig. 7 Infrared vibrational spectra determined with ATR-FTIR equipment on untreated and acetylated
(Rmod = 0.13) Norway spruce after deuteration in liquid D2O. Average curves based on 4–5 replicates are
shown. Note that for acetylated wood both O–H stretching (* 3400 cm-1) and O–D stretching
(* 2400 cm-1) vibrations decrease, while the C=O stretching (* 1750 cm-1) and CH3 deformations
(* 1350–1250 cm-1) increase. Authors’ own data sorption of water from the molecular vibrations of water (Christensen et al. 2006;
Inagaki et al. 2008; Tsuchikawa and Tsutsumi 1998). One of the advantages of
vibrational spectroscopy is, however, the insights it can provide into chemical
interactions of wood materials with water. By deuteration of a material, i.e. exchanging protium (1H) for deuterium (2H) in chemical groups hydrogen-bonding
with liquid D2O or D2O vapour (Lindh et al. 2016), a marked shift in vibrational
wavenumbers of affected molecular bonds is seen. For instance, deuteration changes
the fundamental stretching vibrations of O–H, N–H, and C–H by around 1000, 900,
and 800 cm-1, respectively, which is due to the near-doubling of the vibrating
hydrogen mass. If the extra neutron of deuterium instead was added to the heavier
vibrating atom of the O–H, N–H, and C–H bonds, for example exchanging 16O for
17O, the shift in vibrational wavenumber would hardly be detectable with
vibrational spectroscopy as the relative mass increase in O, N, and C would be
significantly lower. Compared with gravimetric techniques using deuteration, the
advantage of vibrational spectroscopy is that deuteration can be achieved without
drying the material prior to exposure to D2O, unlike gravimetric techniques which
require determination of initial dry mass. From vibrational spectroscopic studies, it can be seen that wood–water
interactions are dominated by interactions with O–H groups (hydroxyls), since
deuteration only affects O–H vibrations, while C–H stretching vibrations remain
unchanged and no C–D stretching vibrations are observed (Hofstetter et al. 2006;
Mann and Marrinan 1956a; Schmidt et al. 2006; Taniguchi et al. 1966; Watanabe
et al. 2006). After deuteration and drying, the relative accessibility of hydroxyls to
water can be determined as the ratio of integrated areas of O–D to the sum of O–H
and O–D vibrations (Suchy et al. 2010b; Taniguchi et al. 1966) or alternatively as
the ratio of weighted intensities of O–D to the sum of O–H and O–D vibrations
(Mann and Marrinan 1956b; Sepall and Mason 1961). Vibrational spectroscopy Molecular bonds in a material vibrate at certain frequencies dependent on involved
atomic masses and stiffness (elastic force constant) of the bond in question. For
historic reasons, vibrational frequencies are often given in wavenumbers (cm-1)
determined as frequency divided by speed of light (3 9 108 m/s). As an example,
the covalent bonds C=C, C–C, and C–H all have different vibrational wavenumbers
due to differences in either bond stiffness (single or double bond) or in masses of the
atoms involved. In vibrational spectroscopy, this is used to probe the chemistry of
materials as different chemical bonds are seen to vibrate at different wavenumbers. For instance, infrared (IR) spectroscopy detects the absorption of photon (light)
energy at different wavelengths from an incoming infrared beam containing all
wavelengths in the range 4000–400 cm-1, while near-infrared (NIR) spectroscopy
uses a similar principle, but a different wavenumber range (14.000–4000 cm-1) in
which mainly vibrational overtones and coupling of vibrations are found. Unlike
these techniques, Raman spectroscopy detects the shift in scattered photon energy
from a material which occurs for 10-6–10-8 of scattered photons from an incoming
laser beam of fixed wavelength. This shift corresponds to a change in vibrational
energy of molecular bonds in the material. Thus, Raman spectroscopy probes the
same molecular bonds as IR and NIR spectroscopy, but is based on a different
physical phenomenon. Vibrational spectroscopy has been widely used to characterise chemical changes
during wood modification (see, for example, Gonza´lez-Pen˜a and Hale 2011;
Kotilainen et al. 2000; Mitsui et al. 2008; Nuopponen et al. 2005; Stefke et al. 2008;
Sun and Sun 2002; Temiz et al. 2007; Tserki et al. 2005; Vena˚s et al. 2006; and
Fig. 7). Moreover, spatial chemical distributions in advanced modified materials
have been mapped on the cell wall level using confocal Raman microscopy (Cabane
et al. 2014, 2016; Keplinger et al. 2015, 2016). For studying the relation with water,
vibrational spectroscopy has been used to examine the presence of water or the 319 Wood Sci Technol (2018) 52:297–329 Fig. 7 Infrared vibrational spectra determined with ATR-FTIR equipment on untreated and acetylated
(Rmod = 0.13) Norway spruce after deuteration in liquid D2O. Average curves based on 4–5 replicates are
shown. Note that for acetylated wood both O–H stretching (* 3400 cm-1) and O–D stretching
(* 2400 cm-1) vibrations decrease, while the C=O stretching (* 1750 cm-1) and CH3 deformations
(* 1350–1250 cm-1) increase. Vibrational spectroscopy These calculations are based
on the Beer–Lambert law which states that the absorbance of a given vibration is
given by the product of the three following parameters: abundance of the vibration 12 123 123 320 Wood Sci Technol (2018) 52:297–329 in the material, molar absorptivity of the vibration, and path length of the light beam
through the material. For calculating the relative accessibility of hydroxyls to water,
it is implicitly assumed that molar absorptivities of O–H and O–D vibrations are
equal. This is not necessarily correct as O–D stretching vibrations in cellulose,
starch, and wood have been reported to be about 10% more intense than O–H
stretching vibrations (Mann and Marrinan 1956b; Nara et al. 1981; Thybring et al. 2017). From theoretical calculations, O–D stretching vibrations are expected to be
less intense than O–H stretching vibrations (Crawford 1952; Swenson 1965), in line
with studies on liquid normal and heavy water showing 29% lower intensity for O–
D stretching vibrations (Venyaminov and Prendergast 1997). Moreover, it should be
noted, as discussed for gravimetric techniques, that deuteration will not exchange
hydrogens on all hydroxyls interacting with water as shown by Lindh et al. (2016),
only those capable of acting as hydrogen bond donor, i.e. in which the hydrogen of
hydroxyls is involved in a hydrogen bond with a water molecule. Water-interacting
hydroxyls restricted to act as hydrogen bond acceptors, i.e. only interacting with
water through their oxygen, are presumably only found on the surfaces of the stiff,
aggregated cellulose microfibrils. Before the effect of these issues on the determined
hydroxyl accessibility has been resolved for wood and plant materials, it is uncertain
whether vibrational spectroscopy can yield quantitative results. Nonetheless,
vibrational spectroscopy can be a useful technique for getting qualitative results
for interactions between water and wood hydroxyls (see Fig. 7). Both IR and NIR
spectroscopy have been applied to study untreated wood (Altaner et al. 2006; Chow
1972; Fackler and Schwanninger 2011; Fernandes et al. 2011; Suchy et al. 2010a, b;
Taniguchi et al. 1966; Tsuchikawa and Siesler 2003a, b), while no published data on
modified wood are available. Similarly, no known study uses Raman spectroscopy
to probe the wood–water interactions by deuteration, whereas a few have been
published on deuteration of proteins (Bolton and Scherer 1989; Sa´nchez-Gonza´lez
et al. 2008) and lactose (Whiteside et al. 2008). Vibrational spectroscopy Even more information about hydroxyls can be gained from 2D correlation
infrared spectroscopy (Noda 1990, 2006; Noda et al. 1993). By this technique, the
IR spectrometer is coupled with a dynamic excitation which could be a change in
climate (RH or temperature) or a mechanical excitation. This has, for instance, been
done using dynamic mechanical analysis (Hinterstoisser and Salme´n 2000;
Hofstetter et al. 2006; Stevanic and Salme´n 2006; A˚ kerholm and Salme´n 2003). From a correlation analysis between obtained spectra and external excitation,
information about which vibrations in the rather broad and unstructured O–H
stretching region (3700–3000 cm-1) are affected by external stimulus can be
gained, for example the location and orientation of hydroxyls in cellulose. Conclusion The interaction of water with wood is highly important for the performance of wood
materials. This review describes a range of experimental techniques for character-
ising water within wood in the entire moisture domain from dry to fully water-
saturated. The techniques fall into three broad categories: (1) gravimetric techniques 123 Wood Sci Technol (2018) 52:297–329 321 that determine how much water is absorbed, (2) fibre saturation techniques that
determine the amount of water within cell walls, and (3) spectroscopic techniques
that provide insights into chemical wood–water interactions as well as yield
information on water distribution in the macro-void wood structure. For each
technique, advantages and limitations are discussed. The experimental data obtained
from the various techniques show the many different aspects of wood–water
interactions which can be probed. Thus, by combination of several experimental
techniques, a wealth of information can be extracted about the state and distribution
of water in wood, if the techniques are properly employed. The aim of this review is
that more researchers become aware of the wide suite of available experimental
techniques and by taking advantage of these techniques, will provide new insights
into water interacting with wood materials. Acknowledgements EET gratefully acknowledges the financial support from the VILLUM FONDEN
postdoc programme and Innovation Fund Denmark. KM and LR gratefully acknowledge financial
support from European Regional Development Fund through South Savo Regional Council from Finland
and industrial partners. Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, dis-
tribution, and reproduction in any medium, provided you give appropriate credit to the original
author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were
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Potterian economics
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Potterian Economics
Daniel Levy, Avichai Snir
To cite this version:
Daniel Levy, Avichai Snir.
Potterian Economics.
Oxford Open Economics, 2022, 1 (1), pp.1-32.
10.1093/ooec/odac004. hal-03746965 To cite this version: Received: April 25, 2022. Revised: April 25, 2022. Accepted: June 2, 2022
© The Author(s) 2022. Published by Oxford University Press.
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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited. HAL Id: hal-03746965
https://hal.science/hal-03746965v1
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https://doi.org/10.1093/ooec/odac004
Advance access publication date 19 July 2022
Research Article Potterian economics Daniel Levy1,2,3,4,* and Avichai Snir5 1Department of Economics, Bar-Ilan University, Ramat Gan 5290002, Israel
2Department of Economics, Emory University, Atlanta, GA 30322, USA
3International School of Economics at Tbilisi State University, 0108 Tbilisi, Georgia
4ICEAand RCEA 5Department of Banking and Finance, Netanya Academic College, Netanya 42365, Israel
*Correspondence address. Department of Economics, Bar-Ilan University, Ramat Gan 5290002, Israel. E-mail: Daniel.Levy@biu 5Department of Banking and Finance, Netanya Academic College, Netanya 42365, Israel
*Correspondence address. Department of Economics, Bar-Ilan University, Ramat Gan 52900 5Department of Banking and Finance, Netanya Academic College, Netanya 42365, Israel
*Correspondence address. Department of Economics, Bar-Ilan University, Ramat Gan 5290002, Israel. E-mail: Daniel.Levy@biu.ac.il Ariel Rubinstein (Econometrica, 2006, p. 881). Ariel Rubinstein (Econometrica, 2006, p. 881). ‘An investigation of novels and [economic] models . . . may help us better understand how the public thinks about economic issues.’ An investigation of novels and [economic] models . . Tyler Cowen (The Street Porter and the Philosopher: Conversations on Analytical Egalitarianism, 2008, p. 3 Keywords: popular opinion, Potterian economy, Harry Potter, economic and financial literacy, folk economics, social organization of
economic activity Received: April 25, 2022. Revised: April 25, 2022. Accepted: June 2, 2022 © The Author(s) 2022. Published by Oxford University Press. Abstract Recent studies in psychology and neuroscience offer systematic evidence that fictional works exert a surprisingly strong influence
on readers and have the power to shape their opinions and worldviews. Building on these findings, we study ‘Potterian economics’,
the economic ideas, insights and structure, found in Harry Potter books, to assess how the books might affect economic literacy. A
conservative estimate suggests that more than 7.3% of the world’s population has read the Harry Potter books, and millions more
have seen their movie adaptations. These extraordinary figures underscore the importance of the messages the books convey. We
explore the Potterian economic model and compare it to professional economic models to assess the consistency of the Potterian
economic principles with the existing economic models. We find that some of the principles of Potterian economics are consistent with
economists’ models. Many other principles, however, are distorted and contain numerous inaccuracies, contradicting professional
economists’ views and insights. We conclude that Potterian economics can teach us about the formation and dissemination of folk
economics—the intuitive notions of naïve individuals who see market transactions as a zero-sum game, who care about distribution
but fail to understand incentives and efficiency and who think of prices as allocating wealth but not resources or their efficient use. ‘I think the writers [of popular literature] are not particularly sympathetic to or don’t understand how a market works. It’s not easy
to convey that to a child. It’s not always easy to convey it to grown-ups.’ think the writers [of popular literature] are not particularly sympathetic to or don’t understand how a
convey that to a child. It’s not always easy to convey it to grown-ups.’ Gary Becker (New York Times, August 21, 2011, p. SR5). Gary Becker (New York Times, August 21, 2011, p. SR5). ‘With all due respect to Richard Posner, Cass Sunstein, or Peter Schuck [reference to the books these scholars published in 2005], no
book released in 2005 will have more influence on what kids and adults around the world think about government than [Rowling’s]
The Half-Blood Prince.’
j
i
(
i
i
i
) Benjamin Barton (Michigan Law Review, 2006, p. 1525). Benjamin Barton (Michigan Law Review, 2006, p. 1525). ‘As economic theorists, we organize our thoughts using what we call models. The word “model” sounds more scientific than “fable” or
“fairy tale” although I do not see much difference between them. The author of a fable draws a parallel to a situation in real life. He has
some moral he wishes to impart to the reader. The fable is an imaginary situation that is somewhere between fantasy and reality. Any
fable can be dismissed as being unrealistic or simplistic, but this is also the fable’s advantage. Being something between fantasy and
reality, a fable is free of extraneous details and annoying diversions. In this unencumbered state, we can clearly discern what cannot
always be seen in the real world. On our return to reality, we are in possession of some sound advice or a relevant argument that can
be used in the real world.” INTRODUCTION For example, according to the
July 13, 2007 NPR’s Morning Edition, ‘Faking Harry Potter
books has become a cottage industry in China.’ Examples
include ‘Harry Potter and the Golden Vase,’ ‘Rich Dad,
Poor Dad and Harry Potter, etc.. . . Don’t worry if you’ve
never heard of these books. They’re totally made up with
no resemblance to the real thing.’ (Source: www.npr.org/
templates/story/story.php?storyId=11945354,
accessed
June 6, 2022.). people acquire their knowledge about the economy. It is widely accepted that literature, even fictional, is
a mirror of culture and society (Albrecht, 1954). Recent
studies in psychology and neuroscience, however, find
that causality goes the other way as well, offering
systematic evidence of fictional stories’ effects on the
human mind (Hakemulder, 2000; Mar, 2004; Appel, 2008). We focus on the potential influence of literature on
people’s views and opinions about the economy and its
functioning, by studying the economic principles that
Harry Potter books convey. We chose Harry Potter books
because studies that focus specifically on these books
find that they not only relate to and reflect the readers’
views but also have a powerful influence on them. It is widely accepted that literature, even fictional, is
a mirror of culture and society (Albrecht, 1954). Recent
studies in psychology and neuroscience, however, find
that causality goes the other way as well, offering
systematic evidence of fictional stories’ effects on the
human mind (Hakemulder, 2000; Mar, 2004; Appel, 2008). We focus on the potential influence of literature on
people’s views and opinions about the economy and its
functioning, by studying the economic principles that
Harry Potter books convey. We chose Harry Potter books
because studies that focus specifically on these books
find that they not only relate to and reflect the readers’
views but also have a powerful influence on them. Harry_Potter_in_translation#List_of_translations_by_
language, accessed June 6, 2022.) In some countries, the
books have been translated into several local languages. There are also pirate and unofficial translations as well
as counterfeit versions. For example, according to the
July 13, 2007 NPR’s Morning Edition, ‘Faking Harry Potter
books has become a cottage industry in China.’ Examples
include ‘Harry Potter and the Golden Vase,’ ‘Rich Dad,
Poor Dad and Harry Potter, etc.. . . Don’t worry if you’ve
never heard of these books. They’re totally made up with
no resemblance to the real thing.’ (Source: www.npr.org/
templates/story/story.php?storyId=11945354,
accessed
June 6, 2022.). INTRODUCTION analyze complex financial products . . . while 15 per-
cent can, at best, make simple decisions about every-
day spending.’ Similarly, to assess financial literacy,
Tang et al. (2015) surveyed American young adults,
asking
them
three
simple
intuitive
questions, and
find that the participants answered correctly only 1.8
questions, on average. According
to
Caplan
(2007),
‘ . . . modern
economic
theories . . . begin by assuming that the typical citizen
understands economics and votes accordingly.’ Empirical
evidence, however, suggests that the economic literacy
of the public is low. For example, OECD (2014, p. 1) reports that only ‘ . . . 10 percent of students can Oxford Open Economics, 2022, Vol. 1, No. 1 2 Similar findings were reported in 2014 in Israel:
82.2% of the Israeli adults could not identify the interest
rate that the Bank of Israel sets monthly. This is despite
the attention the media has paid to it with the rate cut
to 0.25%, the lowest level ever (Source: www.ynet.co.il/
articles/0,7340,L-4568826,00.html (in Hebrew), accessed
June 6, 2022.). Consistent with these findings, Nelson
and Sheffrin (1991, p. 157) state that ‘The level of
economic knowledge among most high school students
is shocking.’ Second, among all such intermediaries, Harry Potter
books are of particular importance because they are
among the most popular books of our times. The
books are popular among children and adults, men
and women, irrespective of income and education. In sales, Harry Potter books rank fifth after The Holy
Quran with over 3 billion copies sold, The King James
Bible with over 2.5 billion copies sold, The Quotations of
Chairman Mao Zedong with 800 million copies sold, and
Don Quixote with 500 million copies sold (Source: www. stylist.co.uk/books/the-all-time-most-popular-books-
in-the-world-revealed/127306, accessed June 6, 2022.). Rowling (2005) sold almost 7 million copies in the US
and over two million copies in the UK just on the first
weekend of its release (Source: news.bbc.co.uk/2/hi/
entertainment/4692093.stm, accessed June 6, 2022.). In total, over 450 million copies were sold in over 200
countries. For comparison, Tolkien’s The Hobbit was in
print for more than 60 years and sold over 40 million
copies, while Tolkien’s The Lord of the Rings was in print for
almost 50 years and sold over 50 million copies (Shippey,
2002, p. xxiv). INTRODUCTION Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 There
is
evidence
that
better
economic
literacy
improves economic decision-making, and therefore, the
low level of economic literacy is worrisome as it may
lead to poor financial planning (Note: See Bernheim et
al. (2001), Boisclair et al. (2014), Gerardi et al. (2013),
Brown et al. (2014), Grohmann et al. (2015), Lusardi
& Mitchell (2014), Wiedrich et al. (2014) and Rubin
(2018).). It may also lessen the effectiveness of economic
policy (Bernanke, 2006). There is also evidence that the
general public has biases and misconceptions about the
economy, which influence and shape its views about the
role of public policy (Rubin, 2003; Caplan, 2007; Hillman,
2010). These observations raise questions about how
people acquire their knowledge about the economy. stylist.co.uk/books/the-all-time-most-popular-books-
in-the-world-revealed/127306, accessed June 6, 2022.). Rowling (2005) sold almost 7 million copies in the US
and over two million copies in the UK just on the first
weekend of its release (Source: news.bbc.co.uk/2/hi/
entertainment/4692093.stm, accessed June 6, 2022.). In total, over 450 million copies were sold in over 200
countries. For comparison, Tolkien’s The Hobbit was in
print for more than 60 years and sold over 40 million
copies, while Tolkien’s The Lord of the Rings was in print for
almost 50 years and sold over 50 million copies (Shippey,
2002, p. xxiv). Harry Potter books have been translated into 73
languages, including Afrikaans, Albanian and Arabic,
all the way to Vietnamese, Welsh and Zulu. The books
have even been translated into two dead languages, Latin
(‘Harrius Potter’) and Ancient Greek (‘Aρειoσ oτιηρ’),
the latter translation being the longest work in the
language since the novels of Heliodorus of Emesa in the
third century AD (Source: https://en.wikipedia.org/wiki/
Harry Potter in translation#List of translations by Harry Potter books have been translated into 73
languages, including Afrikaans, Albanian and Arabic,
all the way to Vietnamese, Welsh and Zulu. The books
have even been translated into two dead languages, Latin
(‘Harrius Potter’) and Ancient Greek (‘Aρειoσ oτιηρ’),
the latter translation being the longest work in the
language since the novels of Heliodorus of Emesa in the
third century AD (Source: https://en.wikipedia.org/wiki/
Harry_Potter_in_translation#List_of_translations_by_
language, accessed June 6, 2022.) In some countries, the
books have been translated into several local languages. There are also pirate and unofficial translations as well
as counterfeit versions. doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 Third, Potterian economics can teach us about the
formation and dissemination of folk economics (Rubin,
2003)—the intuitive notions of naive individuals who
care about distribution but fail to understand incentives
and efficiency. Cowen (2008), for example, argues that
literary works can help us understand what people think
about economic issues. Following these arguments, our
thesis is that Potterian economics may reveal some of the
ideas of folk economics. Indeed, as far as we know, J.K. Rowling is not an economist (she majored in French and
Classics), and therefore Potterian economic model may
be viewed as a layman’s model and thus, it might reflect
on the general public’s attitudes and understanding of
the economy. y
)
The importance of Harry Potter books has been rec-
ognized by scholars in other fields besides literature. For
example, they have been used to assess the completeness
of tort theories (Hershovitz, 2010), and to shed light on
the Anglo-American interpretation of rule of law (Liston,
2009; Thomas and Snyder, 2010). Barton (2006) studies
governments’ legitimacy. Sheftell et al. (2007) identify the
headache episodes found in the books as symptomatic of
migraine. Woeste (2010) revisits the debate over free will
and determinism. As of June 6, 2022, Amazon listed over
40 000 items with ‘Harry Potter’ in the title, over 20 000
of them under books. The titles include: The Psychology
of Harry Potter, Harry Potter and History, Harry Potter and
International Relations, Harry Potter and Philosophy, Ethics in
the Bible and the World of Harry Potter, The Law and Harry
Potter, and The Sociology of Harry Potter. Other Harry Potter
titles (along with comparable economics titles) include,
Who Killed Albus Dumbledore? by Wendy Harte 2006 (com-
pare it to Who Killed John Maynard Keynes? by Carl Biven
1989), Rowling Revisited by James Thomas 2010 (compare
it to Revisiting Keynes by Lorenzo Pecchi and Gustavo Piga
2008), The Complete Idiot’s Guide to the World of Harry Potter
by Tere Stouffer 2007 (compare it to The Complete Idiot’s
Guide to Economic Indicators by Mark Rogers 2009), Harry
Potter and the Classical World by Richard Spencer 2016
(compare it to Keynes and the Classics Reconsidered by James
Ahiakpor 1998), etc. INTRODUCTION The tour guide told me that I
wouldn’t be able to see the university’s huge freshman
dining hall as it was closed for the day, but to just
imagine Hogwarts’s Great Hall in its place.’ (Source:
Lauren Edelson, ‘Taking the Magic Out of College,’ New
York Times (New York Edition), December 6, 2009, Op-Ed
Contribution, p. WK12.). p
A recent study by Facebook’s computer scientists
reported that in a meme about ‘What Books Stayed
with You,’ 130 000 participants (their average age was 37)
ranked the Harry Potter books as the number 1. The Bible
ranked sixth (Source: ‘Harry Potter Tops List of Facebook
Users’ Favorite Books,’ The Telegraph, September 10, 2014. For details about the survey, see the Facebook post of
the authors of the study: https://www.facebook.com/
notes/facebook-data-science/books-that-have-stayed-
with-us/10152511240328859/, accessed June 6, 2022.). These extraordinary figures underscore the importance
of the messages the books convey. p
)
Literary scholars have also emphasized the unique
importance of Harry Potter books. For example, according
to John Pazdziora, speaking at Britain’s first academic
conference on Harry Potter in 2012, ‘We cannot avoid the
fact that Harry Potter is the main narrative experience of
an entire generation, the children who quite literally grew
up with Harry Potter. The Harry Potter novels are simply
the most important and influential children’s books of
the late 20th and early 21st centuries. For very many
people, this is their first experience of literature, and of
literary art . . . These are the most important, seminal
texts for an entire generation of readers . . . In 100, 200
years’ time, when scholars want to understand the early
21st century, when they want to understand the ethos
and culture of the generation that’s just breaking into
adulthood, it is a safe bet that they’ll be looking at the
Harry Potter novels.’ (See: A. Cramb, ‘Harry Potter and the
Philosophers Conference at St Andrews University,’ The
Telegraph, May 17, 2012, and A. Flood, ‘Harry Potter and
the Order of the 60 Scholars Gets Mixed Initial Reception,’
The Guardian, May 18, 2012.) In that context, compare the Harry Potter books to the
best-selling economics textbooks that were authored by
Samuelson, selling over 4 million copies in 40 languages,
and Mankiw, selling over one million copies in 17 lan-
guages (Source: en.wikipedia.org/wiki/Paul_Samuelson,
and en.wikipedia.org/wiki/Greg_Mankiw, accessed June
6, 2022.). INTRODUCTION Although Harry Potter books belong to the fantasy
genre, Harry Potter lives not only in a social world but
also in an economic one. Indeed, the Potterian world
is rich with economic institutions and ideas, including
monopolies, inefficient government, limited social mobil-
ity, trade restrictions and other regulations, insufficient
social capital, commodity money, prices, banking, etc. Not surprisingly, these economic ideas are unnoticed by
most readers. But perhaps surprisingly, they are often
unnoticed also by professional economists. Indeed, when
we offered a colleague a list of the economic ideas we
identified in the books, his response was, ‘Well, you are
right, I completely missed that.’ By our conservative estimates, more than 7.3% of the
world’s population of 6.08 billion has read the books
(Source of population figures: www.infoplease.com/ipa/
A0762181.html, accessed June 6, 2022.). The estimate is
conservative, and thus the actual share likely exceeds it
because (1) the sales figure doesn’t include unauthorized
translations and their sales, and (2) the actual number of
readers likely exceeds the number of copies sold because
a single copy is often read by many, e.g. by an entire
family. Hundreds of millions have also seen their movie
adaptations. In the US alone, Harry Potter movies sold
350 million tickets (Source: https://mrob.com/pub/film-
video/topadj.html, accessed June 6, 2022.). Nine thou-
sand FedEx trucks were used in the US, to deliver the
initial release of The Goblet of Fire alone. The last four Studying what we term ‘Potterian economics’ is inter-
esting for several reasons. First, as Lucas Jr. et al. (2002),
Blinder & Krueger (2004), Giovannini & Malgarini (2012),
and Cruijsen et al. (2010) note, the public acquires much
of its knowledge about economics through popular inter-
mediaries (books/newspapers, etc.), but the role of these
intermediaries in shaping the public’s views and opinions
about economics has received little attention. Levy and Snir 3 books in the Harry Potter series were the fastest-selling
books in history, with the final book selling roughly 11
million copies in the US within 24 hours of its release. their school was to the Hogwarts. For example, ‘During
a Harvard information session, the admissions officer
compared the intramural sports competitions there to
the Hogwarts House Cup. INTRODUCTION These figures, although impressive, are dwarfed
by the sales figures of Harry Potter. Clearly, it is not fair to
compare a popular fantasy book to academic textbooks,
no matter how successful the latter are. The point, how-
ever, is that to the extent that Harry Potter books teach
millions of people of all ages, principles of economics,
identifying these principles is informative and important. 4
|
Oxford Open Economics, 2022, Vol. 1, No. 1 4
|
Oxford Open Economics, 2022, Vol. 1, No. 1 In addition to books, there are also hundreds of papers,
published and unpublished. For example, SSRN lists 63
Harry Potter studies in law, administrative science, polit-
ical science, philosophy, history, marketing, etc. SciVerse-
Scopus
lists
46
items
in
engineering, neuroscience,
psychology,
etc. (Source:
estrip.org/articles/read/tiny
pliny/45318/Harry_Potter_in_Scientific_Literature.html,
accessed June 6, 2022.). We also found 51 articles in
PubMed. Finally, the Jstor database includes 159 papers,
with ‘Harry Potter’ in their title (accessed June 6,
2022). We conclude that the Potterian model reflects folk
economics. As such, although it is sometimes con-
sistent with economists’ views, many of its deeper
aspects of economics are distorted, containing numerous
inaccuracies, which might potentially be absorbed by
the public, and contribute to its lack of literacy on
economic matters. This is particularly true for the young
readers, who figure prominently among Harry Potter
readers. The paper is organized as follows. In section 2, we
review the economic literacy literature. In section 3, we
discuss fiction’s influence. In section 4, we describe the
setting. In section 5, we study money, credit, and banking. In section 6, we consider prices and their properties. In
section 7, we focus on the foreign exchange rate and the
commodity value of the Galleon. In section 8, we look
at the Potterian government. In section 9, we discuss
the law and order. In section 10, we focus on monopo-
lies, oligarchies, and other pathologies. In section 11, we
study income distribution in the Potterian economy. In
section 12, we study international trade and migration. In section 13, we study war economics. In section 14, we
study technological progress. In section 15, we discuss
the Potterian education system and human capital. We
conclude in section 16 by summarizing the implications
of our findings, addressing possible objections to our
interpretation, and discussing some caveats (Note: The
online supplementary appendix contains a detailed ref-
erence to all economic themes, topics and issues we
have identified in the Harry Potter books, along with the
quotations of the relevant texts from the books, and their
exact locations.). In addition, numerous academic conferences were and
are still devoted to these studies. 4
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Oxford Open Economics, 2022, Vol. 1, No. 1 For example, in 2012,
the University of California, San Diego, and the National
Institute of Health, held a joint lecture series and an
exhibit on ‘Harry Potter’s World: Renaissance Science,
Magic, and Medicine.’ The lecture series featured UCSD
scholars from medicine, mathematics, engineering and
literature. According to the UCSD News center, the inter-
est of the UCSD medical scholars in Harry Potter stems
from the fact that ‘ . . . the magic depicted in the popular
Harry Potter novels . . . can be traced to Renaissance
traditions that played a pivotal role in the development
of
modern
science
and
medicine.’
(Source:
http://
ucsdnews.ucsd.edu/pressrelease/harry_potters_world_
renaissance_science_magic_and_medicine/,
accessed
June 6, 2022.) Chestnut Hill College in Philadelphia, PA,
holds an annual conference on Harry Potter. The interdis-
ciplinary conference includes several parallel sessions,
on such topics as young adult literature, textual analysis,
politics and justice, education and science, literature
and education, psychology and philosophy, character
studies, etc. (Source: https://www.chc.edu/events/10th-
anniversary-harry-potter-academic-conference-hpac-x,
accessed June 6, 2022.). doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 Fourth, if fiction’s influence is particularly strong
on adolescents, and if a significant proportion of the
readers of Harry Potter are children and teenagers, then
understanding Potterian economics may also shed light
on the sources of illiteracy that studies have documented
among young adults (Tang et al., 2015) (Note: Lunt
& Furnham (1996) contain essays on children’s and
adolescents’ knowledge of economics and economic
matters.) Indeed, many colleges and universities, includ-
ing some Ivy League schools, recognize the influence
of Harry Potter, and try to take advantage of the Harry
Potter bandwagon in their sales’ pitch, in their efforts to
make their institutions more attractive to the candidates
of Harry Potter generation. According to Lauren Edelson,
during her visits to various university campuses, she
heard from numerous host tour guides, how similar ECONOMIC LITERACY . that are unsuitable, unnecessarily costly, or
abusive.’ To learn economics, one could take college economics
courses. However, ‘only about 10% of adults ever take
college economics.’ It would be better to increase ‘ . . . the
quality and quantity of discussion of economics in the
mass media. When a TV show like “West Wing” considers
the benefits and costs of free trade, it probably has more
impact on the economic literacy . . . than all freshmen
economic courses combined’ (Krueger, 2002, pp. 475–476). Indeed, some studies document the effect of TV shows on
the political attitudes of the audience. See, for example,
French & van Hoorn (1986), Lenart & McGraw (1989),
and Mutz & Nir (2010). Mutz (2016) surveys some of
the studies that find that fictional stories can influence
political opinions, and offers evidence-based on the most
recent data from the 2017 US presidential elections. The American Economic Association (AEA) has been
involved in economic education since 1885. Hinshaw &
Siegfried (1991) describe the AEA’s efforts ‘ . . . to edu-
cate public . . . about economic questions and economic
literature’ (p. 373). The AEA’s Committee on Economic
Education has been active since the mid-1940s. The AEA
routinely holds panels about teaching economics at its
annual meetings. The establishment of the Journal of
Economic Education in 1969 is also noteworthy. The US
Fed has also been engaged in economic education for
decades. For example, it offers teaching resources for K-
12 grades on finance, banking, monetary policy, etc. OECD
is also involved in these efforts (Atkinson and Messy,
2011) (Note: Gleason & Van Scyoc (1995) offer evidence
on economic literacy in the US. Jappelli (2010) offers
international evidence. See also Nelson & Sheffrin (1991)
and the studies cited therein. Lusardi & Mitchell (2014)
offer a survey.). p
Confirming Krueger’s (2002) assessments, Blinder &
Krueger (2004) find that for US adults, print and elec-
tronic mass media serve as the primary source of infor-
mation about economic issues. Similarly, Cruijsen et al. (2010) find that the Dutch public learns about ECB’s mon-
etary policy through the media. Caplan (2007) suggests
that people are gullible and might believe what they read. A good analogy is offered by Gottschall (2012) in ana-
lyzing the stubborn persistence of superstitions, which
it turns out, are not limited to the uneducated. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 According to Gottschall (2012, p. 106), ‘Many conspir-
acy theories would be funny except for the fact that
stories . . . have consequences. For example, in Africa,
many believe that AIDS is a racist hoax designed
to . . . perpetrate a bloodless genocide. Believing this gets a
lot of Africans killed.’ On July 21, 2014, Christiane Aman-
pour ended her CNN show with a discussion of a denial
of moon landing: ‘One of man’s greatest achievements
[is] still . . . denied. 45 years ago . . . Armstrong and Aldrin
walked on the moon . . . But almost from the start, there
were those who said . . . that the whole thing had been
staged . . . the deniers persist.’ (Source: edition.cnn.com/
TRANSCRIPTS/1407/21/ampr.01.html, accessed June 6,
2022.). Blinder & Krueger (2004) and Caplan (2001) find that
educated people tend to think like economists. Jappelli
(2010) finds that the overall economic literacy level is low,
although he documents a positive correlation between
education and economic literacy (Blinder et al., 2008). Education by itself, however, does not always guarantee
economic literacy. For example, according to Blank (2002,
p. 476), ‘A high share of . . . Congressional staff (never
mind their bosses) do not understand basic economic
principles.. . . in most meetings, my main role . . . was to
lean forward and convincingly apply one of the follow-
ing three concepts to the problem at hand: supply and
demand, opportunity cost, or scarcity.’ ECONOMIC LITERACY )
However, economic studies of Harry Potter are scarce
(Note: Economic analysis of literary works includes Watts
(2002, 2003), Rockoff (1990) and Bookman & Bookman
(2008).). Exceptions include Gouvin (2010) and Schooner
(2010), who study the role of the Potterians’ only bank,
the Gringotts, and Snir & Levy (2010), who try to under-
stand the reasons for the lack of economic growth in the
Potterian economy.Podemska-Mikluch & Deyo (2014) and
Podemska-Mikluch et al. (2016) focus on the benefits of
using Harry Potter series for undergraduate economics
teaching. Salonikov et al. (2022) find evidence that the
Harry Potter books affect readers’ perceptions of vari-
ous economic issues including banks, bureaucracy and
money. The topic of economic literacy is not new. Newcomb
(1893, p. 395) wrote over 120 years ago about the need
to educate the public because of the gap between ‘well-
established economic conclusions on the one hand and
the ideas of the public on the other.’ In 1948, at the First Workshop on Economic Education,
Ernest Melby stated that economic education was a key
to the survival of democracies: ‘Democracy will live if it
works and . . . die if it does not...if it fails in the economic
front it will . . . go down to defeat . . . [for] survival of our
way of life, there is no kind of education more important
than that which seeks to make the average American
intelligent about our economic system’ (Troelstrup, 1954,
p. 238). The importance of economic education was also
emphasized by the US Fed. For example, the Fed Governor
Ben Bernanke (2006) stated: ‘The Federal Reserve’s
mission of conducting monetary policy and maintaining
a stable financial system depends upon the participation
and support of an educated public.’ Bernanke (2011)
further emphasizes the individual benefits of economic
literacy: ‘Well-informed consumers . . . are one of the best
lines of defense against the proliferation of financial In this paper, we investigate the Potterian economy
by analyzing its full structure. We find that it combines
ingredients from various economic models but is not
fully consistent with any particular model. Some fea-
tures of the Potterian economy are in line with Marx-
ist views, while others fit the public choice perspective. Prices in the Potterian economy are rigid in the Keynesian
spirit, yet Potterians enjoy full employment as in the
Classical model. 5 Levy and Snir products . . ECONOMIC LITERACY Indeed,
according to Park (2008) and Aaronovitch (2010), many
conspiracy theories originate and circulate among the
educated. Many superstitions have survived long periods
of time, and an incredible number of people seem to
believe them. Despite these projects and efforts, the public rarely
interprets economic ideas the same way as economists
do (Alston et al. (1992) and Blendon et al. (1997).). Caplan (2007) argues that the public has various biases. (Note: Many biases of today’s public are remarkably
similar to the biases noted more than a century ago
by Newcomb (1893).), which Rubin (2003, pp. 157–
158) calls folk economics, and which ‘ . . . can explain
the beliefs of naïve individuals regarding [economic]
matters . . . [Folk economics] is the economics of wealth
allocation, not production. Naive people . . . think of
prices as allocating wealth but not . . . resources . . . The
world of folk economics is zero-sum...if one person gets
a job someone else must lose a job . . . Economists would
do a better job of persuading others . . . if we paid explicit
attention to folk economics.’ Krugman (1996) lists some
popular books, and notes two features they share: ‘They
all offer a view . . . of international trade as . . . “win-lose”
competition . . . And they all contain little or nothing of
what economists think . . . about international trade’ (p. viii). Referring to Lunt & Furnham (1996), Rubin (2003,
p. 158) notes that . . . ‘the index to the book contains no
entry for efficiency or productivity.’ Paldam & Nannestad
(2000) find that Danish voters are myopic and have
prediction biases. 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 6 The causal relationship between fiction and society,
however, goes the other direction as well. The recognition
that literature can influence society is not new. Consider,
for example, the list of the books and writings that were
banned throughout the history precisely because of the
conviction that they had a strong and deep influence on
the human mind. According to Newth (2010), the practice
of censorship of books can be traced to the Romans, as
far back as 443 BC, with the establishment of the Office
of Censor: ‘In Rome, as in the ancient Greek communi-
ties, the ideal of good governance included shaping the
character of the people. Hence, censorship was regarded
as an honorable task. In China, the first censorship law
was introduced in 300 AD.’ to the US. For example, Cardinal Joseph Ratzinger, who
later became Pope Benedict 16, in 2003 wrote a letter to
the author of the book, Harry Potter: Good or Evil: ‘It is
good that you enlighten us on the Harry Potter matter,
for these are subtle seductions . . . barely noticeable, and
precisely because of that have a deep effect and corrupt
the Christian faith in souls even before it could properly
grow.’ (Source: Pope Benedict XVI, March 2003 Letter,
London Times, July 13, 2005.) y
)
Confirming
this
view,
the
Vatican
newspaper
L’Osservatore Romano published an article on January 15,
2008, which stated that Cardinal Ratzinger was right
to worry: ‘Despite the values that we come across in
the narration, at the base of this story, witchcraft is
proposed as a positive ideal. The violent manipulation
of things and people, comes thanks to knowledge of
the occult. The ends justify the means because the
knowledgeable, the chosen ones, the intellectuals know
how to control the dark powers and turn them into good. This a grave and deep lie, because it is the old Gnostic
temptation of confusing salvation and truth with a secret
knowledge. The characterization of common men who
do not know magic as “muggles” who know nothing other
than bad and wicked things is a truly diabolical attitude.’
(Source: M. Moore and N. Reynolds, ‘JK Rowling’s Harry
Potter condemned in Vatican newspaper,’ The Telegraph,
January 15, 2008.) Perhaps ironically, however, Amazon-
UK ‘ . . . 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 revealed it had received advance orders for
Harry Potter and the Half-Blood Prince from . . . the Vatican.’
(Source: ‘Pope Criticizes Harry Potter,’ R. Blakely, The
Times, July 13, 2005.) The invention of the printing press in the 15th cen-
tury increased the need for censorship further, primarily
because of the emerging tensions between the Catholic
Church and the Protestant movement, which led to the
introduction of the first Index Librorum Prohibitorum (Index
of Prohibited Books) by Pope Paul IV in 1559. According to
Newth (2010), the Index was re-issued 20 times since then
by different popes, and the last update was published in
1948. However, book censorship was not limited to religious
authorities, and throughout the history, it served other
goals and motives, primarily political. USSR and its allied
countries took book censorship to new levels (recall the
books of Solzhenitsyn, Sakharov, etc.). Perhaps surpris-
ingly, libraries played an important role in supporting
censorship: Public libraries were expected to act as the
benevolent guardians of literature, particularly books
for young readers. Consequently, this gave teachers and
librarians license to censor a wide range of books in
libraries, under the pretext of protecting readers from
morally destructive and offensive literature. The perceived dangers that Harry Potter books pose,
have been noted by other religious authorities as well. For example, in orthodox Judaism, some public figures,
newspaper editorials, etc. ridiculed the fascination of so
many people, young and old, with the imaginary tales of
Harry Potter and his friends, arguing that it is indicative
of the ‘... emptiness of the Western cultures’ (Source: Meir
Shalev, ‘Holy Harry Potter,’ Yedioth Ahronoth (daily news-
paper published in Israel in Hebrew), August 4, 2000). Some Rabbinical authorities, however, were more open
minded. See, for example, Yvette Alt Miller, ‘Harry Potter
and Jewish Values,’ December 21, 2014 (Source: https://
aish.com/harry-potter-and-jewish-values/,
accessed
June 24, 2022), ‘5 Quintessentially Jewish Concepts
in the Harry Potter Saga,’ Forward, (Source: https://
forward.com/opinion/375984/5-quintessentially-jewish-
concepts-in-the-harry-potter-saga/, accessed June 24,
2022), and Judy Siegel-Itzkovich, ‘Researchers: Harry
Potter’s Wizardry OK with Rambam,’ Jerusalem Post, May
17, 2006 (Source: https://www.jpost.com/jewish-world/
judaism/researchers-harry-potters-wizardry-ok-with-
rambam, accessed June 24, 2022). Even in liberal-minded countries such as Sweden and
Norway, which boasts the earliest press freedom laws,
surveillance of public and school libraries remained a
concern to authors and publishers even through the
latter part of the 20th century. HOW FICTION REFLECTS AND AFFECTS
POPULAR VIEWS AND PERCEPTIONS Literary works serve as a mirror of society. According
to Bloch (1961, p. 102), for example, ‘In every litera-
ture, a society contemplates its own image.’ Similarly,
Tiemensma (2010, p. 3) states that ‘Stories are the
structural coding of social values, beliefs, and goals that
underlie human interaction.’ Literature, even fictional,
reflects the life, the views, the norms and the beliefs of
the society. Indeed, texts are often used in social sciences
to learn how people of different societies and different
times view the world (Dickstein, 2005). 6
|
Oxford Open Economics, 2022, Vol. 1, No. 1 . . Most
of us believe that we know how to separate fantasy
and reality . . . this is not always the case. In the same
mental bin, we mix information gleaned from both
fiction and nonfiction.’ Vezzali et al. (2012) report that
after reading books where characters with different
cultural backgrounds had positive interactions with one
another, Italian teenagers displayed more positive and
less stereotypical attitudes toward immigrants. Peter Smith of the UK Teachers Association warns
against the supernatural: ‘Children who had enjoyed the
magic and wizardry of the stories should be careful about
extending their interest in the occult.’ (Source news. bbc.co.uk/2/hi/uk_news/education/1638887.stm, June 6,
2022.) Some schools have banned the books because
‘ . . . they go against the Bible’s teaching.’ (Source: news. bbc.co.uk/2/hi/uk_news/education/693779.stm, June 6,
2022.) Some British toy shops have even refused to
stock
Potterian
merchandise
fearing
it
will
attract
children to the occult (Source: news.bbc.co.uk/2/hi/
entertainment/1560335.stm, accessed June 6, 2022.). According to the American Library Association, in 2005
‘ . . . there were 26 challenges to remove the Harry Potter
books from bookshelves in 16 states.’ (Source: www. educationworld.com/a_admin/admin/admin157.shtml,
accessed June 6, 2022.) Mar (2004, p. 1414), based on evidence from neu-
roimaging, argues that ‘ . . . reader attitudes shift to
become more congruent with the ideas expressed in
a narrative after exposure to fiction.’ Appel & Richter
(2007) and Appel (2008) find that fiction shapes readers’
views on fairness and justice (Note: The July 29, 2014
edition of ‘Room for Debate’ of the NY Times asked, ‘Will
Fiction Influence How We React to Climate Change?’)
Vezzali et al. (2015) survey psychology literature, which
shows that novels can have positive social impact. Green
et al. (2004) find that fictional worlds alter the way
we process information, and that the deeper we are
immersed in a story, the more influential the story is. According to Gottschall (2012, p. 135), ‘Fiction readers
who reported a high level of absorption tended to
have their beliefs changed in a more “story-consistent”
way... [and] detected significantly fewer “false notes”
in stories—inaccuracies, infelicities . . . When we read
nonfiction, we read with our shields up. We are critical
and skeptical. But when we are absorbed in a story, we
drop our intellectual guard. We are moved emotionally,
and this seems to leave us defenseless’. See also Sklar
(2009). 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 Not less surprising is the
die-hard tradition of surveillance of books in schools and
libraries in the United States. For example, the Library of
Congress is holding a multi-year exhibition featuring The
Books that Shaped America (https://www.loc.gov/exhibits/
books-that-shaped-america/overview.html,
accessed
June 6, 2022.). According to the curators, ‘Some of
the titles on display have been the source of great
controversy, even derision, yet they nevertheless shaped
Americans’ views of their world and often the world’s
view of the United States.’ Many of the books displayed
at the exhibit were banned in the US (Haight, 1978). The American Library Association lists on its page the
top 100 banned books during the years 2000–2009. Harry
Potter books top the list, which were banned in the US
by some religious authorities as well as by some schools
(Scheffer, 2010) (Source: http://www.ala.org/advocacy/
bbooks/top-100-bannedchallenged-books-2000-2009,
accessed June 6, 2022.). This, however, was not limited Similarly, Harry
Potter
books
have
been
banned
in some Islamic countries, but not everywhere. For
example, the books were banned in the United Arab
Emirates
(Source:
‘Emirates
Ban
Potter
Book,’
BBC
News, February 12, 2002, http://news.bbc.co.uk/2/hi/ Similarly, Harry
Potter
books
have
been
banned
in some Islamic countries, but not everywhere. For
example, the books were banned in the United Arab
Emirates
(Source:
‘Emirates
Ban
Potter
Book,’
BBC
News, February 12, 2002, http://news.bbc.co.uk/2/hi/ |
7 Levy and Snir 7 entertainment/1816012.stm, accessed June 24, 2022). According to some Islamic scholars, the books themes
conflict
with
Islamic
teaching
because
‘Islam
pro-
hibits both pointless entertainment (lahw) and sorcery’
(Source: Khalid Baig, ‘Harry Potter: Facts about Fiction,’
June 21, 2003, http://www.albalagh.net/current_affairs/
harry_potter.shtml, accessed June 24, 2022). In Iran, in
contrast, the books were published by the Ministry of
Culture and Islamic Guidance (Source: https://www. hogwartsprofessor.com/ayatollah-condemns-harry-
potter/, accessed June 24, 2022). stereotypes. We use the term similarly to describe the
way people perceive and think about the world in which
they live, operate and make decisions.). The story maker
penetrates our skulls and seizes control of our brains . . . fiction subtly shapes our beliefs, behaviors, ethics . . . ’
(Gottschall, 2012, pp. xvi–xvii). Hakemulder (2000) reviews dozens of studies in
psychology that demonstrate that fiction can have a
profound effect on the readers’ thinking. Gottschall
(2012, p. 133–134) argues that ‘Fiction does mold our
minds . . . influences our moral logic . . . alters our behav-
ior...shaping our minds without our knowledge . 6
|
Oxford Open Economics, 2022, Vol. 1, No. 1 (2005), for example, find a drop in the number of chil-
dren visiting the hospital emergency departments on the
weekends that Harry Potter books are released, whereas
Bennett (2003) reports that some of the young readers
of the Harry Potter series have suffered from headaches
because of their insistence to read the books cover-to-
cover without taking a break. Neuroscientists offer further evidence on the effect of
the Potterian adventures on the human mind. Recently,
for example, in a series of neuroimaging studies on the
influence of Harry Potter books on their readers, Hsu et
al. (2014, 2015a, 2015b) provide fMRI evidence for the
fiction feeling hypothesis, which states that narratives
with emotional content, in contrast to stories with neu-
tral content, cause readers to empathize to a stronger
degree with the protagonists, thus engaging the affective
empathy network of the brain. See also Wehbe et al. (2014) and Lehne et al. (2015). (
)
(
)
In sum, the existing evidence in psychology, sociology
and neuroscience suggests that fictional literature in
general, and Harry Potter books in particular, can have
a subtle yet powerful influence on the readers’ views,
opinions and attitudes. Similar to these influences, and
consistent with Krueger (2002) and Cowen (2008), we
propose that the readers of the Harry Potter books, con-
sciously and/or subconsciously, absorb the ‘economic’
ideas the books implicitly or explicitly convey. These
ideas, we argue, can potentially shape the public’s opin-
ion on economics and economic issues. This is consistent
with the argument of Cowen (2008) who describes this
as a ‘knowledge-generation process.’ Novels and mod-
els, he argues, both are mechanisms for learning that
complement each other. ‘We should recognize the power
of stories. Many models, especially the most relevant
models, are embedded in stories, further illustrating the
complementarities between novels and models . . . . Both
novelists and model builders have tacit knowledge about
how the real world works, and they try to articulate that
knowledge in the form of either a story or equations’ (pp. 333–334). (
)
Consider, for example, Cowen’s (2008, pp. 325–326)
description of the similarities between fictional stories
and economic models: ‘Science fiction stories . . . embody
model-like thinking. The author writes down a descrip-
tion of some new technologies . . . 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 more positive and sympa- Oxford Open Economics, 2022, Vol. 1, No. 1 8 thetic. Gierzynski & Seger (2011) find that the books
influence the readers’ acceptance of difference, toler-
ance, equality and opposition to violence and corrup-
tion. Salonikov et al. (2022) offer evidence suggesting
that the Harry Potter books affect the readers’ attitudes
towards economic issues, including banks, the public
sector, money and monopolies. Thomas and Snyder (2010, p. vii) state along these
lines: ‘Part of the appeal of [Harry Potter] is that the depic-
tions resonate with readers . . . This may suggest that the
depictions are consistent with readers’ and viewers’ val-
ues or opinions. Alternatively, if the depictions are not
reflective, they may influence the development of values
or opinions . . . any influence would be . . . subtle.’ Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 A comparison between economic models and literary
texts is possible because they share several key charac-
teristics (Cowen, 2008, McCloskey, 1998, 2000, Thomson,
2001, Rubinstein 2006) (Note: According to McCloskey
(1998, p. xiv): ‘Economists are poets, but don’t know it. Economists are storytellers.’ Similarly, Cowen (2008, p. 15) states that ‘Novels are more like models than is
commonly believed’ and recommends studying them to
better understand how people think about economics
and economic matters.). Both offer imaginary tales that
are abstractions of reality. Both are composed of a set of
actors—characters in stories, decision-makers in models
and a set of assumptions—rules in stories and con-
straints and assumptions in models. In addition, the
characters in a story are linked by initial relationships,
the same way as decision-makers and variables in a
model are linked by initial conditions. In both stories and
models, the initial relationships evolve. In models, these
follow the assumptions and optimal decisions and strate-
gies. In stories, they follow the characters’ attributes and
the actions they can and cannot take. Eventually, both
economic models and stories conclude in a final state
(Rockoff, 1990; Watts, 2002). Some studies have even documented that the Harry
Potter books affected the readers’ health. Gwilym et al. 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 A recent episode in Israel suggests that even People
of the Book might be afraid of books and find them
dangerous. In 2015, the Israeli Education Ministry has
decided not to include ‘Border Life,’ a novel by Dorit
Rabinyan, in its list of required readings for the matric-
ulation exams, because it includes a love story between
a Jewish Israeli woman and a Muslim Palestinian man. Many Israeli school directors and educators fought the
Ministry over this decision and insisted on including the
book in their school’s required readings lists. Authors also believe that their work can affect the
readers. According to Gottschall (2012), Tolstoy believed
that an artist’s job is to ‘infect’ his audience with his
own ideas and emotions—‘the stronger the infection, the
better is the art as art’ (p. 134). Similarly, ‘In his book
“The Act of Reading,” Wolfgang Iser writes that ideally,
a book should transform a reader by “disconfirming” his
habitual notions and perceptions and thus forcing him or
her to a new understanding of them’ (Tuck, 2015). Indeed,
there are many fictional works with a long-lasting impact
on popular views and opinions. These include Uncle Tom’s
Cabin, Black Beauty, The Birth of a Nation, Jaws, 1984, Dark-
ness at Noon, Roots, etc. We focus on the Harry Potter books because of the evi-
dence that these particular books affect popular views. Indeed, studies suggest that the attitudes of the readers
of the Harry Potter books are influenced by the messages
these books convey. Hallett (2005) notes that Harry Potter
books influence culture. Brown & Patterson (2009) study
brand assessment by focusing on ‘Pottermania.’ Brown
& Patterson (2010) study consumers’ treatment of the
Harry Potter brand. See also the opening quote from
Barton (2006). The belief that books influence the readers has been
corroborated by recent studies in psychology that offer
systematic evidence of fictional stories’ effects on the
human mind and attitudes. These studies find that when
we read fiction, ‘ . . . we allow ourselves to be invaded by
the teller (Note: In social psychology, the term ‘attitude’
refers to personal and social norms, prejudices, and Some studies offer even more direct evidence on the
effect of Harry Potter books on the readers. Vezzali et al. (2015) report that Harry Potter books make the readers’
attitudes toward stigmatized groups such as immigrants,
homosexuals, refugees, etc. 6
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Oxford Open Economics, 2022, Vol. 1, No. 1 The author then traces
through the effects of these technologies and outlines
how things would work or outlines an equilibrium in
economic terminology. That equilibrium is then “dis-
turbed” by some new change, such as an alien invasion
or a new technology. The bulk of the novel then traces
through the effects of the change, performing a kind
of comparative statics exercise . . . these novels . . . use a
stylized setting to show how one set of causes leads to
particular effects, working through a mechanism of some
generality. The mechanism is not always spelled out
explicitly...They are like the models from earlier in the
history of economics. Before the mathematization of the
economics profession . . . models without explicit math-
ematical forms... It is no accident that contemporary
model builders sometimes refer to earlier, non-formal
economists as “telling stories”.’ The success of Harry Potter books suggests that in
addition to telling a story that appeals to a broad and
diverse audience, the author may have also been able
to capture the readers’ popular beliefs. Given the books’
universal appeal, therefore, studying the Potterian econ-
omy and comparing it to standard economic models can
shed light on the beliefs and views of millions of people
with diverse cultures and norms about the economy and
economic ideas. Another similarity between models and stories is that
stories must maintain face validity, the same way as
models need to maintain internal validity. Well-defined
rules of math and logic ensure models’ internal valid-
ity. Maintaining face validity in literary texts depends
on the genre, on adhering to the readers’ norms/ex-
pectations and on preserving the story’s internal logic Levy and Snir 9 secrets about Voldemort. The book ends with Harry and
his friends saving Ginny while fighting the monster. In the
process, they inadvertently destroy a part of Voldemort’s
soul (‘Horcrux’). (Derrida, 1993). For example, if magic can solve all prob-
lems, then the resulting story, even fictional, is unlikely
to be interesting. The Harry Potter books’ success and
near-universal popularity suggest that they satisfy this
condition, and therefore, we believe that Potterian eco-
nomics can offer lessons about the economic principles
the books teach and convey. In the third volume, Harry Potter and the Prisoner of
Azkaban, Harry learns about Remus Lupin and Sirius
Black, who were his father’s friends. GENERAL BACKGROUND
(SPOILER WARNING: SKIP IF YOU HAVE NOT
READ THE HARRY POTTER BOOKS, BUT
PLAN TO READ THEM!) The Harry Potter story, an imaginary tale of a boy with
extraordinary wizardry powers, is a series of seven books
(Note: See Rowling (1998, 1999a, 1999b, 2000, 2003, 2005
and 2007). The discussion in this section is based on
Anandane’s (2011) descriptive summary of the seven
volumes.). Most of Harry’s adventures take place in
and around Hogwarts, a boarding school of witchcraft
and wizardry located in northern England, where Harry
spends 7 years. The books follow Harry and his friends,
as they grow up and mature, and the 7 volumes describe
correspondingly the 7 years Harry spends at Hogwarts. In volume 5, Harry Potter and the Order of the Phoenix,
Harry learns about a secret society called the ‘Order
of the Phoenix’, which is re-activated to protect Harry
and his friends from Voldemort and his supporters. The
school’s new Headmaster Dolores Umbridge (‘the High
Inquisitor of Hogwarts’) does not permit the students to
learn defense against dark magic. Harry, therefore, forms
a secret study group called ‘Dumbledore’s Army’, where
he teaches his friends how to fight and defeat dark arts. Eventually, Harry foresees Voldemort’s actions, and thus
manages to save Hogwarts from Voldemort’s supporters,
the Death Eaters. The story begins in 1991 with Harry Potter and the
Philosopher’s Stone, where Harry is a shy orphan living with
his aunt in a suburb of London. At age 11, Harry learns
that his parents were wizards and that they were killed
by the most powerful wizard of the era, ‘Lord Voldemort’,
whose reputation is so fearsome that his name is not
mentioned and instead is referred to as ‘You-Know-Who’
or ‘He Who Must Not Be Named.’ Harry also learns that
although he grew up among non-wizards (‘muggles’), he
has the power to become a wizard (Note: According to
the Oxford dictionary, ‘muggle’ is now an official word,
and it means ‘a person who is not conversant with a
particular activity or skill.’). Furthermore, he discovers
that Lord Voldemort tried to kill him after killing his
parents, which left a scar on his forehead. Harry survived
the attack, which gives him a special role in the wizards’
society. The school headmaster, Dumbledore, who knows
about this incident, leaves Harry with his aunt until he
is 11, when he is ready to enroll in Hogwarts. 6
|
Oxford Open Economics, 2022, Vol. 1, No. 1 Lupin is a teacher
of defensive measures against dark magic. Black, it turns
out, is a murderer believed to have helped Voldemort in
killing Harry’s parents. In volume 4, Harry Potter and the
Goblet of Fire, Harry is pressed by a Voldemort supporter,
Barty Crouch (disguised as Professor Alastor Moody), to
participate in a dangerous Tri-Wizard Tournament. Harry
luckily escapes Crouch’s plans, and at the same time
he forces Voldemort to reenter the wizarding world as a
mortal. GENERAL BACKGROUND
(SPOILER WARNING: SKIP IF YOU HAVE NOT
READ THE HARRY POTTER BOOKS, BUT
PLAN TO READ THEM!) Following
the Hogwarts’ invitation, which is delivered by an owl,
Harry enters the school, where he and his new friends,
Hermione Granger and Ron Weasley, explore the world
of magic, and slowly discover the powers of witchcraft
and Wizardry. The first year ends when they recover the
Philosopher stone, which can be used to brew an elixir
that can make the drinker immortal. By the sixth year, in Harry Potter and the Half-Blood
Prince, the 17-year-old Harry, who is dating Ginny Weasley,
incidentally, comes across an old potions textbook filled
with annotations signed by an anonymous individual,
the Half-Blood Prince. He also discovers that Voldemort’s
soul is split into a series of horcruxes (evil-enchanted
items hidden in various locations). Draco Malfoy, Harry’s
foe, attempts to attack Dumbledore several times. Even-
tually, Dumbledore is killed by Professor Snape, another
Harry adversary. In the last volume, Harry Potter and the Deathly Hallows,
Lord Voldemort takes control of the Ministry of Magic. Harry and his friends quit school and go on a mis-
sion of finding and destroying the remaining horcruxes
of Voldemort. Harry discovers, however, that he is one
of the horcruxes, and thus surrenders to Voldemort. It
turns out, however, that the horcrux inside Harry has
been destroyed when Voldemort tried to regain his full
strength. In the end, the Order of the Phoenix, along
with Harry and Harry’s friends, defeat Voldemort and his
supporters, and thus save the world of Witchcraft and
Wizardry. In the second year at Hogwarts, Harry Potter and the
Chamber of Secrets, Ron’s younger sister Ginny, discovers
Voldemort’s old notebook, in which she reads about a
‘Chamber of Secrets,’ which, it turns out, leads to a mon-
ster. In this volume, Harry and his friends learn about
the history of Hogwarts. Harry also discovers that he has
some special skills, such as the ability to communicate
with snakes (rather rare dark art). He also discovers some Money Wizards use commodity money. They have three types
of coins: gold Galleons, silver Sickles and bronze Knuts,
where one Galleon equals 17 Sickles, and one Sickle Oxford Open Economics, 2022, Vol. 1, No. 1 10 equals 29 Knuts (Rowling, 1998, p. 49). The wizards’ mon-
etary system is therefore similar to the old English mone-
tary system that existed from medieval times until 1971. In that system, one pound was worth 20 shillings and one
shilling was worth 12 pennies. The similarity is also in
the types of metals used in minting the coins. The pound
(also known as Guinea) was originally made of gold, the
Shilling (originally Scilling) was made of silver, and the
penny (after 1796) was made of copper. modern decimal system is in the number of ways a pound
could be divided into combinations of shillings and pen-
nies. This divisibility allowed the minting of many coins
that were combinations of pennies, shillings and pounds. For example, common English coins included 2 shillings,
2 shillings 6 pence, 5 shillings and many more. In the case of Potterian money, however, the exchange
rate between the Galleons and the Sickles and between
the Sickles and the Knuts, are both prime numbers. It is,
therefore, less useful to mint coins that are multiples of
these basic coins. However,
despite
their
superficial
similarity,
the
wizards’ monetary system differs greatly from its real-
world counterpart. First, whereas in the old English
system the value of the pound relative to the shilling
and the penny fluctuated freely as a result of changes
in the relative prices of gold, silver and copper, the
relative values of the Galleons, Sickles and Knuts are
fixed. Furthermore, whereas the values of the English
coins depended on the amount of the precious metal
minted in the coins, the values of the Potterian coins
are independent of their physical size and weight. For
example, when wizards from several countries gather, it
seems that the value of all gold coins is the same, even
though the foreign Galleons are ‘the size of hubcaps’
(Rowling, 2000, p. 50), suggesting that the Potterian
money is not homogenous, a key property that money
should have (Levy and Bergen, 1993). The Potterians
however, seem not to care about this. Money Medieval merchants and bankers took advantage of this
benefit of paper checks (Quinn and Roberds, 2008), yet it
seems that Potterians have yet to discover this technol-
ogy. It is possible that the Potterians use precious metals
as money because it is harder to counterfeit money that
is minted of precious metals than of other materials. However, it is possible to counterfeit the wizard’s money. It is also possible that the Potterians use commodity
money because they believe that pegging the value of
money to commodities might be an effective way of
controlling inflation (Woodford, 2003). However, it turns
out that when the supply chain is disrupted, the outcome
is inflation, as in an economy that uses fiduciary money. Indeed, just like fiduciary money, the values of all types
of Potterian coins decrease simultaneously when there
is inflation as a result of a war that disrupts the supply
(Rowling, 2005, p. 43). The values of the three types of coin
denominations, however, do not change relative to each
other, although we are told explicitly that at the same
time as the inflation bout, the demand for silver increases
because silver is used for making charms and apparatus
that are in demand (Rowling, 2005, p. 73). Another important shortcoming of the Potterian mon-
etary system is the lack of paper checks that could be
used to transfer funds without the need to carry cum-
bersome coins, making transactions far more efficient. Medieval merchants and bankers took advantage of this
benefit of paper checks (Quinn and Roberds, 2008), yet it
seems that Potterians have yet to discover this technol-
ogy. Thus, in the Potterian economy, commodity value of
the money is distinct from the exchange value of money. This is counter to the models of commodity money where
the value of the money is pegged to the value of the
commodity it is made of (Sargent and Wallace, 1983;
Rockoff, 1990) (Note: In The Lord of the Rings, for example,
the value of gold as a medium of exchange is determined
by weighing it. Thus, Tolkien seems to have understood
this aspect of the difference between commodity money
and fiduciary money.). Money Whatever the reason for using commodity money, its
use has real effects beyond the opportunity cost of using
the precious metals for making jewelry or silver dag-
gers (Rowling, 1998, p. 8, Rowling, 2000, p. 413, Rowling,
2003, p. 45). Carrying too many coins is risky and cum-
bersome. Therefore, Wizards store most of their money
in bank vaults. Withdrawals and deposits, however, are
time-consuming, as they require a lengthy bureaucratic
procedure, implying a high transaction cost (Rowling,
1998, pp. 47–49). Consequently, wizards make infrequent
withdrawals from the bank (Rowling, 2000, pp. 61, 352). In sum, the Potterian money lacks some of the basic
properties that economists believe money should have,
for it to serve its functions efficiently: homogeneity,
portability, divisibility and storability (Levy and Bergen,
1993). The Potterian money is not homogenous, it is not
easy to transport, it is not easily divisible and it is difficult
to store. In any efficient economy, the Potterian money
would have therefore been replaced by more efficient
money, which is more divisible and less cumbersome. Thus, although the wizards’ money is a type of com-
modity money, it behaves as if it was fiduciary money. For example, in the muggle (non-wizard) world, the ratio
of the price of gold to the price of silver, over the period
1991–1998, when Harry Potter’s adventures take place,
varied between 48.2 to 91.6 (Source: https://sdbullion. com/, accessed June 6, 2022.). Yet the conversion rates
between the Galleon, Sickle and Knut remained fixed. y
It is possible that the Potterians use precious metals
as money because it is harder to counterfeit money that
is minted of precious metals than of other materials. However, it is possible to counterfeit the wizard’s money. It is also possible that the Potterians use commodity
money because they believe that pegging the value of
money to commodities might be an effective way of
controlling inflation (Woodford, 2003). However, it turns
out that when the supply chain is disrupted, the outcome
is inflation, as in an economy that uses fiduciary money. Another important shortcoming of the Potterian mon-
etary system is the lack of paper checks that could be
used to transfer funds without the need to carry cum-
bersome coins, making transactions far more efficient. Banks, interest and credit Muggles also
have limited opportunities to exchange muggle money
for wizards money because most muggles are not aware
of the wizards’ existence (Rowling, 1998, p. 42, Rowling,
1999b, p. 80, Rowling, 2000, p. 50). The books do not explain the reasons for the lack
of financial intermediaries. However, it seems that the
Potterians view financial service providers as immoral,
the same way as prisoners of war were suspicious of
those who offered financial services at the POW camp
according to the account of Radford (1945) (Notes: See
Rowling (1998, p. 41), Rowling (2000, pp. 81, 287, 471),
Carlton (1995), and Hillman (2010). Portraying bankers
in fictional works as evil has been common throughout
history. Examples include Shylock in Merchant of Venice,
Harpagon in Miser, Danglars in The Count of Monte Christo,
Mr. Merdle in Little Dorrit, Mr. Banks in Mary Poppins, the
hero in American Psycho, and Le Chiffre in Casino Royale.). The negative image of bankers is so strong that wizards
shy away from such jobs. Consequently, the banking jobs
are taken by Goblins, an inferior social group. (Note:
Gringotts apparently employs some humans. Fleur Dela-
cour (Rowling, 2003, p. 53) and Bill Weasley (Rowling,
2007, p. 196) are two such examples.). Gringotts, however, is not an ordinary bank, as it does
not offer lending and borrowing services. In fact, Pot-
terians do not have a financial institution that offers
such services. That is, unlike modern banks, the Potte-
rian bank does not operate based on fractional reserves. For example, we do not find a single case of someone
borrowing money from Gringotts, which suggests that
Gringotts is not offering loans. This is the interpreta-
tion of other Harry Potter scholars as well. For exam-
ple, consider Schooner’s (2010, p. 265) interpretation:
‘Most important, however, is the question of lending. If
Gringotts is a true bank, then it not only takes deposits,
but it also lends out a portion of those deposits to other
customers. The image of Harry and his vault full of
money suggests that all of Harry’s money remains in the
vault at all times. This would mean that Gringotts does
not operate on the basis of fractional reserves, i.e. it does
not lend out a percentage of the money deposited by its
customers.’ Wizards that want to borrow, must therefore
borrow from a friend or from illegal usurers (Rowling,
2005, p. 78, Rowling, 2000, p. Banks, interest and credit Potterians have only one bank, Gringotts, making it a
textbook version of a perfect monopoly. The bank serves
mostly wizards, although the bank’s owners and employ-
ees are Goblins (Rowling, 1998, p. 41)—greedy, gold loving,
selfish and unfriendly humanoids (Rowling, 2000, p. 81). Gringotts offers several services. First, it is in charge of
minting money and preventing its counterfeiting. There Potterians have only one bank, Gringotts, making it a
textbook version of a perfect monopoly. The bank serves
mostly wizards, although the bank’s owners and employ-
ees are Goblins (Rowling, 1998, p. 41)—greedy, gold loving,
selfish and unfriendly humanoids (Rowling, 2000, p. 81). Another shortcoming of the Potterian monetary sys-
tem is that, unlike monetary economy models, Potterian
money lacks some key features that would facilitate
trade. One advantage the old English system had over the Gringotts offers several services. First, it is in charge of
minting money and preventing its counterfeiting. There Levy and Snir 11 government also cannot issue debt and, therefore, it
often depends on donations from wealthy individuals for
funding public goods (Rowling, 2000, p. 66, 456). are, however, several ways to counterfeit money, and
even schoolchildren can do it (Rowling, 2003, p. 297). The amount of counterfeit money in circulation is low,
nevertheless. It appears that it is not because of a lack of willingness
that Gringotts does not lend money. Indeed, Gringotts’
employees
sometimes
offer
private
usury
services
(Rowling, 2000, p. 471). There is no shortage of demand
for loans either. On the contrary, the lack of borrowing
options is a significant constraint. For example, wizards
that make windfall gains spend them immediately, and
entrepreneurs without capital cannot open businesses,
suggesting that both consumers and businessmen face
credit constraints (Rowling, 1999b, p. 5). Second, wizards take advantage of the Gringotts’
money-storage and safekeeping services for storing their
gold and other valuables (Rowling, 1998, pp. 48–49). Third, the bank offers currency exchange services, which
include exchanging wizard money for precious stones,
pieces of art and for muggle money (Rowling, 1998, p. 47,
Rowling, 1999a, p. 37). The amount of money exchanged,
however, is limited. Wizards use muggle money only
when they run errands in the non-wizard parts of
England. This happens rarely, and when it does, they
face significant difficulties in using muggle banknotes
(Rowling, 1998, p. 43, Rowling, 2000, p. 50). Banks, interest and credit 471). doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 p
)
p
)
Thus, in the Potterian economy, economic incentives
are overridden by the power of socially stigmatizing
financial service providers. In Europe, such processes
led to the prosecution and stigmatization of minority
groups (Carlton, 1995; Hillman, 2013a). Some have noted
that in the movie adaptation of the Harry Potter books,
the goblin bankers are depicted with aquiline noses and
greedy-looking faces, similar to the cartoons that were
used to depict stereotypical bankers and financiers in
Europe in the late 19th century (Source: momentmaga
zine.wordpress.com/2011/07/14/debunking-the-harry-
potter-anti-semitism-myth/, accessed June 6, 2022.) A
reader has suggested that the goblins are merely a joke
on the theme of Gnomes of Zurich. That, however, does
not explain why they are depicted in the movies with
aquiline noses. On the other hand, it could be argued
that even if goblin characters were historically used to
depict financial service providers negatively, currently
they are a part of Western literary characters. (Note: A
eugenics view could also be suggested. See Peart & Levy
(2005) on eugenics in the post-classical 19th century
economics.). Similarly, in the Potterian economy, the
stigmatization of financial intermediation leads to a
tension between wizards and Goblins, with Goblins being
treated as inferiors even though they provide cheap,
efficient, and economically beneficial services. It also Indeed, we find numerous episodes where wizards bor-
row money from friends, private usurers, or some other
wealthy individuals, but not from Gringotts. For example,
to open their joke shop, the ‘Weasleys’ Wizard Wheezes,’
Fred and George Weasley borrow the necessary start-up
money from Harry Potter (Rowling, 2003, p. 79, Rowling,
2005, p. 78). As another example, Ludo Bagman, a senior
public official who is in debt after running a failing
private enterprise, borrows ‘loads of gold’ from Goblins
(Rowling, 2000, p. 471). Moreover, we find cases where wizards in need of
money resort to gambling with the hope of winning the
necessary funds. For example, the Weasley twins, before
discovering that they can borrow money from Harry,
consider gambling as a means of obtaining the funds
needed to open their shop (Rowling, 2000, p. 57, Rowling,
2005, p. 78). Because there are no financial markets, the Oxford Open Economics, 2022, Vol. 1, No. 1 12 inhibits most forms of interaction between wizards and
Goblins (Rowling, 2007, pp. 323, 342). Potterian economy, leads to wizards facing a cash (i.e. Clower) constraint. Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 However, beyond their effect on the price level, the
cumbersomeness of the Potterian money also affects the
pricing strategies and possibly even the extent of price
rigidity (Dutta et al., 2002). Many prices are set in round
numbers, such as 5 Knuts, 10 Sickles, 30 Galleons, etc. Examples include Goblin-made armor for 500 Galleons
(Rowling, 2005, p. 286), Acromantula venom for 100
Galleons/pint (Rowling, 2005, p. 316), Deflagration Deluxe
for 20 Galleons (Rowling, 2003, p. 472), Omnioculars for 10
Galleons (Rowling, 2000, p. 60), weekly pay of 10 Galleons
to house-elf (Rowling, 2000, p. 244), Metamorph-Medals
for changing appearance for 10 Galleons (Rowling, 2005,
p. 58), Basic Blaze box for 5 Galleons (Rowling, 2003,
p. 472), Glittery-Black Beetle Eyes for 5 Knuts/scoop
(Rowling, 1998, p. 52), etc. In cases where prices are not round, then they are still
denominated in units of a single type of coin, and thus
they can be paid using one type of coin. Examples of
such convenient prices include a new copy of Advanced
Potion-Making for 9 Galleons (Rowling, 2005, p. 144), a
ticket for a night bus to London for 11 Sickles (Rowling,
1999b, p. 22), hot chocolate on a night bus for 2 Sickles
(Rowling, 1999b, p. 22), membership in the Society for the
Promotion of Elfish Welfare for 2 Sickles (Rowling, 2000,
pp. 144–145), etc. Such price-setting rules, however, have
a disadvantage because they lead to a type of grid pricing,
which is inefficient. For example, a Galleon is composed
of 17×29 = 493 Knuts, but it seems that prices that are set
in Galleons only change by Galleons, and, consequently,
retailers cannot change them by smaller amounts in
response to small shocks. It is not surprising, therefore,
that once there are disturbances to supply, prices go ‘sky
high’ (Rowling, 2005, p. 65). Thus, the Potterians’ ‘ban’ on lending, leads to finan-
cial transactions being handled by goblins, which further
strengthens their stereotypical image as greedy. These
observations are striking given that the books are often
viewed and interpreted as opposing all types of stereo-
typical biases (Gierzynski and Seger, 2011; Vezzali et al.,
2015). In summary, the ban on lending leads to an outcome
that is opposite to the values that the books are believed
to promote. Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 Further, these credit constraints reduce wel-
fare, increase corruption because it limits the ability
of would-be-entrepreneurs to open new businesses and
thus increase the influence of wealthy wizards (Paldam,
2002; Fudenberg and Levine, 2006). In sum, in the Potterian economy, the role of financial
intermediation is completely orthogonal to its role in eco-
nomic models. Economists view financial intermediation
as a key mechanism for promoting investment through
efficient channeling of funds from savers to investors. The Potterians, whose bank enjoys monopoly power,
in contrast, view financial intermediation as means to
impoverish the borrowers and enrich the lenders. Thus, whereas retailers in real economies tend to set
many prices at psychological price points such as 9-
ending prices (Levy et al., 2011, Levy et al., 2020), which
studies find affect the quantity demanded (Snir and Levy,
2021; Chen et al., 2022), Potterian retailers stick to conve-
nient prices. The only product with a 9-ending price we
were able to find is a new copy of Advanced Potion-Making
from Flourish and Blotts, with a price tag of exactly
9 Galleons (Rowling, 2005, p. 144). Since the Potterian
currency system is not decimal, it could be argued that
the Potterian parallels of the Muggles’ 9-ending prices are
the prices that end with either 16 Sickles or 28 Knuts (i.e. ‘just below prices’), which would be equivalent to prices
like 11 pennies or 19 shillings that were documented
by Gabor and Granger (1966) in the UK under the pre-
decimal currency system. However, we find only one such
good, dragon liver, with a price of 16 Sickles per ounce doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 (
g
pp
)
Such negative attitudes still prevail. For example, in a
2005 Roper poll, ‘Only 9% . . . had full trust in financial ser-
vices institutions, down from 14% last year’ (Source: ‘New
Surveys Show that Big Business Has a P.R. Problem’, by C. Deutsch, New York Times, December 9, 2005, Late Edition-
Final, Sec. C, Column 2). The 2008 financial markets’
troubles have likely deepened the distrust between the
public and bankers even further. For example, in July
2015, Argentines’ President, Cristina Fernández de Kirch-
ner, according to Wall Street Journal, told Buenos Aires
schoolchildren, after learning that they were reading
Romeo and Juliet, that they should ‘ . . . read “The Merchant
of Venice” to understand the vulture funds’, alluding to
a decade-long financial battle to collect $1.5 billion from
Argentina on defaulted foreign bonds held by a US hedge
fund. In a follow up tweet, Kirchner added: ‘No, don’t
laugh. Usury and bloodsuckers have been immortalized
in the greatest literature for centuries.’ As the author
notes, ‘The persistence of anti-Semitism over time and
across cultures is one of mankind’s darkest puzzles. So
is the hatred of capitalism, property rights and freedom.’
(Source: ‘The Bigot Defense: The Oldest Prejudice Reap-
pears in Attacks on American Capitalists’, Wall Street
Journal, July 10, 2015. The cash constraint forces retailers to set low prices for
basic goods and services, as otherwise wizards would be
caught cashless (Rowling, 1998, p. 41). For example, Harry
Potter withdraws money only once every year, before
going to Hogwarts, and the sum he withdraws has to last
him through the entire school year (Rowling, 1999a, 50). PRICES In sum, the price rigidity in the Potterian economy
seems to be due to a combination of three factors. First,
thanks to the monopolistic structure of the market, the
Potterian retailers have relatively high profit margins,
which allows them not to change the prices in response
to small cost changes, and still remain profitable. Second,
the lack of growth of the Potterian economy makes large
changes in the cost and demand rare. Third, the prevalent
use of convenient prices suggests that retailers believe
that such prices increase the quantities sold. Retailers
therefore change prices only when the cost or demand
shock is large enough to merit a change to another
convenient price. Given the low price level, however, this
means a large price change (in percentage terms), which
is unlikely because the Potterian economy is not growing
(Snir and Levy, 2010). Moreover, the Potterian economy is not growing, im-
plying that there is no upward trend in the aggregate
demand (Snir and Levy, 2010). Nor do the Potterian retail-
ers experience major changes in their cost structure. These factors, along with the currency structure decrease
the need and the willingness of the Potterian retailers to
adjust prices. Simply, there are not sufficient changes in
the market conditions that would warrant such price ad-
justments, except when a war breaks out (see section 13). justments, except when a war breaks out (see section 13). In sum, the price rigidity in the Potterian economy
seems to be due to a combination of three factors. First,
thanks to the monopolistic structure of the market, the
Potterian retailers have relatively high profit margins,
which allows them not to change the prices in response
to small cost changes, and still remain profitable. Second,
the lack of growth of the Potterian economy makes large
changes in the cost and demand rare. Third, the prevalent
use of convenient prices suggests that retailers believe
that such prices increase the quantities sold. Retailers
therefore change prices only when the cost or demand
shock is large enough to merit a change to another
convenient price. Given the low price level, however, this
means a large price change (in percentage terms), which
is unlikely because the Potterian economy is not growing
(Snir and Levy, 2010). The abundance of convenient prices seems to affect
price rigidity (Snir et al., 2021). Prices in the Potterian
economy change only infrequently. PRICES The difficulties in carrying and transporting money,
together with the lack of credit market, have real effects
on the price level and on pricing strategies. Since bank
withdrawals and deposits are time-consuming, wizards
make infrequent cash withdrawals, as predicted by the
Baumol–Tobin inventory model of money holding. This,
in addition to the limited (or no) supply of credit in the 13 Levy and Snir menu cost (Levy et al., 1997 and 1998, Dutta et al., 1999,
Zbaracki et al., 2004, Fisher & Konieczny, 2006) because
most prices in the Potterian economy are not posted.). In
that case, round prices will be adjusted only if the round
endings can be preserved. Coca-Cola faced a similar con-
straint in 1950s. It was unable to adjust the price because
increasing it while allowing people to use a single coin
to buy it, meant doubling the price from 5c (a nickel) to
10c (a dime) (See Levy & Young (2004, 2021) and Young
& Levy (2014).). In modern markets, unlike the Potterian
markets, however, round prices are usually limited to
particular types of goods and settings (Snir et al., 2022). Thus, the Potterians’ currency structure and the resulting
pricing practices lead to prices that are set at a few
convenient price points, which hinder price changes. (Rowling, 1998, pp. 55–56). Thus, there are almost no ‘just
below’ prices, despite the widespread recognition that
they increase sales (Anderson and Simester 2003) and
despite the fact that they were common in the old English
monetary system (Gabor and Granger 1966). Thus, the
inefficiency of the monetary system leads to inefficien-
cies in sellers’ price setting practices. (Rowling, 1998, pp. 55–56). Thus, there are almost no ‘just
below’ prices, despite the widespread recognition that
they increase sales (Anderson and Simester 2003) and
despite the fact that they were common in the old English
monetary system (Gabor and Granger 1966). Thus, the
inefficiency of the monetary system leads to inefficien-
cies in sellers’ price setting practices. Thus, unlike modern marketing practitioners and
scholars, the Potterian retailers do not use psychological
price points. It might be that unlike Muggle retailers
(Anderson and Simester, 2003), Potterian sellers do not
believe that psychological price points affect consumer
demand. PRICES For example, the
price of Floo-powder remained the same for over
100 years, two Sickles a scoop (Source: pottermorehead. tumblr.com/post/102175802190/floo-powder,
accessed
June 6, 2022.). For comparison, the longest spell of price
rigidity that economists have documented belongs to
the 6.5 ounces Coca-Cola, whose price remained 5 cents
between 1886 and 1960, over 74 years (Levy and Young,
2004). Thus, price rigidity in the Potterian economy is at
least as prevalent as in the US, in line with the findings
reported in some recent New Keynesian studies. One reason for the price rigidity might be that retail-
ers that set prices to maximize transaction convenience
are reluctant to change them, as changing the price
might, like in modern markets, make a transaction less
convenient because of the increase in the number of
coins used in the transaction, or because round prices
are cognitively more accessible (Dehaene, 1997; Knotek
2008 and 2011; Snir et al., 2022, Fisher & Konieczny,
2006) (Note: This price rigidity cannot be explained by PRICES It might also be that the computational efforts
needed in the triple coinage system are cognitively
demanding and, consequently, the retailers use prices
that reduce the cognitive load (Dehaene, 1997; Knotek II,
2008, 2011; Snir et al., 2022). This seems likely because
it is clear that many wizards find it difficult to calculate
the value of goods denominated in foreign currency units
(Rowling, 1998, p. 43, Rowling, 2000, p. 50), similar to the
difficulties reported in the EU during the transition to
the Euro (Ehrmann, 2011). Thus, it is possible that wizards
also find that converting prices between Galleons, Sickles
and Knuts is a cognitively difficult task especially given
that the exchange rates are prime numbers. Another aspect of the behavior of prices that we
should note is that there is very little price dispersion,
even across highly heterogeneous goods, suggesting
that the prices in the Potterian economy are not set
in perfectly competitive markets. For example, the
Omnioculars (Rowling, 2000, p. 60), Metamorph-Medals
for changing one’s appearance, one week’s work of
a house-elf (Rowling, 2005, p. 58), Slytherin’s Locket
(Rowling, 2005, p. 171) and Unicorn hair (Rowling, 2005, p. 320) all cost 10 Galleons. This type of pricing resembles
somewhat the pricing of modern dollar stores, where
highly heterogeneous products are all sold for $1. It could be that the complicated exchange rate
between the Knut, Sickle and Galleon may have confused
even the author and/or her book’s editor. In the first
edition of Rowling (1998), the price of one ounce of dragon
liver is 17 sickles, that is, one galleon. But that would be
like saying that an item costs 100c, instead of $1. After the
mistake was noticed, the price in the later editions was
changed to 16 sickles (Source: http://harrypotter.wikia. com/wiki/Dragon_liver, accessed June 6, 2022, and www. hp-lexicon.org/edits-changes-text-ps/, accessed June 6,
2022.). Moreover, the Potterian economy is not growing, im-
plying that there is no upward trend in the aggregate
demand (Snir and Levy, 2010). Nor do the Potterian retail-
ers experience major changes in their cost structure. These factors, along with the currency structure decrease
the need and the willingness of the Potterian retailers to
adjust prices. Simply, there are not sufficient changes in
the market conditions that would warrant such price ad-
justments, except when a war breaks out (see section 13). FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON The Potterian monetary system has another important
flaw: there is an unreasonably large gap between the Oxford Open Economics, 2022, Vol. 1, No. 1 14 reasonable. As another example, Arthur Weasley, the
Head the Office for the Detection and Confiscation of
Counterfeit Defensive Spells and Protective Objects, is
fined 50 Galleons for bewitching a Muggle car (Rowling,
1999a, p. 142), which is equivalent to about $375.00. This is comparable to the monetary fines assessed for
various types of traffic violations in the real Muggle
world, such as in California (Source: catrafficticket.com/
ca-traffic-ticket-fines/, accessed on June 6, 2022.). Other
examples include the cost of traveling on a night bus
to London, 11 Sickles or about $4.95 (Rowling, 1999b, p. 22), birthday present of 10 Galleons, which is equivalent
to about $73 (Rowling, 1999b, p. 36), etc. All these
prices seem reasonable (Note: Using the above exchange
rate, $7.5/Galleon, CNN has even published the Wizard
Calculator, offering conversion services to/from the US
dollars to/from the Potterian currency units. Source:
money.cnn.com/2001/10/23/saving/wizard_calc/index. htm, accessed on June 6, 2022.). commodity value of a gold Galleon and its exchange
value. We draw this conclusion based on the Galleon–
Dollar exchange rate on the one hand, and the estimated
weight of the Gold Galleon, on the other. Consider first the Galleon–Dollar exchange rate (i.e. the exchange rate between the muggles’ money and the
wizards’ money), which is not mentioned explicitly in the
original 7-volume Harry Potter books, but we know from
the books that the Gringotts handles such exchanges
(Rowling, 1999a, p. 50). Based on information from three
sources, we estimate that the Galleon–Dollar exchange
rate is about $7.30/Galleon. Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 $
First, J.K. Rowling authored two additional, although
less known, Harry Potter books as a charity for the UK
Comic Relief: (a) Fantastic Beasts & Where to Find Them, and
(b) Quidditch through the Ages. Fantastic Beasts & Where to
Find Them is included in the list of the things the first-year
students are required to have at the Hogwarts School of
Witchcraft and Wizardry (Rowling, 1998, p. 43). Quidditch
through the Ages is mentioned in Rowling (1998, p. FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON 93),
where we are told that Hermione Granger borrows the
book from the Hogwarts library, and then later we are
told that she lends the book to Harry to help him better
prepare for Quidditch practice (Rowling, 1998, p. 117). The
foreword to both books is ‘written’ by Albus Dumbledore
himself. In the foreword to Fantastic Beasts & Where to
Find Them, Dumbledore writes that ‘Comic Relief U.K. has
raised over 250 million dollars since 1985 (that’s also
174 million pounds, or thirty-four million, eight hundred
and seventy-two Galleons, fourteen Sickles and seven
Knuts)’ (Rowling, 2001a, pp. vii–viii). In the foreword to
Quidditch through the Ages, Dumbledore writes that ‘Comic
Relief U.K. uses laughter to fight poverty, injustice, and
disaster. Widespread amusement is converted into large
quantities of money (over 250 million dollars since they
started in 1985—which is the equivalent of over 174
million pounds or thirty-four million Galleons)’ (Rowling,
2001b, p. vii). These figures imply that one Galleon is
equivalent to £4.95 or $7.30, and one Sickle is equivalent
to £0.30 or $0.45. Third, in an interview on March 12, 2001, when
asked by Rebecca Boswell, ‘What is the approximate
value of a galleon?’ J.K. Rowling’s reply was ‘About
five pounds, though the exchange rate varies!’ (Source:
https://www.hp-lexicon.org/2007/02/04/wizard-money/,
accessed June 6, 2022.) We conclude therefore that the
Galleon–Dollar exchange rate is about $7.30/Galleon. Next, consider the commodity value of a gold Galleon. To assess it, we need to know the weight of the gold it
contains. Galleon’s weight, however, is not mentioned in
the Harry Potter books, although we know that it is not
trivial. For example, in Rowling (2000, p. 61), Harry Potter
finds that his money bag is ‘considerably lighter’ after
paying 20–30 Galleons for some goods he bought. To estimate the Galleon’s weight, we take the aver-
age weight of three gold coins that were issued in the
Kingdom of England. These are (1) the Noble, weighing
7.74 gr, which was issued during King Edward III, (2) the
Ryal, weighing 7.58 gr, which was issued during King
Edward IV and (3) the Angel, weighing 5.20 gr, which
was issued during King Henry VII (Deutsche Bundes-
bank, 1983). These figures yield an average weight of
6.84 gr. Alternatively, we could consider the gold Guinea,
which was used in England until 1814, and weighed up to
8.50 gr. (Source: https://www.royalmint.com/our-coins/
ranges/guinea/, accessed June 6, 2022.). FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON We thus estimate
the weight of a gold Galleon to be in the range of 6.84–8.50
gr., which we consider an upper bound of the Galleon’s
true weight. Second, we compare the prices of the products
consumed by wizards to the prices of similar products
consumed by ordinary muggles in the same period,
using the above exchange rate, i.e. one Galleon equals
£4.95 or $7.30. For example, Hermione, Ron and Harry
pay six Sickles for three butter beers (Rowling, 2003, p. 251), i.e. two Sickles per butter beer. We can reasonably
assume that butter beer is not a real beer with significant
alcoholic content, because otherwise, it would imply
that Harry Potter and his friends, all of them underage
wizards, are consuming alcoholic beverages, which is
unlikely. In other words, we assume that butter beer
is more like Muggles’ root beer or cream soda. In that
case, the price of a single bottle of butter beer, two
Sickles, which is equivalent to about £0.60 or $0.90,
seems reasonable for a price paid by school kids for a
soft drink. Hot chocolate on a night bus also costs two
Sickles (Rowling, 1999b, p. 22), i.e. £0.60 or $0.90, also The actual price of 1 gr. gold in the years the Harry
Potter story takes place, 1991–1998, varied between
$10.14–$13.80 (Source: www.kitco.com/charts/historical
gold.html, accessed June 6, 2022.), which implies that
the commodity value of a gold Galleon is in the range
of $69.36–$117.30. Thus, the commodity value of a
gold Galleon is between 9 and 16 times the Galleon–
Dollar exchange rate. As a lower bound of the Galleon’s
weight, we consider the estimate of Generalov (2006),
who assess the weight of a gold Galleon and reaches a 15 Levy and Snir ones. Also, it seems that wizards can fake Galleons
relatively easily—Hermione does that when she was
16, in Rowling (2003) (Note: One of the readers of this
paper, when he was young, was bewildered why wizards
and witches did not fake 10 Euro bills from the muggle
world with the appropriate charm so that they could at
least live well in the muggle world.). Bank officials can
probably identify counterfeit coins. Most wizards, how-
ever, cannot. Therefore, the only way to prevent wizards
from counterfeiting Galleons on a large scale is if its cost
is prohibitively high—i.e. FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON Indeed, if gold in the Potterian economy is so cheap
for the bank officials that they value it at $7.30 while
muggles’ valuation is as much as $69.36–$117.30, wizards
could melt the gold and sell it to muggles in return for
other things they value, such as other precious metals,
gems, etc. They could buy, for example, silver and copper,
because the commodity values of silver and copper in
the Potterian economy, as can be deduced from the value
of the Sickle and the Knut, are closer to the values of
silver and copper in the muggle economy, in comparison
to the value of gold. If they were to do so, the price differ-
ences between the two economies should have become
smaller, or disappeared altogether, following the law of
one price. Third, it could be that gold Galleons are not made of
pure, 100% gold. Indeed, gold is a soft substance and
therefore 24 k gold is rarely used for making coins or
jewelry. Historically, actual gold coins in circulation in
the UK were made from 22 k (91.6%, known as ‘Crown
Gold’) or 23 k (95.83%) gold. For example, the gold Pound
Sterling coin that was issued in 1489 under King Henry
VII was made of 23 k gold. In 1526, under King Henry
VIII, and in 1549, under King Edward VI, lower grade
gold, 22 k, was used to make the coins. The Crown gold
became the standard for making English gold coins from
1526 onward. In the US, 21.6 k (90% gold) became the
standard for making American coins for circulation from
1837 onward. p
Some possible arguments could be made to confront
the arbitrage opportunity puzzle (See: Generalov (2006),
gilletts.com.au/jewellery-metal-information-i-39.html,
www.goldpriceoz.com/gold-karat.html,
taxfreegold.co. uk/goldcoinsbriefhistory.html,
en.wikipedia.org/wiki/
Gold_coin,
and
https://harrypotter.fandom.com/wiki/
Wizarding_currency, all accessed June 6, 2022.). First,
it could be that gold Galleons are not made of real gold
but rather they are only gold colored, although there is
nothing in the books that indicates this. Also, if wizards
were to use coins that do not contain precious metals,
then they could just as well use paper money, whose
commodity value would be zero, or close to zero, like
colored coins, but more convenient. Further, there are
fake Galleons, made of Leprechaun gold, which look like
the real gold Galleons, but they vanish within hours
(Rowling, 2000, p. 350). FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON if the coins are made of gold,
because the only magical way to produce gold is by using
the extremely rare philosopher’s stone. This is essential
for the stability of the Potterian currency as otherwise
the Potterian economy would be flooded with fake gold
coins, which would quickly make the Potterian money
worthless. conclusion that a Galleon weighs about 2 gr. This is a
more conservative estimate, yielding a commodity value
of gold Galleon in the range of $20.28−$27.60, which is
3−4 times the Galleon–Dollar exchange rate. Because
we know that wizards value gold, using gold for making
coins with such a low purchasing value relative to its
commodity value seems to be a misallocation: instead
of using gold as a commodity, it is used as a medium of
exchange. In this setting, gold is not directed to its most
beneficial use, which is inefficient (Friedman, 2002). Furthermore,the ridiculously low exchange rate points
at an arbitrage opportunity. Wizards could melt the gold,
sell it to muggles as a commodity and then exchange
the muggle money for Galleons at Gringotts. However,
wizards do not seem to take advantage of this arbitrage
opportunity, although it promises immense profits and
no risk. Not even the bankers, including the greediest
ones, seem to notice it. Nor do rich businessmen who
have interest in undermining the Potterians’ political
stability. Clearly, in any commodity money model, at least
some of those who stand to make a profit would have
exploited such profitable arbitrage opportunities lead-
ing to their eventual disappearance. Thus, the foreign
exchange valuation of the gold Galleon is a textbook
example of an inefficient market outcome. Second, it could be that Galleons are made of real gold,
but there are some limitations on the wizards’ ability to
take advantage of it for arbitrage purposes. For exam-
ple, there may be some spell, prohibition or some other
kind of restriction that prevents the wizards, even the
greediest ones, from engaging in arbitrage. We, however,
do not find any explicit mention of such restrictions in
the books. Even if wizards are prohibited from melting
the gold and selling it to muggles, the goblins that mint
the coins are not. The goblins, however, also do not take
advantage of this opportunity, although they trade with
muggles regularly. FOREIGN EXCHANGE RATE AND THE
COMMODITY VALUE OF THE GALLEON The mere existence of ‘fake’
Galleons, however, suggests that the ‘real’ Galleons are
‘real,’ i.e. they are made of real gold, unlike the ‘fake’ However, even if the Galleon is made of 21 k–23 k gold
like the Muggle gold coins, the puzzle remains because
the price difference between 21 k gold and 24 k gold is not
that significant and thus the Galleon’s commodity value
as gold is still high. POTTERIAN PUBLIC SECTOR: THE
GOVERNMENT The Potterian government is large, corrupt and ineffi-
cient. The government controls and regulates the pro-
duction of every major good and service produced in the
economy, including health, law, education, etc. Thus, to
a large extent, the Potterian economy is planned. The
government determines which products will be produced Oxford Open Economics, 2022, Vol. 1, No. 1 16 of his sons, Percy and Ron, are all employed by the Min-
istry of Magic. Arthur Weasley works as the head of the
Office for the Detection and Confiscation of Counterfeit
Defensive Spells and Protective Objects (Rowling, 2005,
p. 56), after promotion from his former position as the
Head of the Office for the Misuse of Muggle Artifacts. Percy Weasley worked in the Department of Interna-
tional Magical Cooperation under Barty Crouch, Sr., until
he became a Junior Assistant to the Minister of Magic
(Rowling, 2000, p. 268, Rowling, 2003, p. 229). In Rowling
(2003), Ron Weasley is about to become an Auror in the
Ministry of Magic (Rowling, 2003, p. 170, Rowling, 2000,
p. 392). or imported and which will not. The government policies
also ensure economic stability, as in the Marxian model,
in the sense that Potterians do not experience busi-
ness cycle fluctuations and, consequently, all workers are
employed at all times. Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 Yet there is a private bank, and there is some private
enterprise. The regulations, however, restrict competition
in the private sector (Shughart II and Thomas, 2015). Firms in the private sector, therefore, do not have to
fire workers or reorganize. Thus, Potterians have both
stable prices and stable output in an economy that is not
growing. The public, however, knows very little about their
government’s decision-making process because of its
lack of transparency, which makes it easier for corrupt
public officials and interest groups to engage in rent-
seeking activities (Tullock, 1967, 1989). Junior public officials engage in rent-seeking (Hillman,
2013b) by putting effort into pleasing their superiors
rather than doing their jobs, thereby increasing their
prospects for promotion and for gaining higher status
(Kahana and Liu, 2010). This, however, further deepens
the inefficiency and corruption (Rowling, 2000, pp. 56,
58–59, 273). The tenure system makes it impossible to
fire even the most inefficient workers, leading to hidden
unemployment. In addition, undeserving promotions
create underemployment. POTTERIAN PUBLIC SECTOR: THE
GOVERNMENT As a result, many offices
are
overstaffed
with
low
productivity
workers. For
example, Bertha Jorkins’ disappearance from her office
is unnoticed for several weeks (Rowling, 2000, p. 40). These
inefficiencies
persist
because
the
budget
of
each department depends primarily on the influence
its head has in the Ministry or with the media. The
resulting contest for contacts with powerful politicians
and influence on their policy decisions over budgetary
allocations leads to wasteful social welfare loss (Katz
and Rosenberg, 1989). The lack of transparency is partly because in the Pot-
terian economy there is a monopoly on information. The
only important information source is a daily newspaper,
the Daily Prophet, and its editors are on good terms with
senior public officials and wealthy individuals. The latter
often fund public goods and thus have a significant influ-
ence on the officials and their policy (Rowling, 2003, p. 116). The newspaper’s reporters, therefore, publish infor-
mation that favors the officials, who reciprocate by mak-
ing decisions favoring the reporters and wealthy wizards
(Rowling, 2003, p. 423, Strömberg, 2004, Gentzkow and
Shapiro, 2006). Power concentration and lack of transparency help
senior officials in seeking rent and in obtaining other ben-
efits such as bribes (Rowling, 2007, pp. 144, 172). Wealthy
wizards that fund their office expenditures are recip-
rocated by getting access to the officials, and swaying
their decisions (Rowling, 1999a, pp. 33–34, Rowling, 2003,
p. 116). Although not identical, this process resembles
political benefits gained through campaign donations
(Ursprung, 1990). However, junior public employees seem to be doing
their best at carrying out their jobs, which contradicts
the internal, bureaucratic rent-seeking noted above. Even
extremely inefficient workers like Bertha Jorkins seem to
be doing their best, and it is only their lack of talent that
makes them inefficient, not their lack of effort (Rowling,
2000, p. 40). Thus, as in the Marxian model, the work-
ers contribute according to their ability, and it is their
work efforts, more than the pecuniary compensation
that gives them satisfaction. Consider the following exchange that reads like a text-
book case of rent-seeking, as surveyed for example, in
Hillman (2013b): ‘What are you doing here, anyway?’
Harry asked Lucius Malfoy. ‘I don’t think private mat-
ters between myself and the Minister [of Magic, a posi-
tion that parallels the position of Prime Minister in the
muggle-world] are any concern of yours, Potter,’ said
Malfoy . . . POTTERIAN PUBLIC SECTOR: THE
GOVERNMENT Thus, consistent with public choice theory, when pub-
lic officials amass power over the entire economy and
transparency is low, they use their power to advance their
private goals and procure more power. The officials that
comprise the upper layers of the public sector share sim-
ilar values because only those with similar backgrounds
are promoted. The Potterians’ legal institutions are rather limited
in both breadth and scope. There are no lawyers, no
independent court system or other muggle-type judicial
entities. The Ministry of Magic seems to have all the
regulatory, legislative and judicial powers, implying that
the Potterians are not familiar with the notion of separa-
tion of powers. For example, the Ministry of Magic is not
subject to any practical limits on its powers since there
are no laws or regulations that impose any restrictions
on what it can or cannot do. The Ministry operates the
court, and the Minister of Magic himself serves as one of
the ‘inquisitors,’ the Potterian equivalent of a prosecutor,
as well as one of the judges. Furthermore, it seems that one of the incentives
to climb the ranks of the civil service is ego rents
provided by status and power (Olson, 1965). The school
headmaster, Dumbledore, for example, does not want to
become a minister of magic because he is not as power
hungry as those who apply for the job (Rowling, 2003, p. 89). The urge to satisfy his ego rent ambition for power
even drives the Minister of Magic Pius Thicknesse to fight
on the side of He-Who-Must-Not-Be-Named, the evil
Voldemort (Rowling, 2007, p. 636). Hayek (2006) predicts
that in a society in which power is concentrated in the
hands of a few, the ones to get to the top are those that
are the most power and status hungry, not the most
competent or the most benevolent. Many characters
that hold high positions in the Potterian economy fit this
characterization. Even the laws that are in place cannot be trusted
because according to the Minister of Magic, there is
no prohibition on their retroactive revision. On the
contrary, the Ministry changes and manipulates the laws
at will depending on its interests and circumstances. For example, the Ministry decides to change the time of
Harry’s court hearing but informs him of this change at
the last minute, causing Harry to be late for the hearing
(Rowling, 2003, p. 103). POTTERIAN PUBLIC SECTOR: THE
GOVERNMENT Harry distinctly heard the gentle clinking of
what sounded like a full pocket of gold. ‘ . . . shall we
go up to your office, then, Minister?’ ‘Certainly,’ said
Fudge . . . ‘This way, Lucius’ . . . ‘What private business
have they got together, anyway?’ ‘Gold, I expect,’ said
Mr. [Arthur] Weasley angrily. ‘Malfoy’s been giving gen-
erously to all sorts of things for years . . . gets him in with
the right people . . . then he can ask favors . . . delay laws
he doesn’t want passed . . . oh, he’s very well-connected,
Lucius Malfoy’ (Rowling, 2003, pp. 115–116). However, unlike the workers, those high in the social
hierarchy behave as predicted by public choice theory. Senior public officials use their powers and the lack
of transparency to advance their own goals, by taking
advantage of the rent-seeking opportunities the Potterian
government offers, from promoting their associates to
releasing their relatives from jail. They also reciprocate
by benefiting wealthy landowners, granting special ben-
efits to those who donate to causes of their interest. Senior officials also do not hesitate to use fear and
violence, if needed, to achieve their goals or hide their
mistakes (Levin and Satarov, 2015). When Harry and his
colleagues express doubts about the threat of war, the
press is used to intimidate and silence them, and some
of those that raise doubts like the headmaster of the Nepotism is common and family members and asso-
ciates of senior officials receive perks and benefits not
offered to others. For example, Arthur Weasley and two Levy and Snir 17 trumped-up charges); conducted criminal trials with-
out defense counsel; used truth serum to force confes-
sions; maintained constant surveillance over all citizens;
offered no elections and no democratic law-making pro-
cess, and controlled the press? You might assume that
the above list is the work of some despotic central African
nation, but it is actually the product of the Ministry of
Magic’ (Barton, 2006, pp. 1523–1524). school lose their jobs. Others, including Harry Potter, are
threatened (Rowling, 2005, pp. 341–348). At least on one
occasion, a senior public official orders a ‘neutralization’
of a man to silence him (Rowling, 2000, pp. 453–454). POTTERIAN PUBLIC SECTOR: THE
GOVERNMENT Moreover, the presiding judge (the
‘Chief Inquisitor’) in the hearing, the Minister of Magic
himself, states during the court proceedings that ‘laws
can be changed.’ For example, During Harry’s trial for
using underage magic,which the Ministry’s laws prohibit,
Dumbledore (who attends the court hearing as a witness)
debates the Minister of Magic Cornelius Fudge about
the applicability of the relevant laws (Rowling, 2003, p. 112): ‘The Ministry does not have the power to expel
Hogwarts students, Cornelius, as I reminded you on the
night of the second of August,’ said Dumbledore. ‘Nor
does it have the right to confiscate wands until charges
have been successfully proven . . . In your admirable
haste to ensure that the law is upheld, you appear,
inadvertently I am sure, to have overlooked a few laws
yourself.’ ‘Laws can be changed,’ said Fudge savagely. ‘Of
course, they can,’ said Dumbledore, inclining his head. ‘And you certainly seem to be making many changes,
Cornelius. Why, in the few short weeks since I was asked
to leave the Wizengamot [the court of the Ministry of
Magic], it has already become the practice to hold a full
criminal trial to deal with a simple matter of underage
magic!’ Despite these inefficiencies, the government has con-
siderable public support. Some of this support might be
due to the public being unaware of the inefficiencies, due
to the low transparency. It might also be because of the
government’s size (Alesina & Fuchs-Schuendeln, 2007). The public sector is the largest employer, and wizards
depend on it for both work and services. Furthermore, the
size of the government allows for full employment, with
even the most unproductive workers finding a job in the
public sector. Indeed, it seems that for most wizards, a job
in the public sector is the default, and many of them do
not even consider a job in the private sector. Therefore,
further rent-seeking may be taking place through the
benefits of a majority from the government (Paldam,
2015). Thus, the support for the government seems to be
partly because the public is unaware of much of the
inefficiencies, and partly because those that are aware
ignore them and look the other way, to protect their
private benefits such as job security. LAW AND ORDER Consider the following: ‘What would you think of a gov-
ernment that engaged in this list of tyrannical activities:
tortured children for lying; designed its prison specifi-
cally to suck all life and hope out of the inmates; placed
citizens in that prison without a hearing; ordered the
death penalty without a trial; allowed the powerful, rich
or famous to control policy; selectively prosecuted crimes
(the powerful go unpunished and the unpopular face There are not even rules that govern the process of
elections. There is no evidence of elections taking place
for any key public office position. For example, we are
told that Rufus Scrimgeour is appointed (not elected) as
a Minister of Magic, but we do not know by who (Rowl-
ing, 2005, p. 27). Ministry officials often take advantage Oxford Open Economics, 2022, Vol. 1, No. 1 18 of their powers by drafting laws and regulations that
promote their and/or their friends’ interests. Further, the
implementation and enforcement of the laws are often
done selectively. For example, Harry has committed in
the past a worse crime, blowing up Ms. Marjorie Dursley,
but no charges were filed against him because, in that
period, Harry was still the darling of the Minister of Magic
(Rowling, 1999b, p. 28). There are even cases where wiz-
ards are accused and sentenced without any trial or court
hearing. Since there is no constitution, the authoritarian
Ministry can arbitrarily manipulate the existing laws and
regulations to fit its needs. For example, at a certain point,
the Ministry decides that all halfblood and mudblood
wizards must be questioned to make sure that they did
not ‘steal’ magic powers (Rowling, 2007, p. 136) (Note:
Wizards with one muggle-parent are called ‘halfblood’
(Rowling, 2003, p. 584). Wizards with two muggle parents
are called ‘mudbloods’ (Rowling, 1999a, p.96).). The wiz-
ards that fail the test are imprisoned. existence secret by adding their name to a list of the
attendees: ‘So if you sign, you’re agreeing not to tell
Umbridge or anybody else what we’re up to.’ ‘There was
an odd feeling in the group now. It was as though they
had just signed some kind of contract’ (Rowling, 2003,
p. 259). LAW AND ORDER The third time the term ‘contract’ is mentioned when
we are told that the house-elf Hokey’s contract prohibits
her from saying what she thinks about her mistress
Hepzibah Smith’s looks (Rowling, 2005, 285–286): ‘“How
do I look?” Said Hepzibah, turning her head to admire the
various angles of her face in the mirror. ‘Lovely, madam,’
squeaked Hokey. Harry could only assume that it was
down in Hokey’s contract that she must lie through her
teeth when asked this question because Hepzibah Smith
looked a long way from lovely in his opinion’. As Gava
& Paterson (2010) note, however, this does not consti-
tute a contract in a legal sense because it is not signed
voluntarily: house elves are enslaved by their masters
and thus they must follow their orders. In addition, there
is a mention of an ‘unbreakable vow’ that Snape made
with Draco Malfoy’s mom that he would protect Draco
(Rowling, 2005, p. 214). The vow, however, more resembles
a promise than a contract. p
Day-to-day policing is done by the wizards and witches
that work at the Ministry. Some of them are aurors—
wizards whose job is to locate and apprehend ‘dark
wizards’—wizards that practice various types of ‘dark
arts’ and are known for their dislike of muggles. There
are also divisions in the Ministry that handle specific
types of offenses and crimes. Examples include the
Office of the Improper Use of Magic, the Office of the
Regulation and Control of Magical Creatures, the Office of
the Magical Law Enforcement, etc. Some of the offenses
they deal with include buying and selling stolen caldrons
(Rowling, 2003, pp. 18, 80), car theft (Rowling, 2003, p. 377),
sale of fake amulets that supposedly protect against
werewolves (Rowling, 2005, p. 73) and various kinds of
fake protections that supposedly guard against You-
Know-Who and Death Eaters (Rowling, 2005, p. 56), etc. Thus, like muggles, the Potterians seem to have their
share of thieves, crooks and other common criminals. ‘Private property’ is mentioned in the story only once,
when Mr. Gaunt tells a ministry official that he cannot
just show up unannounced on his private property (Rowl-
ing, 2005, p. 132, Demsetz, 1967). But there is indirect
evidence that Potterian wizards respect private property,
at least in the context of inheritance, which seems to
be rather common in their economy. LAW AND ORDER For example, Harry
inherits a large amount of money from his parents (Rowl-
ing, 1998, p. 48, Rowling, 1999a, p. 30). He also inherits
Sirius Black’s house along with everything in the house,
including the house-elf Kreacher (Rowling, 2005, pp. 33–
34). There are numerous other cases of inheritance trans-
fer from generation to generation. The government, however, does not seem to be com-
mitted to respecting the Potterians’ inheritance wills. The Decree for Justifiable Confiscation gives the Ministry the
power to confiscate ‘within 31 days’ anything that is
inherited. This particular law was created to prevent wiz-
ards from passing on Dark Artifacts, and it can be applied
only if there is ‘powerful evidence that the deceased’s
possessions are illegal’ (Rowling, 2007, p. 80). However,
the Ministry of Magic applies to the law its own inter-
pretation, by arbitrarily and selectively using it to con-
fiscate valuable artifacts. For example, the Minister of
Magic Rufus Scrimgeour relies on this law to harass and
interrogate Harry and his friends when he informs them
about the inheritance Dumbledore has left for them
(Rowling, 2007, pp. 80–85). Moreover, the Minister refuses
to hand the sword of Godric Gryffindor to Harry, against
the will that Dumbledore has left, arguing that ‘the sword
of Godric Gryffindor is an important historical artifact’
(Rowling, 2007, p. 85). As another example, the High
Inquisitor and Head Mistress of Hogwarts, Ms. Dolores
Umbridge uses her absolute powers and authority to Further, in the Potterian legal system, we see very little
of what might resemble private laws such as tort laws
or contract laws. For example, although the Hogwarts
students are often injured (e.g. during the Quidditch
games), there is no mention of any kind of lawsuit in this
context. The word ‘contract’ is mentioned only three times in
the 7-volume set. The first time it is mentioned when
Dumbledore explains the Triwizard Tournament rules
and warns the students: ‘Once a champion has been
selected by the Goblet of Fire, he or she is obliged to
see the tournament through to the end. The placing of
your name in the goblet constitutes a binding, magical
contract’ (Rowling, 2000, pp. 166, 179). However, we are
not told how this contract is enforced. LAW AND ORDER 75–76, 82). In another instance, a public official, Percy Weasley, is
asked to formulate and pass a law that will prohibit the
importation of caldrons (Rowling, 2000, pp. 36–37), and
thus protect the interests of a local producer. The public
ends up paying higher prices because of these import
restrictions. Clearly, Potterians’ legal system is far from a rule of
law, as characterized by Hayek (2006). Rather, it seems
closer to a rule of government in Nietzschean spirit (Niet-
zsche 1997, Hillman, 2009). Since there are no lawyers, no
independent judiciary and no court system, rule of law is
doubtful. Moreover, given the low ethical and moral stan-
dards of many of the Ministry’s officials, the Potterians’
fate, freedom and welfare seem to depend entirely on the
goodwill of the government’s officials. The Potterian wiz-
ards are not equal before the law. The Ministry of Magic
has no regard for the rule of law, has no ethical restraints,
uses its monopoly power selectively by applying its own
interpretation to the laws and by denying the rights of the
wizards that it dislikes. Since the government does not
treat or view them equally, the wizards cannot trust their
government or its intentions. They are terrified by the
government’s powerful bureaucrats and officials, and by
the ease at which they selectively interpret, manipulate
or even retroactively change the laws and regulations to
harass citizens they dislike, while protecting and helping
their, usually wealthy and well-connected, friends. Second, the lack of financial markets further reduces
business turnover. Most wizards do not have the capital
needed to open a business and are therefore forced to
solicit the help of wealthy wizards. That is how Borgin
and Burkes opened a shop in the 19th century, and that
is how the Weasley twins managed to open a shop about
100 years afterward. There is no mention in the books
of any other shop opening in Diagon Alley during that
period. A
third
factor
contributing
to
the
low business
turnover is the monopoly on information. The Daily
Prophet has a monopoly, and its reporting is system-
atically biased in favor of wealthy wizards (Rowling,
2000, p. 213, Rowling, 2003, pp. 72, 423) (There is another
publication, The Quibbler (Rowling, 2003, p. LAW AND ORDER 144), which
is as reliable as the modern-day tabloids that publish
articles such as ‘I Was Kidnapped by Aliens!’ ‘I Saw
Bigfoot in My Back Yard!’ etc.). Also, it selectively prevents
information about new products from reaching the
public. When the Weasley twins open their shop, the
paper does not publish their advertisements, nor share
with the public information about the shop, despite the
shop’s success. (For example, it seems that the wizards
that read the Daily Prophet, including Harry Potter—a
devoted reader of the newspaper, know nothing about
the twins’ joke shop (Rowling, 2000, p. 36). LAW AND ORDER The second time contract is mentioned is when
Hermione Granger organizes a study group of students
that take lessons (without the school’s permission)
from Harry on how to defend against Voldemort’s
Death Eaters. At the meeting where they decide on the
formation of the group, they agree to keep the group’s 19 Levy and Snir arbitrarily confiscate Harry Potter’s and Ron Weasley’s
broomsticks without any hearing or other due process
(Rowling, 2003, p. 311). Most businesses operating at these shopping centers
have been around for a long period. The low business
turnover is the result of several factors. First, the
Potterian government’s regulations give few existing
well-connected businesses monopoly power. By applying
these regulations selectively, public officials block com-
petition. Consequently, new businesses open rarely. For
example, at one point an entrepreneur, Ali Bashir, wants
to import flying carpets that would substitute for flying
brooms. The proposal is supported by a senior official, Mr. Barty Crouch, who has a personal interest in the importa-
tion of carpets. However, his initiative is blocked because
the Ministry defines carpets as Muggle Artifacts, i.e. as
objects that are ‘too similar to objects used by muggles’
(Rowling, 2000, p. 59). Although the argument is weak,
the regulations cannot be changed due to technicalities. The same official, however, does not prohibit his sons
from selling muggle products (Rowling, 2005, p.118). The Potterian government also interferes at will in the
operation of private businesses. Goblins, for example,
complain at one point that the Ministry interferes with
Gringotts’ affairs, making it unsafe for its employees
(Rowling, 2007, p. 296). According to Hayek (2006), rule of law ‘ . . . means that
government in all its actions is bound by rules fixed and
announced beforehand—rules which make it possible to
foresee with fair certainty how the authority will use its
coercive powers in given circumstances . . . the essential
point, that the discretion left to the executive organs
wielding coercive power should be reduced as much
as possible, is clear enough . . . under the Rule of Law,
the government is prevented from stultifying individual
efforts by ad hoc action . . . It is the Rule of Law, in the
sense of the rule of formal law, the absence of legal
privileges of particular people designated by authority,
which safeguards that equality before the law which is
the opposite of arbitrary government’ (pp. MARKET STRUCTURE: MONOPOLIES,
OLIGARCHIES, AND OTHER PATHOLOGIES The Weasleys’
mother does not encourage her children’s business aspi-
rations because she believes that public sector jobs bring
a better reputation (Rowling, 2000, p. 36, Rowling, 2003,
p. 79). Thus, the Potterian economy is a small, monopoly-
dominated economy with a large corrupt public sector
and an inefficient credit market. Potterian markets lack
competition because of the government’s selective use
of its regulatory powers in many spheres of life. This
leads to low business turnover, a limited variety of goods
and services, and thus to a limited choice, welfare loss
and inefficient outcomes. The monopoly on information
worsens the state of affairs further because the wizards
have no access to useful information that could help
them improve their private lives (Note: Compare this
with the effect of the internet, which allows consumers
to compare the prices of similar goods from thousands
of sellers almost effortlessly, on the demand for goods at
shopping malls.). )
Another reason for the low social mobility is that
wealthy wizards view themselves as superior, especially
to wizards with muggle predecessors (Rowling, 2003,
pp. 84, 584, Rowling, 2005, p. 417), who are considered
a threat because of their different culture (Rowling,
2000, p. 66). Muggle-born wizards are subject to constant
harassment, ridicule, abuse and discrimination, and are
derogatorily called ‘mudbloods’ (Rowling, 1999a, pp. 72–
74, Rowling, 2005, p. 74). Wealthy wizards favor policies
that limit the influence of middle-class wizards. Most
of the supporters of Voldemort, for example, come from
wealthy families, and their goal is to enslave the middle
class, especially the mudbloods. The middle-class wizards are unlikely to move up the
social ladder through marriage as they rarely socialize
with wealthy wizards. Wealthy wizards are often dis-
inherited by their families if they associate themselves
with middle-class wizards (Rowling, 1999a, p. 96, Rowling,
2003, p. 103), which along with intermarriages further
block upward mobility (Rowling, 2003, p. 85). Thus,
the biases of the elite against lower-class wizards
minimize the opportunities for upward social mobility,
resulting in social mobility being mostly downward
(Dearden et al., 1997) and is expected to persist (Mulligan,
1999). The inefficient and selective regulatory interventions
of the Potterian public officials suggest that the world-
view the books promote is in line with the economic
models of public choice. MARKET STRUCTURE: MONOPOLIES,
OLIGARCHIES, AND OTHER PATHOLOGIES The number of consumers in the Potterian economy
is relatively small. Moreover, the population size has
remained stable for generations. Hogwarts was founded
around 990 A.D. and its size has not changed since,
suggesting that the number of wizard children remained
stable for at least that long. In addition, most wizards
live in London or near Hogsmeade, a village in north-
ern England. Consequently, two shopping centers, one
in Hogsmeade and the other in Diagon Alley in London,
seem to satisfy the shopping needs of the English wiz-
ards. These barriers and restrictions lead to high entry costs,
limit the number of sellers and give the existing firms
market power. For example, the UK wizards have only one
wand-maker, the Ollivanders (Rowling, 1998, p. 53). While
it is hard to assess the effect of the market concentration
on markups, the extent of price rigidity and the frequent
use of convenient prices suggest that the Potterian retail-
ers have substantial profit margins. These margins would Oxford Open Economics, 2022, Vol. 1, No. 1 20 likely fall if the markets were to open to imports (Rowling,
2000, pp. 36–37). from a well-established family that was stripped of its
assets (Rowling, 2005, p. 138).). Mobility between low-
and middle-class wizards is more common. For example,
Hermione starts as a mudblood wizard and ends as the
Minister of Magic (Source: https://harrypotter.fandom. com/wiki/Hermione_Granger, accessed August 5, 2021.). Most of the Weasley brothers have also improved their
economic conditions. The low business turnover also limits product variety
and innovations. For example, the same textbooks have
been used for over 20 years. Similarly, children eat the
same candies and collect the same cards as did their
parents (Rowling, 2005, p. 31). Thus, the lack of compe-
tition limits the choice of the Potterians, although there
is demand for new products. For example, after Zonko’s
Joke Shop goes bankrupt, the Weasleys’ Wizard Wheezes
has no competition, although there is a demand for the
new jokes and tricks that the Weasleys sell (See Rowling
(2000, p. 36), Rowling (2003, p. 403), Rowling (2005, pp. 76,
78, 158–159) and Tirole (1988).). Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 One reason for the limited social mobility is the insuf-
ficient free enterprise due to negative social images of
businesspeople in the Potterian society. MARKET STRUCTURE: MONOPOLIES,
OLIGARCHIES, AND OTHER PATHOLOGIES At the same time, however,
the actions of these officials and their outcomes for the
Potterian economy and the Potterian public resemble the
communist model. The Daily Prophet reminds us of the
Soviet Pravda, which had a monopoly on information in
the former Soviet Union and served as a propaganda
machine for the communist government. More generally,
the limited choice of the Potterians very much resembles
the limited choice in the former USSR and other Soviet-
bloc communist countries. The social structure of the wizard society leads to a
struggle between middle- and higher-class wizards. The
upper-class wizards use their influence and even vio-
lence, to repress the middle class, while the middle-class
wizards scorn the upper-class wizards. The upper-class
wizards even try to control the thoughts and beliefs of
the middle-class wizards by influencing the curriculum
used in the school. INTERNATIONAL TRADE AND MIGRATION Wizards can travel long distances easily and cheaply. There are hardly any restrictions on international travel. Nevertheless, there is little international trade, which
is partly due to regulations protecting local producers. Trade and travel are limited also by linguistic barriers
as most wizards are monolingual. In addition, there are
cultural barriers, as the wizards do not know much about
other people’s customs, traditions, etc. (Rowling, 2000, pp. 163–164, 363). In sum, wizards could benefit by trading with muggles. They could also import muggle-produced goods or adapt
their designs and thus increase the variety of goods at
a relatively low cost. However, trade is limited by cul-
tural norms and prejudices that make most wizards view
muggle-made goods as inferior (Rowling, 1999a, p. 25,
Rowling, 2005, p. 77). Further, cultural differences prevent
most trade between wizards from different countries,
and between wizards and other humanoids. It, therefore,
seems that unlike most models of trade, transaction
opportunities in the Potterian economy are limited by
culture. Thus,much of the potential trade in the Potterian
economy is blocked by protectionism (Grossman and
Helpman, 1994) and cultural prejudices (Bala and Long,
2005). These barriers reduce the demand for foreign goods,
which may explain the absence of foreign or ethnic
restaurants in Potterian London and Hogsmeade. Wiz-
ards also know very little about the quality of foreign
goods. For example, when a leading English wand-maker
disappears, wizards do not know where to find another
wand-maker although there are several quality wand
producers in other countries (Rowling, 2005, p. 70). (
g
)
In addition, prejudices against foreigners and non-
wizards eliminate interactions with muggles almost
completely. Indeed, one of the main responsibilities of
the Ministry of Magic is to ensure that muggles are
not aware of wizards’ existence (Rowling, 1998, p. 42). For example, Arthur Weasley’s job in The Office of
Misuse of Muggle Artifacts is to prevent any interaction
between muggles and wizards (Rowling, 1999a, p. 20). Thus, although trade in muggle goods could be beneficial,
it takes place only under special circumstances and
only for specific goods (Rowling, 2005, p. 77). Another
barrier to trade is the absence of immigrant networks
(Rauch, 2001). In the Potterian economy, immigrants
are rare. For example, there are only three characters
with substantive roles, which have a foreign background,
or their names suggest so. INCOME DISTRIBUTION, INCOME
INEQUALITY, AND SOCIAL IMMOBILITY The wizards’ society is composed of a low class, a large
middle class and a small elite. The middle-class wizards
earn enough to live comfortably but not enough to save. They, therefore, work almost their entire lives. Wealthy
wizards enjoy a luxurious lifestyle and own almost all
the assets and capital (Rowling, 1999a, p. 19). Although this seems like a Marxian-style social strug-
gle, it is a struggle that is fought in a society with central
planning where the government owns and regulates pro-
duction. In the Marxian model, free markets are usually
considered the cause of social struggles because the own-
ers of the capital (‘capitalists’) can collect riches only by
robbing the middle class (‘proletariat’). Also in Marxian
models, central planning is the solution, because it takes
the power away from the upper classes and transfers it
to the government officials who represent the proletariat, Social mobility between the high class and the other
classes is mostly downward. There is just one promi-
nent character that makes it from the bottom to the
top, Voldemort, but several characters, including Sirius
Black, Andromeda Tonks (Black) and the Gaunts, that
moved down the social ladder (Note: Voldemort comes 21 Levy and Snir (Source: the UK Department of Education’s Statistical
Frist Release, ‘Schools, pupils, and their characteristics:
January 2015.’). and who make the decisions for all. Yet in the Potterian
model, the government is controlled by the elite, and
the elite use the government to repress the middle class
(Murphy et al., 1993). These social norms and prejudices translate into
formal trade barriers. For example, there is no protest
when a junior official uses quality as a pretext to block
the importation of considerably cheaper foreign goods,
although the official himself admits that they are of
almost the same quality as the locally produced goods
(Rowling, 2000, pp. 36–37, 59). The outcome is that in the Potterian model, the class
struggle focuses on controlling the government. The
Marxian model predicts that once the middle class
enjoys a relatively high standard of living and good
education, there will be a class struggle that ends in
the collapse of the class system and greater equality. In the Potterian economy, however, even after a class
struggle that ends in the defeat of the high class,
the income differences remain large. INCOME DISTRIBUTION, INCOME
INEQUALITY, AND SOCIAL IMMOBILITY Thus, when it
comes to inequality outcomes in a society with a large
government, the Potterian model is more consistent with
the public choice model than with the Marxian one. However, some types of foreign work are so profitable
that they are tolerated. Wizards use ‘house elves’, a
special kind of humanoids, to do manual and dirty work,
perhaps analogous to foreign workers. Although the elves
provide many useful services, they work in terrible con-
ditions for almost no pay. They do not own even their
clothing. They are nevertheless diligent, work without a
break for many years, accept slavery conditions and are
extremely afraid of being sacked because unemployment
is almost certain death for them. These considerations
make the use of elves so profitable, that despite the
wizards’ prejudices against any type of humanoids, they
employ elves in large numbers (Rowling, 2000 pp. 64, 80,
89). INTERNATIONAL TRADE AND MIGRATION These are Viktor Krum,
a Bulgarian wizard, Fleur Delacour, who came from
France and Cho Chang. Just one of them Cho Chang,
studies at Hogwarts. Thus, whereas almost 20% of the
UK primary school pupils are exposed at home to a
language other than English, there are very few, if any,
such students in the only school for wizards in the UK In summary, whereas in economic models, invest-
ments depend on borrowing cost and rate of return,
in the Potterian model, they are determined primarily
by prejudices and social norms. This is consistent with
studies that show that social norms are a barrier to trade,
except that in the Potterian economy, the effect of social
norms on trade is perhaps an order of magnitude higher
in comparison to the effects reported in empirical studies
(See McCallum (1995), Nunn & Wantchekon (2011) and
Clerides et al. (2015).). WAR ECONOMICS Indeed, one of Harry Potter’s teachers,
Professor Slughorn, complains that due to the war, prices
are sky-high and that it is difficult to obtain even the most
elementary products (Rowling, 2005, p. 43). The members of the Order of the Phoenix are therefore
isolated and gain little public support. Without pub-
lic support, their efforts can at best only slow down
the progress of the terrorists, but they cannot prevent
them from gaining almost full control over most of the
institutions of the Potterian economy (Rowling, 2003,
p. 88). The government also fails to prepare adequately
and, consequently, it has to buy costly equipment that
would be unnecessary if it had provided its staff with
proper training. Additional cost born by the public
because of the government inefficiency is the price paid
for goods sold by swindlers that offer a false sense
of security (Rowling, 2005, pp. 73, 78) (Note: Similar
security needs lead some modern governments to spend
millions of dollars on useless bomb detectors sold by
swindlers. Source: www.guardian.co.uk/uk/2013/apr/23/
somerset-business-guilty-fake-bombs,
accessed
June
6, 2022. After the crash of the Russian Metrojet flight
9268 in Egypt on October 31, 2015, it was reported that
many Sharm el-Sheikh hotels use fake bomb detectors. A November 10, 2015 report of CNN described them
as ‘magic wand’ detectors. Source: http://edition.cnn. com/2015/11/10/middleeast/egypt-sharm-fake-bomb-
detectors/, accessed June 6, 2022.). The Potterian model is therefore consistent with the
economists’ insight that governments should provide
basic public goods such as security because the private
sector cannot provide them efficiently (Samuelson, 1954). In the Potterian model, however, the government also
controls the production of many goods that are not pub-
lic, suggesting public-choice type distributive outcomes
(Tullock, 1959). The war underscores the Potterian government’s inef-
ficiency in responding in a timely fashion to the signs
of danger. Furthermore, although the war might seem
like a class struggle, its outcome contradicts the Marxian
interpretation of a class struggle. In the Potterian model,
as in the Marxian model, the upper class struggles to
secure its status. In the Marxian model, however, once
the middle class becomes aware of the struggle, it fights
back and ultimately all classes are eliminated and a new
economic order is established. )
In addition, Terror generates fear, which influences
people’s moods by making everything less enjoyable
(Note: The effects of fear might be long lasting. WAR ECONOMICS In Rowling (2005, 2007), the wizards fight a war against
‘Death Eaters’, a group of wizards that either belongs to
the upper class or aspire to associate themselves with the
upper class. Their goal is to take control over the wizard
world, thereby enslaving the middle class and driving out
those wizards whose ancestors were not wizards. They Oxford Open Economics, 2022, Vol. 1, No. 1 22 are extremely committed and are willing to use any form
of violence, including suicide attacks, to achieve their
goal. These events demonstrate that influential events such
as wars can have long-term effects on people’s prefer-
ences. For example, as predicted by recent studies, the
war brings about a significant drop in the demand for
dining at restaurants and bars (Gould and Klor, 2010;
Becker and Rubinstein, 2011). In Israel, during the Sec-
ond Intifada in 2000–2002, there were Palestinian ter-
ror attacks in public places. The consumers responded
by eating more at home/office. Restaurants responded
by offering delivery services. The share of restaurants
offering delivery services, however, did not decrease after
the cessation of violence, suggesting that the taste for
deliveries remained. The signs of danger appear two years before the first
acts of violence, but the government ignores them (Rowl-
ing, 2000) (Note: Compare this to the recent criticisms
of the US government concerning its slow and delayed
responses to ISIS terror (www.nytimes.com/2014/09/29/
world/middleeast/president-obama.html, accessed June
6, 2022), flood water (www.msnbc.msn.com/id/9614737/,
accessed
June
6,
2022), bird
flu
(www.msnbc.msn. com/id/9661312/, accessed June 6, 2022) and Ebola
outbreak
(www.nytimes.com/2014/09/26/world/africa/
obama-warns-of-slow-response-to-ebola-crisis.html?_
r=0, accessed June 6, 2022).). This is consistent with
Tuchman’s (1990) theory of march of folly: the govern-
ment not only ignores signs of warning but also silences
anybody who expresses opinions other than the official
ones. When the Potterians see the inability of their govern-
ment to respond, they form the ‘Order of the Phoenix,’
whose goal is to fight the terrorists. Their efforts, however,
do not fully compensate for the lack of government
action because of the high private costs of fighting ter-
rorists. Indeed, those who fight the terrorists become
primary targets. When violence breaks out, however, the government
has a sudden need to obtain military equipment. As
more resources are spent on supplying military needs,
common people find it hard to obtain the goods they
need for daily life. INNOVATIONS AND TECHNOLOGICAL
PROGRESS Indeed, Harry repeatedly visits ‘Quality
Quidditch Supplies’ to look at and admire the prototype
Firebolt model that the store displays, and is considering
spending all his savings to buy it (Rowling, 1999b, p. 32). The way the Potterian broomstick industry func-
tions and develops is comparable to the modern auto
industry, particularly because new broomstick models
are released almost every year. The newer model
broomsticks use better materials (e.g. type of wood
such as Spanish Oak), have better precision, offer better
balance, are faster, etc. The Firebolt, for example, can
accelerate from 0 to 150 mph in 10 seconds, which is at
least twice as fast as the Cleansweep. Comet-260 looks
‘ . . . like a joke next to the Firebolt’ (Rowling, 1999b, p. 162). Thus, each model is of better quality than the older
one, which is indicative of technological improvements There is also evidence that over time there were non-
trivial improvements in the broomsticks’ production,
especially in their quality. For example, some of the
early models were simple and basic, but more recent
ones are more advanced. For example, the Shooting
Star, the model owned by the Hogwarts School, is a
basic broomstick, relatively cheap, ‘very slow and jerky’
(Rowling, 1999a, p. 30, Rowling, 1999b, p. 121), similar to
the Bluebottle family series with an anti-burglar buzzer
(Rowling, 2000, pp. 62–63). Nimbus-2000, on the other
hand, is a top-of-the-line broomstick from the time of
its release (Rowling, 1999a, p. 30), until Nimbus-2001
is released. The Firebolt, which is the latest addition,
is perhaps ‘the Ferrari’ of the broomsticks. It is the
best, fastest and most aerodynamically efficient model,
offering a smooth action and fine control. It is a dream
broomstick. Indeed, Harry repeatedly visits ‘Quality
Quidditch Supplies’ to look at and admire the prototype
Firebolt model that the store displays, and is considering
spending all his savings to buy it (Rowling, 1999b, p. 32). Thus, in general, we do not see any evidence of the
innovations in the broomstick industry spreading to the
general economy. This is consistent with the finding that
the Potterian economy is stagnating; there is hardly any
growth in the labor force, there is no accumulation of
knowledge (human capital) and we see no evidence of
large-scale capital investments. WAR ECONOMICS Indeed,
many wizards remember and react irrationally when
they hear the name Voldemort even though for many
years, he was thought to be dead (Huddy et al., 2002).). Indeed, the usually crowded ‘Leaky Cauldron’ bar is
empty because even the most loyal consumers seem to
have lost their appetite (Rowling, 2005, p. 72). In Rowling
(2005, p. 72), the bar owner notices Hagrid, who is well
known for his fondness for alcohol. From the barman’s
reaction, it is clear that Hagrid is one of his last loyal
customers. In addition, in the Marxist model, class struggle is an
outcome of capitalistic motives, where the high class
robes the middle class of its share in production. The
solution in the Marxist model is central planning by the
government. In the Potterian model, however, there is
already central planning. The government, however, is
controlled by the upper class who uses it as means to
control the middle class. The Potterians’ war ends when more middle-class
wizards join their comrades in the fight (Rowling, 2007,
p. 511). The outcome, however, is not a new social order. Although the middle-class wins, the high-class wizards
still preserve their high-class status (Rowling, 2007, 23 Levy and Snir in the broomstick industry, a process resembling a
Schumpeterian mechanism of creative destruction. p. 605) and their hold over the government, which
controls the economy. An interesting question that follows from these obser-
vations is how much of the broomstick technological
innovations translate into economy-wide innovations. Our reading of the books suggests that broomsticks are
primarily used for leisure-related activities, especially for
the Quidditch games. For day-to-day purposes, Potterians
use other means of transportation including apparition—
a spell that allows the caster to move from one spot
to another instantaneously (Rowling, 2000, pp. 43–44),
magic-propelled boats (Rowling, 1998, p. 42), flying
horseless carriages (Rowling, 2000, p. 109), the Floo-
network that allows immediate transportation to any
place in the network (Rowling, 2000, p. 29), Knight-Bus
(Rowling, 1999b, p. 21), a magical train, the Hogwarts
Express (Rowling, 1998, p. 60), the Ministry of Magic
cars (Rowling, 1999b, p. 45) and Portkeys—objects that
transport to a pre-determined location when touched
(Rowling, 2000, p. 46). INNOVATIONS AND TECHNOLOGICAL
PROGRESS Consequently, we con-
clude that very little (if any) of the broomstick technology
innovations spread to other industries, or more generally,
to the wider economy. The lack of technological progress is also consistent
with the common image of centrally planned economies. In the Potterian economy, with the government either
producing many goods or regulating their production,
government officials do not benefit from the introduction
of new products and therefore they have little incentive
to introduce them. On the contrary, they might have
incentives to erect barriers to such innovations if they see
technological progress as a threat to their employment,
which is a common view among labor unions. Perhaps
it is not surprising, therefore, that the only industry in
which technology is progressing is not a part of the public
sector. The way the Potterian broomstick industry func-
tions and develops is comparable to the modern auto
industry, particularly because new broomstick models
are released almost every year. The newer model
broomsticks use better materials (e.g. type of wood
such as Spanish Oak), have better precision, offer better
balance, are faster, etc. The Firebolt, for example, can
accelerate from 0 to 150 mph in 10 seconds, which is at
least twice as fast as the Cleansweep. Comet-260 looks
‘ . . . like a joke next to the Firebolt’ (Rowling, 1999b, p. 162). Thus, each model is of better quality than the older
one, which is indicative of technological improvements INNOVATIONS AND TECHNOLOGICAL
PROGRESS According to Snir and Levi (2010), the Potterian economy
is not growing because there is no growth in the labor
force, there is no accumulation of physical or human cap-
ital, and there is no evidence of any kind of technological
progress. g
The Potterians’ broomstick industry is an exemption. A careful reading of the Harry Potter books suggests that
the Potterian broomstick industry has been experiencing
significant technological progress over time. For exam-
ple, we are told that there are several makes and mod-
els of broomsticks. These include Cleansweep-5 (Rowl-
ing, 1999a, p. 71), Cleansweep-6 (Rowling, 2003, p. 143),
Cleansweep-7 (Rowling, 1998, p. 98) and Cleansweep-11
(Rowling, 2003, p. 202), Nimbus-2000 (Rowling, 1998, p. 108) and Nimbus-2001 (Rowling, 1999a, p. 71), Comet-
260 (Rowling, 1998, p. 107) and Comet-290 (Rowling, 2003,
p. 128), the Shooting Star (Rowling, 1999a, p. 30), the
Bluebottle (Rowling, 2000, pp. 62–63), the Silver Arrow
(Rowling, 1999b, p. 162) and the top-of-the-line Firebolt
(Rowling, 1999b, p. 32). In other words, the technological progress in the pro-
duction of broomsticks contributes to the Potterians’
leisure-related activities, the game of Quidditch being
the primary example. This conclusion is also consistent
with the observation that most stores in Diagon Alley
sell the same old stuff over centuries, except for the
Weasley twins’ Joke Shop, which sells some new models
of games and toys, which are also an example of leisure
goods. There is also evidence that over time there were non-
trivial improvements in the broomsticks’ production,
especially in their quality. For example, some of the
early models were simple and basic, but more recent
ones are more advanced. For example, the Shooting
Star, the model owned by the Hogwarts School, is a
basic broomstick, relatively cheap, ‘very slow and jerky’
(Rowling, 1999a, p. 30, Rowling, 1999b, p. 121), similar to
the Bluebottle family series with an anti-burglar buzzer
(Rowling, 2000, pp. 62–63). Nimbus-2000, on the other
hand, is a top-of-the-line broomstick from the time of
its release (Rowling, 1999a, p. 30), until Nimbus-2001
is released. The Firebolt, which is the latest addition,
is perhaps ‘the Ferrari’ of the broomsticks. It is the
best, fastest and most aerodynamically efficient model,
offering a smooth action and fine control. It is a dream
broomstick. POTTERIAN EDUCATION SYSTEM:
INVESTMENT IN HUMAN CAPITAL Harry Potter books revolve around the life at Hogwarts
School of Magic. It is fitting, therefore, to end with Oxford Open Economics, 2022, Vol. 1, No. 1 24 a short discussion of the Potterian education system
(Note: See Snir & Levy (2010) for a discussion of the
Potterian education system in the context of Solow
growth
model.). The
wizards’
education
system
is
publicly financed. It gives the students basic training
and ensures that all wizards graduate with knowledge
that allows them to find a job. The school is also one of
the only institutions where the rules treat all members
of society equally. It is also the only institution where
middle- and high-class wizards interact on a day-to-day
basis. seemingly equal education system,there are inequalities. Upon arrival at Hogwarts, the students are divided into
four ‘houses’ based, to a large extent, on their ancestral
history. Most high-class wizards end up in one particular
house, whereas the middle-class wizards are scattered
between the other three houses. The students, school experience depends largely on
the house to which they belong. They, therefore, grad-
uate with a strong association with the students from
their own house, and thus the high-class wizards leave
the school with different values, norms and associates
than the wizards that belonged to other houses. Thus,
the system that should have fostered equality of values
ends up instead fomenting social division, tension and
struggle. Downloaded from https://academic.oup.com/ooec/article/doi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 The wizards value education highly, and thus the pub-
lic image of teachers is positive, so much so that they are
even willing to sacrifice future income opportunities just
to become teachers. For example, Gilderoy Lockhart, the
celebrity author of seven books (Rowling, 1999a, pp. 28–
29, 38), becomes a professor at Hogwarts (Rowling, 1999a,
p. 64). The value of education is further underscored by
the high status of the school headmaster. The current
headmaster, for example, is considered by many to be the
greatest wizard of his time (Rowling, 1998, p. 66) (Note:
See the number of Hogwarts’ former headmasters that
are included in the list of the most famous wizards: www. hp-lexicon.org/wizards/card_wizards.html,
accessed
June 6, 2022.). POTTERIAN EDUCATION SYSTEM:
INVESTMENT IN HUMAN CAPITAL Given the central role of education in the Potterian
economy, we could consider the role of the Hog-
warts School as a mechanism that contributes to the
Potterians’ economic growth via endogenous accumula-
tion of human capital (Uzawa, 1965; Lucas Jr., 1988). In
Lucas’ model, human capital accumulation is modeled
in the same way as physical capital accumulation is
modeled in the Solow model. However, there is no
knowledge accumulation in the Potterian economy. Thus, the stock of human capital is essentially fixed. Moreover, the contribution of education to the wizards’
productivity after they graduate and start working,
most of them for the Potterian government, is unclear. Since there is no evidence of significant physical capital
investment in the Potterian economy, the contribution
of the wizards’ schooling to the productivity of physical
capital is also doubtful. Along with the evidence that
the Potterian economy is not growing (Snir and Levy,
2010), this suggests that the endogenous human capital
accumulation mechanism does not play a role in the
Potterian economy. As Long (2005) notes, ‘If only “He-
Who-Must-Not-Be-Named”
understood
neo-classical
endogenous growth theory, it might have been a different
story.’ The Potterian education system is not problem-free,
however. Hogwarts is under the supervision of the Min-
istry of Magic and, thus, subject to the influence of politi-
cians. The government can interfere with the school cur-
riculum at will (Rowling, 2003, p. 229). Another weakness
of Hogwarts is that its curriculum has not been revised
for hundreds of years. Consequently, the graduates do
not know more than their predecessors. The subjects
and classes they take are those that were taken by the
students of previous generations (Rowling, 1999a, p. 161). Similarly, the textbooks they use were also used by their
parents and even grandparents. For example, the used
copy of Advanced Potion-Making that Harry Potter bor-
rowed from Professor Slughorn (Rowling, 2005, pp. 123,
125) was also used by Professor Snape’s mom, Eileen
Prince (Rowling, 2005, p. 417), and by the Half-Blood
Prince—Professor Snape (Rowling, 2005, p. 126), who was
a classmate of Harry’s parents (Rowling, 2005, p. 360). The
old-fashioned curriculum does not encourage innovative
and creative thinking (Snir and Levy, 2010). The Potterian
students focus primarily on practical skills but learn very
little theory, literature, arts or philosophy. Most lack cre-
ative skills and cannot think originally or independently
(Rowling, 2000, p. 437). oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 It follows that a naïve reader of Harry Potter would
get a distorted view of economics. Consider some of the
lessons that the principles of Potterian economics teach:
governments are corrupt, wasteful and not trustwor-
thy; markets are not fair because transactions are zero-
sum; political process is not transparent; government is
big and controls much of the production; governments
cannot provide security, the most basic public good; in
the marketplace, the wealthy have advantage over the
poor; markets encourage crony capitalism; capitalists
want to enslave the proletariat; bankers are goblins; busi-
nessmen are deceptive and devious; wealthy people are
mean and unethical; there is monopoly on information;
power is concentrated; wealth is used to influence the
government; domestic producers should be protected
from foreign competition even if they are inefficient;
international trade is not good; ignorance about foreign-
ers, foreign cultures and foreign languages is the norm;
lack of institutions offering financial intermediary ser-
vices is the norm; no interest payments are expected
on deposits; commodity money, coin denominations and
attributes, and their exchange rates, all lead to higher
transaction costs; paper checks are non-existent; arbi-
trage opportunities are not exploited; monopolies are
common; economic growth is not important; economic
stagnation is not something that should bother us; tech-
nological progress is not essential; innovative and cre-
ative thinking is rare; prices are expected to remain
unchanged; capital investment is non-existent; human
capital does not accumulate; public employees should
expect life-time job-security regardless of how inefficient In addition, the Potterian model lacks discussion of
important aspects of real-world economies and societies. One important theme that is absent from the world of
Harry Potter is religion. There are only two occasions
where religion-related acts take place. One is the Christ-
mas dinner party, which is held annually at the Hog-
warts (e.g. Rowling, 1998, pp. 131–132). The second is the
inscription Harry finds on his parents’ gravestone: ‘The
last enemy that shall be destroyed is death’ (Rowling,
2007, pp. 216–217), which comes from the New Testament,
1 Corinthians 15:26, King James Version. Taxes of any kind are absent as well. The word ‘tax’ is
mentioned in the seven-book series only once, in Rowling
(2000, p. CONCLUSION: SUMMARY, POSSIBLE
OBJECTIONS AND CAVEATS This paper is motivated, first by the evidence that much
of the general knowledge about economic issues is trans-
mitted and learned through various print and electronic
media, and second, by the recent findings in psychol-
ogy and neuroscience about the powerful influence that
literary works, particularly fiction, have on the human
mind. Building on these findings, we analyze the Potte-
rian economy to assess the economic ideas and insights
that these books convey to the readers, i.e. the principles
of Potterian economics. Potterians do not have elementary schools or insti-
tutes of higher education like universities. Upon gradu-
ating from Hogwarts, wizards choose a profession and
usually stick to it (Rowling, 1999a, pp. 161–162). Since
there is no incentive to study further, Potterians’ stock of
knowledge does not increase beyond what is acquired in
the school. Their education system, therefore, resembles
the Marxian system. Education is compulsory and all
students receive the same education. Yet even in this We find that the Potterian model is not in line with a
single economic model. Rather, it is a mix of ideas from
various models. These include Marxian notions of class
struggle and equality, public choice aspects of inefficient
and corrupt government, sticky prices in the Keynesian 25 Levy and Snir spirit, full employment of the type found in Classical
models, etc. the main employer in the Potterian economy. Therefore,
it would have no difficulty collecting such taxes. Because the Potterian economics mixes ideas from
different models and worldviews, many elements of
the Potterian model are mutually inconsistent and
contradictory, and thus perhaps even confusing. For
example, the Potterian economic model is critical of
market-based systems, yet it belittles government. The
government is corrupt, yet it has public support. Many
welfare-improving and mutually beneficial transactions
do not take place, and there are no credit markets
because of biases and prejudices, yet the books are often
viewed and described as rejecting stereotypes. Potterian
money is made of precious metals, yet its purchasing
power is unrelated to its commodity value. The Potterian
wizards value education, yet their school curriculum
excludes theoretical subjects, their knowledge does not
exceed much of their parents’ knowledge and they do not
have institutes of high education, such as universities or
colleges. CONCLUSION: SUMMARY, POSSIBLE
OBJECTIONS AND CAVEATS According to Ross (2015), ‘“In a July 2015 story, a jour-
nalist estimated it would cost more than $43,000 a year to
go to Hogwarts, including all the Diagon Alley necessities
like wands, robes, books and so on.” “My friends and I are
having a super-intense debate about the cost of tuition
at Hogwarts. Thanks.” “Rowling quickly shut down the
idea on Twitter, clarifying that magical education is, in
fact, free”: “There’s no tuition fee! The Ministry of Magic
covers the cost of all magical education!”’ (Source: A. Ross, ‘The 50 Most Important Things We’ve Learned from
J.K. Rowling,’ Time, July 30, 2015.) Thus,according to J.K.Rowling,there are no tuition fees
at Hogwarts. But then the absence of taxes is particu-
larly puzzling because, in any economy, taxes would be
essential for funding public expenditures, such as public
education. How is ‘free education’ funded? Who pays for
it? The lack of taxes cannot be explained by the medieval
structure of the Potterian society either, since taxes are
mentioned numerous times in the Bible, in both the Old
Testament (e.g. Exodus 30:11–16) and the New Testament
(e.g. Romans 13:1–7). It is well known also that taxes were
collected in Ancient Greece (e.g. Sosin, 2014), as well as
in the Roman Empire (e.g. Hopkins, 1980). The absence of
taxes in the Potterian economy is therefore mystifying,
difficult to understand and a significant distortion. Moreover, the Potterian model misses many deep and
fundamental aspects of economic analysis. For exam-
ple, the Potterian bank does not serve as an intermedi-
ary between savers and investors, the Potterian money
lacks some key attributes (e.g. divisibility, portability, and
homogeneity) that are essential for it to serve as an
efficient medium of exchange or store of value, arbitrage
opportunities are not exploited and efficiency-improving
transactions go unnoticed. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 In light of the evidence about the potential
influence of popular fiction on readers’ views and opin-
ions, these can influence and shape the public’s under-
standing of economic issues and matters. g
Perhaps more importantly, however, these distorted
views of the economy can potentially contribute to
the public’s biases, misconceptions and more generally
to their economic illiteracy, as documented by Caplan
(2007), Rubin (2003) and others. Because most of the
public never take college- or university-level courses
in economics, they are susceptible to these kinds of
subtle influences (Salonikov et al., 2022). It is likely,
therefore, that the public that is exposed to such
views
and
sentiments
about
economics,
economic
institutions, economic decisions and their outcomes, can
be persuaded more easily by populist arguments against
certain policies, against businessmen, against bankers
and other beneficial service providers, against authorities
(e.g. the central bank), etc. We shall note two possible objections to our inter-
pretation. First, one could argue that because many of
the Potterian economic principles coincide with popular
folk economics, we should not expect them to be con-
sistent with professional economists’ models, views or
insights. For example, Harry Potter books are liked by
many adults that read them, but they were primarily
written for children. That might explain, one could argue,
why the Potterian economy is so simple, with no capital
markets, no taxes, etc. Potterian principles of economics
pay attention to the Potterians’ unequal income distribu-
tion, emphasizing the affluence of the upper-class wiz-
ards and the poverty of the lower-class wizards, perhaps
because children can relate to poor vs rich, but not to
deeper notions of incentives and efficiency. These sim-
plifying assumptions are necessary to make the books
children-friendly. Moreover, the confusing insights the Harry Potter
books convey about economics and economic matters
by mixing various conflicting and mutually inconsistent
messages, observations and arguments can lead to a
process where a naïve citizen might lose faith in both
market institutions as well as in government authority. The results might be apathy and indifference, which
should be troubling. Following this line of argument, other aspects of the
Potterian world can be explained by the fact that the
books belong to a fantasy genre, and the events they
describe are set in medieval times. Indeed, wizards, gob-
lins, dragons and other similar creatures are typically
associated with medieval times. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 3), in the context of the ownership of Riddle
House: ‘The wealthy man who owned the Riddle House
these days neither lived there nor put it to any use; they
said in the village that he kept it for “tax reasons,” though
nobody was very clear what these might be.’ Thus, if the
wizards are subject to some taxes like ordinary muggles
are, the author does not give us any information about
it. It could be that taxes in the Potterian economy come
in the form of constraints and limitations, for example,
limitations on what the Potterian wizards can and can-
not do. Such limitations could be interpreted as a tax. That, however, still leaves unanswered the question: why
do Potterians choose this kind of ‘limitation-tax’ over
income tax, which is more standard? The puzzle is par-
ticularly interesting given that the Potterian government,
that is the Ministry of Magic, is quite powerful, and it is Oxford Open Economics, 2022, Vol. 1, No. 1 26 and propagation of these biases and norms may be taking
place from the period of early youth, because this is the
age group in which fiction’s influence is likely to be par-
ticularly strong and long-lasting. Further, an entire gen-
eration of children and youngsters grew up along with
Harry Potter, closely following his adventures for over
20 years since the first book in the series was published
in 1998. Therefore, given the books extraordinarily large
worldwide audience, and given that a significant propor-
tion of the readers are kids, these biased and distorted
views about many fundamental economic issues could
potentially persist, and even spread further. A folk eco-
nomic interpretation of the Potterian model, therefore,
suggests that popular intermediaries might be playing
an important role in spreading biases and ignorance on
important economic issues. and unproductive they are; the default employer is the
public sector, not the private sector; downward social
mobility is the norm; there are no taxes yet education
is free; high education is not critical; curriculum can
remain unchanged for centuries; only practical skills
are valued, theoretical knowledge is of no value; there
is a constant class struggle; and this is only a partial
list. Many of these lessons seem shallow and uninformed
characterizations of markets, market institutions and
arrangements and market participants and their motives
and goals. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 However, on some aspects of the Potterian world, there
is less consensus and thus they are subject to different
interpretations. These observations and arguments are important. However,
the
books’
broad,
near-universal
success
suggests that in addition to telling a story, which seems
to appeal to a large and diverse audience, the author
may have also been able to capture the popular beliefs
and sentiments of hundreds of millions of people across
the globe. In other words, people from a broad and
varied range of backgrounds, values, cultures, societies,
religions and places, irrespective of age and gender, all
seem to be able to relate to the Potterian story and
the sentiments it conveys, consciously and perhaps
subconsciously. For example, in an essay published in June 2004 in
the French daily Le Monde, Ilias Yocaris, a professor of
literary theory and French literature, argued that ‘the
fantastic universe of Harry Potter is a capitalist universe.’
In July 2004, however, the same newspaper published an
article by Isabelle Smadja, a professor of philosophy, in
which she argues exactly the opposite: ‘Far from being a
capitalist lackey, Harry Potter is, in fact, the first fictional
hero of the anti-globalist, anti-free market, pro-Third
World, “Seattle” generation . . . [Smadja] suggests that
Yocaris has been confused by the fact that the Potter
books are, themselves, such a global, commercial and
marketing success. Examination of the text suggests
that they are, in fact, a “ferocious critique of consumer
society and the world of free enterprise.”’ (Source:
http://www.nzherald.co.nz/lifestyle/news/article.cfm? c_id=6&objectid=3576571, accessed June 6, 2022. New
York Times translated Ilias Yocaris’ article to English
and published it on its editorial page in July 18,
2004, available at http://www.nytimes.com/2004/07/18/
opinion/harry-potter-market-wiz.html, accessed June 6,
2022.) Under this reasoning, we argue, Potterian economics
can still inform us about the formation of folk economics,
even if from the author’s point of view, it merely reflects
her personal opinion based on her private life experi-
ences, or even if the entire project was intended just for
children’s bedtime reading. For similar reasons, the value
of studying Potterian economics is not diminished even
if the author is ‘expressive’ (Hillman, 2010b), i.e. she is
expressing not necessarily her own beliefs about eco-
nomic matters, but rather her beliefs about her readers’
beliefs. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 That can explain also
the use of commodity money, why goblins are unfriendly,
etc. These findings imply that popular literature along with
other information intermediaries may be contributing to
the public’s lack of understanding of many economic
issues, as some studies of economic and financial literacy
have documented recently. But we should note that some
of the biases we identify, many of them stereotypical, are
not new, as they have been around for centuries (Harap,
2003). For example, the negative portrayal of bankers
has been a recurring theme in popular literature for
a long time. Similarly, populist views and criticisms of
governments, class struggles and other social ills and
institutions are not new. Similarly, the stagnation of the Potterian economy is
necessary for making the story credible, as it takes place
during the medieval period, a period in which the world
was stagnating because there was no increase in capital
stock or population, and there was little technological
progress. The corrupt and inefficient government could
be a literary device similar to those used in comic books
such as ‘Superman’ or ‘Batman’: corrupt characters are
required to have a need for a hero in the form of Harry
Potter and his sidekicks. These observations suggest that in addition to directly
influencing the public views and opinions, Harry Pot-
ter books could be reinforcing the existing norms and
beliefs. This reinforcement mechanism might be play-
ing an important role in transmitting the biases and
other social treats through generations, via the process of
cultural transmission of values (Bisin and Verdier, 2000,
2008; Necker and Voskort, 2014). Moreover, the formation The second type of argument could be that Potte-
rian economics merely captures the author’s subjec-
tive opinions and views, which reflect her personal
experiences and biases about economic issues, and
the financial consequences of her life experience as
a divorced, unemployed and welfare-dependent sin-
gle parent, followed by phenomenal success (Source: 27 Levy and Snir
| Levy and Snir https://www.businessinsider.com/the-rags-to-riches-
story-of-jk-rowling-2015-5, accessed June 6, 2022.). As a caveat, we should note that the interpretation
of Potterian economics, which we lay out in this paper,
is based on our understanding of the economics of
Harry Potter. Many of the ideas and the interpretations
we offer seem non-controversial and consistent with
the interpretations of other scholars and writers cited
above, most of them outside the field of economics. oi/10.1093/ooec/odac004/6646895 by Emory University Libraries user on 04 August 2022 Thus, regardless of the motivation of the author for
writing these books, and regardless of whether the books
reflect her private opinions, or her beliefs about her
readers’ opinions, interpreting the Potterian economic
model as a reflection of folk economics suggests that
popular intermediaries could potentially play an impor-
tant role in spreading biases, distorted opinions and igno-
rance on important economic issues. Thus, rather than
dismissing the ‘mishmash’ of mutually inconsistent and
contradictory economic ideas found in the Harry Potter
books, we suggest taking them seriously to try and under-
stand their sources and persistence. )
We agree that some of the aspects of the Potterian
economy may be subject to a different interpretation
than ours. We believe, however, that one main reason for
these discrepancies is precisely what we argued above—
principles of Potterian economics are a mix of ideas
from different models, not always consistent with each
other, quite often mutually orthogonal and contradictory. A story that contains a mix of ideas and worldviews
that are inconsistent with each other will likely lead to
different interpretations, depending on readers’ points of
view. As Gary Becker is quoted in the August 21, 2011,
New York Times article (p. SR5), writers do not always
understand the intricacies of how markets work and
function. It is not easy to write an adventure story that
contains all social and market institutions and get it fully
right. It is similar to writing a formal economic model:
it requires a solid and deep understanding of economic
ideas. But this is not limited to economics, however, as it
applies to other fields of knowledge as well. Therefore, it
is not surprising that some of the most successful fiction
authors, it turns out, have spent an enormous amount of
time on research and study (Francis, 2012; Popoola, 2015). For example, according to Freedman (2005, p. xiii), Isaac
Asimov was the best physicist among non-physicists,
and the best zoologist among non-zoologists, hinting
at the seriousness in which Asimov did his research
before writing his books and essays. Similarly, it took
J.R.R. Tolkien 17 years to complete The Lord of the Rings
(Source: middle-earth.xenite.org/2011/09/16/how-long-
did-it-take-j-r-r-tolkien-to-write-the-lord-of-the-rings/,
accessed June 6, 2022.). Before we end, consider the following thought exper-
iment. Acknowledgments We thank an anonymous reviewer for helpful comments
and the editor Amrita Dhillon for guidance. Many
colleagues and students have commented on earlier
versions of this paper. In particular, we would like
to thank Zurab Abramishvili, Markus Brückner, Roger
Congleton and Pierre-Guillaume Méon, the discussants
at the Silvaplana Workshop on Political Economy. In
addition, we thank Anat Alexandron, Sima Amram, Paul
Anglin, Katrina Babb, Anindya Banerjee, Bob Barsky,
Yoram Bauman, Mark Bergen, Sabrina Artinger, Helen
Casey, Allan Chen, Ong EeCheng, Raphael Franck, Max
Gillman, Allen Goodman, Danielle Gurevitch, Yuval
Heller, Arye Hillman, Daniel Houser, Miriam Krausz,
Christoph Kuzmics, Frank Lechner, Steven Levitt, Sarit
Levy, Lorence Maimony, Asher Meir, Hugo Mialon, Igal
Milchtaich, Lavinia Moldovan, Shmuel Nitzan, Chryssa
Papathanassiou, Ron Peretz, Paul Rubin, Adi Schnytzer,
Matthew Shapiro, Ainit Snir, the late Heinrich Ursprung,
Timothy Wong, and the seminar participants at Bar-
Ilan University, at the Silvaplana Workshop on Political
Economy, at the International School of Economics Tbilisi
(ISET), at the National University of Singapore, at the
American Economic Association Conference on Teaching
and
Research
in
Economic
Education, and
at
the
American Economic Association’s annual conference,
for comments, suggestions and conversations about
the economics of magic. Avihai Levy and Eliav Livneh,
two part-time wizards, provided research assistance. Earlier versions of this paper were circulated under the
titles ‘Abracadabra! Social Norms and Public Perceptions
through Harry Potter’s Looking Glasses’ and ‘Popular
Perceptions and Political Economy in the Contrived World
of Harry Potter.’ All errors are ours. Future studies should analyze the economic content
of other literary texts to better understand how popu-
lar opinions about the economy are influenced by fic-
tion and media, and how they form and change over
time (Cowen, 2008; Miller and Watts, 2011). For example,
the Potterian model points to a change in the image
of the government as reflected in fiction. For example,
Tolkien’s Lord of the Rings, published in the 1950s (Tolkien,
1993), depicts the government as efficient and benevo-
lent. In contrast to this idealistic and perhaps naïve view,
the Harry Potter books portray the government officials
as corrupt, dishonest, incompetent and unkind, imply-
ing that today’s public is perhaps more realistic. Inter-
estingly, this change occurred during the period when
economists moved away from studying normative mod-
els of the government to studying models that emphasize
the role of private and group-specific incentives (Hillman,
2009). Acknowledgments )
As another example, Adhia (2013) provides evidence
of ideological change in India. Since the 1980s, he notes,
the popular sentiments in India have evolved from con-
demning profits as anti-social to accepting—and even
applauding—business success. Applying the method of
content analysis to Hindi films, he finds that rich mer-
chant characters have changed from being depicted as
villains to being depicted as heroes (Note: The methodol-
ogy we have employed in this paper is similar in spirit to
content analysis, a widely used empirical methodology
employed in other social sciences and humanities. See
Levy et al. (2002) for an example and a brief survey.). These developments point to changes that modern soci-
eties experience and suggest fruitful avenues for future
research. Data Availability We believe this point highlights a key advantage
of this paper. It shows why the Potterian economy
resonates with people. Despite its shortcomings and
inaccuracies, it is consistent with folk economics, which
while perhaps problematic for human flourishing in
a Smithian sense, it captures and reflects people’s
views on many economic and social issues. It is stable
equilibrium, just not one that will get us to today’s level
of prosperity in the developed world, even with Wizarding
powers. Data availability does not apply in this case. The online
supplementary appendix contains a detailed reference to
all economic themes, topics and issues we have identified
in the Harry Potter books, along with the quotations
of the relevant texts from the books, and their exact
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Economy, 67: 571–9. Contents Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 1 This appendix contains a list of the ideas found in Potterian economics which are discussed in the body of the paper. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 2 Appendix A. Economic Ideas1
Economic
Idea
Quote
Reference
Commodity
money
denominations
“The gold ones are Galleons,” he explained. “Seventeen
silver Sickles to a Galleon and twenty-nine Knuts to a
Sickle, it’s easy enough.”
Rowling,
1998, p. 49
Foreign
currency
“You’re not the first one who’s had trouble with money,”
said Mr. Roberts, scrutinizing Mr. Weasley closely.”
Rowling,
2000, p. 50
Coin values are
independent of
their values as
a commodity
“I had two try and pay me with great gold coins the size of
hubcaps ten minutes ago.”
Rowling,
2000, p. 50
Commodity
money - heavy
and
cumbersome
“Ron purchased a dancing shamrock hat and a large green
rosette, he also bought a small figure of Viktor Krum, the
Bulgarian Seeker…“Wow, look at these!” said
Harry…“Omnioculars,” said the saleswizard
eagerly…”Bargain - ten Galleons each.”…“Three pairs,”
said Harry firmly to the wizard…Their money bags
considerably lighter, they went back to the tents. Rowling,
2000, pp. 60–61
Counterfeit
money
“Well, let’s check how yeh’ve done!” said Hagrid. “Count
yer coins! An’ there’s no point tryin’ ter steal any, Goyle,”
he added, his beetle-black eyes narrowed. “It’s leprechaun
gold. Vanishes after a few hours.”
“I know that, Harry, but if she wakes up and the locket’s
gone – I need to duplicate it – Geminio! There…That
should fool her…”
“They have added Germino…Curse!” said Griphook. “Everything you touch will…multiply, but the copies are
worthless – and if you continue to handle the treasure, you
will eventually be crushed to death by the weight of
expanding gold!”
Rowling,
2000, p. 350
Rowling,
2007, p. 173
Rowling,
2007, p. 356
Constraints on
Converting
metals into
gold
“Sorcerer’s Stone…will transform any metal into pure
gold…but the only Stone currently in existence belongs to
Mr. Nicolas Flamel…who celebrated his six hundred and
sixty-fifth birthday last year.”
Rowling,
1998, p. 143
Opportunity
cost of using
precious metals
for making
coins
“And now Wormtail was whimpering. He pulled a long,
thin, shining silver dagger from inside his cloak.”
“Harry walked up the worn stone steps, staring at the
newly materialized door. Its black paint was shabby and
scratched. The silver doorknocker was in the form of a
Rowling,
2000, p. 413
Rowling,
2003, p. 45
1 This appendix contains a list of the ideas found in Potterian economics which are discussed in the body of the paper. Appendix A. Economic Ideas1 3 twisted serpent. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 There was no keyhole or letterbox.”
“Dumbledore gave a great sniff as he took a golden watch
from his pocket and examined it.”
Rowling,
1998, p. 8
Transaction
cost of
withdrawing
money from
the bank
“An’ I’ve also got a letter here from Professor
Dumbledore,”… “Very well,” he said…“I will have
someone take you down…” Griphook whistled and a
small cart came…hurtled through a maze of twisting
passages…left, right, right, left, middle fork, right,
left,…The rattling cart seemed to know its own way…
they plunged even deeper “…I think I’m gonna be
sick.”…Hagrid…had to lean against the wall to stop his
knees from trembling…Inside were mounds of gold
coins…silver…bronze Knuts…He turned to Griphook. “…can we go more slowly?” “One speed only,” said
Griphook. They were going even deeper now and
gathering speed. The air became colder and colder…One
wild cart ride later they stood…outside Gringotts.”
Rowling,
1998, pp. 47–49
The amount of
money that
Harry
withdraws
from the bank
completely fills
his bag
Once Harry had refilled his money bag with gold
Galleons, silver Sickles, and bronze Knuts from his vault
at Gringotts, he had to exercise a lot of self-control not to
spend the whole lot at once. Rowling,
1999b, p. 31
Cash (Clower)
constraint
“I haven’t got any money — and you heard Uncle Vernon
last night…he won’t pay for me to go and learn magic.”
Rowling,
1998, p. 41
Wizards’
difficulties in
handling
foreign
currency
“They had reached the station. There was a train to
London in five minutes’ time. Hagrid, who didn’t
understand “Muggle money,” as he called it, gave the bills
to Harry so he could buy their tickets.”
“Help me, Harry,” he muttered, pulling a roll of Muggle
money... “This one’s a - a - a ten? Ah yes, I see the little
number on it now…So this is a five?” “A twenty,” Harry
corrected him... “Ah yes, so it is…I don’t know, these
little bits of paper…” “You foreign?” said Mr. Roberts as
Mr. Weasley returned with the correct notes. “Foreign?”
repeated Mr. Weasley, puzzled. “You’re not the first one
who’s had trouble with money”
“Stored in an underground vault at Gringotts in London
was a small fortune that his parents had left him. Of
course, it was only in the Wizarding world that he had
money; you couldn’t use Galleons, Sickles, and Knuts in
Muggle shops.”
Rowling,
1998, p. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 43
Rowling,
2000, p. 50
Rowling,
1999a, p. 30 4 Just-below (or
psychological)
prices
“A plump woman outside an Apothecary was shaking her
head as they passed, saying, “Dragon liver, sixteen Sickles
an ounce, they’re mad…”
Rowling,
1998, p. 46
Sticky prices I
– Daily
Prophet costs 1
Knut for 7
years
“Hermione, however, had to move her orange juice aside
quickly to make way for a large damp barn owl bearing a
sodden Daily Prophet in its beak. “What are you still
getting that for?” said Harry irritably, thinking of Seamus
as Hermione placed a Knut in the leather pouch on the
owl’s leg and it took off again.”
Rowling,
2003, p. 167
Sticky prices II
– Floo
Powder’s price
is the same for
over 100 years
“No shortage of Floo powder has ever been reported, nor
does anybody know anyone who makes it. Its price has
remained constant for one hundred years: two Sickles a
scoop. Every wizard household carries a stock of Floo
powder, usually conveniently located in a box or vase on
the mantelpiece.”
pottermore
head.tumb
lr.com/pos
t/1021758
02190/floo
-powder,
accessed
on May,
31, 2015
Gringotts bank
– a monopoly
run by goblins
“They didn’ keep their gold in the house, boy! Nah, first
stop fer us is Gringotts. Wizards’ bank.” “Wizards have
banks?” “Just the one. Gringotts. Run by goblins.”
Rowling,
1998, p. 41
Goblins –
greedy bankers
“They passed a group of goblins who were cackling over a
sack of gold that they had undoubtedly won betting on the
match, and who seemed quite unperturbed by the trouble
at the campsite.”
Rowling,
2000, p. 81
Counterfeit
money – even
school boys
can do that
“Hermione soon devised a very clever method of
communicating the time and date of the next meeting…
She gave each of the members of the D.A. a fake Galleon
…“You see the numerals around the edge of the coins? ... On real Galleons that’s just a serial number referring to
the goblin who cast the coin. On these fake coins, though,
the numbers will change to reflect the time and date of the
next meeting. The coins will grow hot when the date
changes.”
Rowling,
2003, p. 297
Introduction of
counterfeit
gold Galleons
– makes people
extra cautious
“Yeah…I prefer your way,” said Harry, grinning, as he
slipped his Galleon into his pocket. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “I suppose the only
danger with these is that we might accidentally spend
them.” “Fat chance,” said Ron, who was examining his
own fake Galleon with a slightly mournful air, “I haven’t
got any real Galleons to confuse it with.”
Rowling,
2003, p. 298
Withdrawing
money from
the bank – the
Gringotts
“Morning,” said Hagrid to a free goblin. “We’ve come ter
take some money outta Mr. Harry Potter’s safe.” “You
have his key, sir?”…“Got it,” said Hagrid at last, holding
up a tiny golden key. The goblin looked at it closely. “That seems to be in order.”
Rowling,
1998, p. 47
Services
“When the cart stopped
Griphook unlocked the door
Rowling 5 Gringotts - safe
keeping
Heaps of little bronze Knuts. “All yours,” smiled Hagrid
…“The gold ones are Galleons,” he explained. “Seventeen
silver Sickles to a Galleon and twentynine Knuts to a
Sickle, it’s easy enough. Right, that should be enough fer
a couple o’ terms, we’ll keep the rest safe for yeh.”
“Harry. Gringotts is the safest place in the world fer
anything yeh want ter keep safe.”
48–49
Rowling,
1998, p. 41
Services
offered at
Gringotts –
exchange of
wizard money
for precious
stones
“A pair of goblins bowed them through the silver doors
and they were in a vast marble hall. About a hundred more
goblins were sitting on high stools behind a long
counter… examining precious stones through eyeglasses.”
Rowling
1998, p. 47
Services
offered at
Gringotts –
exchange of
wizard money
for Muggle-
money
“You be careful, Arthur,” said Mrs. Weasley sharply as
they were bowed into the bank by a goblin at the door. “…Hermione’s parents…were standing nervously at the
counter that ran all along the great marble hall…“But
you’re Muggles!” said Mr. Weasley delightedly…“What’s
that you’ve got there? Oh, you’re changing Muggle
money. Molly, look!” He pointed excitedly at the ten-
pound notes in Mr. Granger’s hand.”
Rowling,
1999a, p. 37
Wizards face
difficulties in
using Muggle
money
“There was a train to London in five minutes’ time. Hagrid, who didn’t understand “Muggle money,” as he
called it, gave the bills to Harry so he could buy their
tickets.”
“Help me, Harry,” he muttered, pulling a roll of Muggle
money... “This one’s a - a - a ten? Ah yes, I see the little
number on it now…So this is a five?” “A twenty,” Harry
corrected him... Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “Ah yes, so it is…I don’t know, these
little bits of paper…”
Rowling,
1998, p. 43
Rowling,
2000, p. 50
Wizards’ and
Muggles’ lack
of interaction
“But what does a Ministry of Magic do?” “Well, their
main job is to keep it from the Muggles that there’s still
witches an’ wizards up an’ down the country.”
“Hey, Harry,”…“have you heard?...Sirius Black’s been
sighted.” “Where?” said Harry and Ron quickly. “Not too
far from here,” said Seamus…“It was a Muggle who saw
him…‘Course, she didn’t really understand. The Muggles
think he’s just an ordinary criminal, don’t they?”
“You foreign?” said Mr. Roberts as Mr. Weasley returned
with the correct notes. “Foreign?” repeated Mr. Weasley,
puzzled. “You’re not the first one who’s had trouble with
Rowling,
1998, p. 42
Rowling,
1999b, p. 80
Rowling,
2000, p. 50 6 money”
Wizards need
to borrow from
illegal usurers
or friends
“Turns out he’s [Ludo Bagman] in big trouble with the
goblins. Borrowed loads of gold off them. A gang of them
cornered him in the woods after the World Cup and took
all the gold he had, and it still wasn’t enough to cover all
his debts. They followed him all the way to Hogwarts to
keep an eye on him.”
“Harry, you help yourself to anything you want…No
charge.” “I can’t do that!” said Harry, who had already
pulled out his money bag to pay…“You don’t pay here,”
said Fred firmly, waving away Harry’s gold…“You gave
us our start-up loan, we haven’t forgotten,” said George
sternly.”
Rowling,
2000, p. 471
Rowling,
2005, p. 78
Fred and
George
Weasley
borrow from
Harry Potter
“Harry…had forced the Weasley twins to take the
thousand Galleons prize money he had won in the
Triwizard Tournament to help them realize their ambition
to open a joke shop.”
Rowling,
2003, p. 79
Wizards
borrow from
Goblins
“Turns out he’s [Ludo Bagman] in big trouble with the
goblins. Borrowed loads of gold off them. A gang of them
cornered him in the woods after the World Cup and took
all the gold he had, and it still wasn’t enough to cover all
his debts. They followed him all the way to Hogwarts to
keep an eye on him.”
Rowling,
2000, p. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 471
Weasley twins
consider
gambling to
obtain funds
needed for
opening their
Joke-Shop
“We’ll bet thirty-seven Galleons, fifteen Sickles, three
Knuts,” said Fred as he and George quickly pooled all
their money, “that Ireland wins - but Viktor Krum gets the
Snitch. Oh and we’ll throw in a fake wand.”…“Boys,”
said Mr. Weasley under his breath, “I don’t want you
betting…That’s all your savings”
Rowling,
2000, p. 57
Government
depends on
donations from
wealthy
individuals
“Mr. Weasley and Mr. Malfoy looked at each other…
Malfoy’s cold gray eyes swept over Mr. Weasley, and
then up and down the row. “Good lord, Arthur,” he said
softly. “What did you have to sell to get seats in the Top
Box? Surely your house wouldn’t have fetched this
much?” Fudge, who wasn’t listening, said, “Lucius has
just given a very generous contribution to St. Mungo’s
Hospital for Magical Maladies and Injuries, Arthur. He’s
here as my guest.”
Rowling,
2000, p. 66
Gringotts’
employees
offer private
usury services
“Turns out he’s [Ludo Bagman] in big trouble with the
goblins. Borrowed loads of gold off them. A gang of them
cornered him in the woods after the World Cup and took
all the gold he had, and it still wasn’t enough to cover all
his debts. They followed him all the way to Hogwarts to
keep an eye on him.”
Rowling,
2000, p. 471 7 7 Wizards that
make windfall
gains spend
them
immediately
“The clipping had clearly come out of the wizarding
newspaper, the Daily Prophet…Harry picked up the
clipping…and read:…Arthur Weasley…has won the
annual Daily Prophet Grand Prize Galleon Draw. A delighted Mr. Weasley told the Daily Prophet, “We will
be spending the gold on a summer holiday in Egypt.”
Rowling,
1999b, p. 5
Wizards view
financial
service
providers as
immoral
“Wizards have banks?” “Just the one. Gringotts. Run by
goblins.” Harry dropped the bit of sausage he was
holding. “Goblins?” “Yeah — so yeh’d be mad ter try an’
rob it, I’ll tell yeh that. Never mess with goblins, Harry. “They passed a group of goblins who were cackling over a
sack of gold that they had undoubtedly won betting on the
match, and who seemed quite unperturbed by the trouble
at the campsite.”
“Absolute nightmare,” said Bagman to Harry in an
undertone, noticing Harry watching the goblins too. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “Their English isn’t too good…it’s like being back with
all the Bulgarians at the Quidditch World Cup…but at
least they used sign language another human could
recognize.”
“The goblins play as dirty as him. They say you drew with
Diggory, and Bagman was betting you’d win outright. So
Bagman had to run for it. He did run for it right after the
third task.”
Rowling,
1998, p. 41
Rowling,
2000, p. 81
Rowling,
2000, p. 287
Rowling,
2000, p. 471
Goblins’
inferior image
inhibits most
forms of
interaction
between
wizards and
Goblins
“If there was a wizard of whom I would believe that they
did not seek personal gain,” said Griphook finally, “it
would be you, Harry Potter. Goblins … are not used to…
the respect that you have shown this night. Not from
wand-carriers.”
“Then I have to say this,” Bill went on. “If you have
struck any kind of bargain with Griphook, and most
particularly if that bargain involves treasure, you must be
exceptionally careful. Goblin notions of ownership,
payment, and repayment are not the same as human ones.”
…However, there is a belief among some goblins, and
those at Gringotts are perhaps most prone to it, that
wizards cannot be trusted in matters of gold and treasure,
that they have no respect for goblin ownership.”
Rowling,
2007, p. 323
Rowling,
2007, p. 342
Rent-seeking -
Wealthy
individuals
often fund
public goods
“I’ll leave a note for Dumbledore when I drop you off, he
ought to know Malfoys been talking to Fudge again.”
“What private business have they got together, anyway?”
“Gold, I expect,” said Mr. Weasley angrily. “Malfoy’s
been giving generously to all sorts of things for years…
Rowling,
2003, p. 116 8 and thus exert
influence on
public officials
and public
policy
gets him in with the right people…then he can ask favors
…delay laws he doesn’t want passed…oh, he’s very well-
connected, Lucius Malfoy.”
Newspaper
reports portray
the officials
positively, who
reciprocate by
making
decisions
favoring the
reporters and
wealthy
wizards
“Rita…said…“All right, Fudge is leaning on the Prophet,
but it comes to the same thing. They won’t print a story
that shows Harry in a good light. Nobody wants to read it. It’s against the public mood.”
Rowling
2003, p. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 423
The Minister of
Magic is
appointed, not
elected
“Newly appointed Minister of Magic, Rufus Scrimgeour,
spoke today of the tough new measures taken by his
Ministry to ensure the safety of students returning to
Hogwarts School of Witchcraft and Wizardry this
autumn.”
Rowling
2005, p. 27
Government –
Ministry of
Magic
“Hagrid read his newspaper, the Daily Prophet. “Ministry
o’ Magic messin’ things up as usual,” Hagrid muttered,
turning the page. “There’s a Ministry of Magic?” Harry
asked...“’Course,” said Hagrid. “They wanted
Dumbledore fer Minister, o’ course, but he’d never leave
Hogwarts, so old Cornelius Fudge got the job. Bungler if
ever there was one. So he pelts Dumbledore with owls
every morning, askin’ fer advice.”
Rowling,
1998, p. 42
Inept public
employees
“You wouldn’t believe how many people, even people
who work at the Ministry, can’t do a decent Shield
Charm”
Rowling,
2005, p. 78
Bribery
“It was Umbridge’s lie that brought the blood surging into
Harry’s brain and obliterated his sense of caution – that
the locket she had taken as a bribe from a petty criminal
was being used to bolster her own pure-blood
credentials.”
“When you stripped this house of all the valuables you
could find,” Harry began again, “you took a bunch of stuff
from the kitchen cupboard. There was a locket there.”
Harry’s mouth was suddenly dry: He could sense Ron and
Hermione’s tension and excitement too. “What did you do
with it?” “Why?” asked Mundungus. “Is it valuable?”
“You’ve still got it!” cried Hermione. “No, he hasn’t,”
said Ron shrewdly. “He’s wondering whether he should
have asked more money for it ” “More?” said Mundungus
Rowling,
2007, p. 172
Rowling,
2007, p. 144 9 “That wouldn’t have been effing difficult…bleedin’ gave
it away, di’n’ I? No choice.” “What do you mean?” “I was
selling in Diagon Alley and she come up to me and asks if
I’ve got a license for trading in magical artifacts. Bleedin’
snoop. She was gonna fine me, but she took a fancy to the
locket an’ told me she’d take it and let me off that time,
and to fink meself lucky.” “Who was this woman?” asked
Harry. “I dunno, some Ministry hag.”
Nepotism is
common
“What does your dad do at the Ministry of Magic,
anyway?” “He works in the most boring department,” said
Ron. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “The Misuse of Muggle Artifacts Office.” “The
what?” “It’s all to do with bewitching things that are
Muggle-made, you know, in case they end up back in a
Muggle shop or house. Like, last year, some old witch
died and her tea set was sold to an antiques shop. This
Muggle woman bought it, took it home, and tried to serve
her friends tea in it. It was a nightmare — Dad was
working overtime for weeks.”
“You are sweet,” beamed Mrs. Weasley…“Yes, Rufus
Scrimgeour has set up several new offices in response to
the present situation, and Arthur’s heading the Office for
the Detection and Confiscation of Counterfeit Defensive
Spells and Protective Objects.”
“I’ve been promoted,” Percy said before Harry could even
ask, and from his tone, he might have been announcing his
election as supreme ruler of the universe. “I’m now Mr. Crouch’s personal assistant, and I’m here representing
him.”
“In a surprise move last night the Ministry of Magic
passed new legislation… “‘The Minister has been
growing uneasy about goings-on at Hogwarts for some
time,’ said junior Assistant to the Minister, Percy
Weasley.”
“D’you know what you want to do after Hogwarts?”
Harry asked the other two... “Not really,” said Ron slowly. “Except…well…” He looked slightly sheepish. “What?”
Harry urged him. ‘“Well, it’d be cool to be an Auror [at
the Ministry of Magic],’ “ said Ron in an off-hand voice. “Yeah, it would,” said Harry fervently. “But they’re, like,
the elite,” said Ron.”
“Good training for when we’re all Aurors,” said Ron
excitedly, attempting the Impediment Curse on a wasp
that had buzzed into the room and making it stop dead in
Rowling,
1999a, p. 20
Rowling,
2005, p. 56
Rowling,
2000, p. 268
Rowling,
2003, p. 229
Rowling,
2003, p. 170
Rowling,
2000, p. 392 “That wouldn’t have been effing difficul
it away, di’n’ I? No choice.” “What do y
selling in Diagon Alley and she come up
I’ve got a license for trading in magical a
snoop. She was gonna fine me, but she to
locket an’ told me she’d take it and let m
and to fink meself lucky.” “Who was thi
Harry. “I dunno, some Ministry hag.”
Nepotism is
common
“What does your dad do at the Ministry
anyway?” “He works in the most boring
Ron. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “The Misuse of Muggle Artifacts O
what?” “It’s all to do with bewitching th
Muggle-made, you know, in case they en
Muggle shop or house. Like, last year, so
died and her tea set was sold to an antiqu
Muggle woman bought it, took it home,
her friends tea in it. It was a nightmare —
working overtime for weeks.”
“You are sweet,” beamed Mrs. Weasley…
Scrimgeour has set up several new office
the present situation, and Arthur’s headin
the Detection and Confiscation of Count
Spells and Protective Objects.”
“I’ve been promoted,” Percy said before
ask, and from his tone, he might have be
election as supreme ruler of the universe
Crouch’s personal assistant, and I’m her
him.”
“In a surprise move last night the Minist
passed new legislation… “‘The Minister
growing uneasy about goings-on at Hogw
time,’ said junior Assistant to the Minist
Weasley.”
“D’you know what you want to do after
Harry asked the other two... “Not really,
“Except…well…” He looked slightly sh
Harry urged him. ‘“Well, it’d be cool to
the Ministry of Magic],’ “ said Ron in an
“Yeah, it would,” said Harry fervently. “
the elite,” said Ron.”
“Good training for when we’re all Auror
excitedly, attempting the Impediment Cu
that had buzzed into the room and makin “That wouldn’t have been effing difficult…bleedin’ gave
it away, di’n’ I? No choice.” “What do you mean?” “I was
selling in Diagon Alley and she come up to me and asks if
I’ve got a license for trading in magical artifacts. Bleedin’
snoop. She was gonna fine me, but she took a fancy to the
locket an’ told me she’d take it and let me off that time,
and to fink meself lucky.” “Who was this woman?” asked
Harry. “I dunno, some Ministry hag.”
Nepotism is
common
“What does your dad do at the Ministry of Magic,
anyway?” “He works in the most boring department,” said
Ron. “The Misuse of Muggle Artifacts Office.” “The
what?” “It’s all to do with bewitching things that are
Muggle-made, you know, in case they end up back in a
Muggle shop or house. Like, last year, some old witch
died and her tea set was sold to an antiques shop. This
Muggle woman bought it, took it home, and tried to serve
her friends tea in it. It was a nightmare — Dad was
working overtime for weeks.”
Rowling,
1999a, p. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 20 “You are sweet,” beamed Mrs. Weasley…“Yes, Rufus
Scrimgeour has set up several new offices in response to
the present situation, and Arthur’s heading the Office for
the Detection and Confiscation of Counterfeit Defensive
Spells and Protective Objects.” 10 midair.”
Rent-seeking:
Wealthy
wizards that
fund public
officials’ office
expenditures
have access to
the officials
and influence
their decisions
“Malfoy’s been giving generously to all sorts of things for
years… gets him in with the right people…then he can ask
favors …delay laws he doesn’t want passed…oh, he’s
very well-connected, Lucius Malfoy.”
Rowling,
2003, p. 116
Mr. Malfoy
knows in
advance about
the Ministry’s
planned raid
“Mr. Malfoy, what a pleasure to see you again,” said Mr. Borgin in a voice as oily as his hair. “Delighted — and
young Master Malfoy, too — charmed. How may I be of
assistance? I must show you, just in today, and very
reasonably priced —” “I’m not buying today, Mr. Borgin,
but selling,” said Mr. Malfoy. “Selling?” The smile faded
slightly from Mr. Borgin’s face. “You have heard, of
course, that the Ministry is conducting more raids,” said
Mr. Malfoy, taking a roll of parchment from his inside
pocket and unraveling it for Mr. Borgin to read. “I have a
few — ah — items at home that might embarrass me, if
the Ministry were to call…” Mr. Borgin fixed a pair of
pince-nez to his nose and looked down the list. “The
Ministry wouldn’t presume to trouble you, sir, surely?”
Mr. Malfoy’s lip curled. “I have not been visited yet. The
name Malfoy still commands a certain respect, yet the
Ministry grows ever more meddlesome. There are rumors
about a new Muggle Protection Act — no doubt that flea-
bitten, Muggle-loving fool Arthur Weasley is behind it —
” Harry felt a hot surge of anger. “— and as you see,
certain of these poisons might make it appear —” “I
understand, sir, of course,” said Mr. Borgin. “Let me
see…“I am in something of a hurry, Borgin, I have
important business elsewhere today —” …They started to
haggle. “Done,” said Mr. Malfoy at the counter. “Come,
Draco —”… “Good day to you, Mr. Borgin. I’ll expect
you at the manor tomorrow to pick up the goods.”
Rowling,
1999a, pp. 33–34
Junior public
officials make
“Percy hurried forward with his hand outstretched. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Apparently his disapproval of the way Ludo Bagman ran
Rowling,
2000, p. and influence
their decisions
Mr. Malfoy
knows in
advance about
the Ministry’s
planned raid
“Mr. Malfoy, what a pleasure to see you again,” said Mr. Borgin in a voice as oily as his hair. “Delighted — and
young Master Malfoy, too — charmed. How may I be of
assistance? I must show you, just in today, and very
reasonably priced —” “I’m not buying today, Mr. Borgin,
but selling,” said Mr. Malfoy. “Selling?” The smile faded
slightly from Mr. Borgin’s face. “You have heard, of
course, that the Ministry is conducting more raids,” said
Mr. Malfoy, taking a roll of parchment from his inside
pocket and unraveling it for Mr. Borgin to read. “I have a
few — ah — items at home that might embarrass me, if
the Ministry were to call…” Mr. Borgin fixed a pair of
pince-nez to his nose and looked down the list. “The
Ministry wouldn’t presume to trouble you, sir, surely?”
Mr. Malfoy’s lip curled. “I have not been visited yet. The
name Malfoy still commands a certain respect, yet the
Ministry grows ever more meddlesome. There are rumors
about a new Muggle Protection Act — no doubt that flea-
bitten, Muggle-loving fool Arthur Weasley is behind it —
” Harry felt a hot surge of anger. “— and as you see,
certain of these poisons might make it appear —” “I
understand, sir, of course,” said Mr. Borgin. “Let me
see…“I am in something of a hurry, Borgin, I have
important business elsewhere today —” …They started to
haggle. “Done,” said Mr. Malfoy at the counter. “Come,
Draco —”… “Good day to you, Mr. Borgin. I’ll expect
you at the manor tomorrow to pick up the goods.”
Rowling,
1999a, pp. 33–34
Junior public
officials make
efforts to
please their
superiors
“Percy hurried forward with his hand outstretched. Apparently his disapproval of the way Ludo Bagman ran
his department did not prevent him from wanting to make
a good impression.”
“Mr. Crouch!” said Percy breathlessly, sunk into a kind
of halfbow that made him look like a hunchback. “Would
you like a cup of tea?” “Oh,” said Mr. Crouch, looking
Rowling,
2000, p. 56
Rowling,
2000, pp. 58–59 11 over at Percy in mild surprise. “Yes - thank you,
Weatherby.” Fred and George choked into their own cups. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Percy, very pink around the ears, busied himself with the
kettle.”
“I just can’t justify taking more time off at the moment,”
he told them. “Mr. Crouch is really starting to rely on
me.” “Yeah, you know what, Percy?” said George
seriously. “I reckon he’ll know your name soon.”
“Are you sure you wouldn’t like to stay at Hogwarts
tonight, Barty?” “No, Dumbledore, I must get back to the
Ministry,” said Mr. Crouch. “It is a very busy, very
difficult time at the moment…I’ve left young Weatherby
in charge…Very enthusiastic…a little overenthusiastic, if
truth be told…”
“What do they think they’re doing, annoying senior
Ministry members?” Percy hissed, watching Fred and
George suspiciously. “No respect…” Ludo Bagman shook
off Fred and George fairly quickly, however, and, spotting
Harry, waved and came over to their table. “I hope my
brothers weren’t bothering you, Mr. Bagman?” said Percy
at once.”
Rowling,
2000, p. 104
Rowling,
2000, p. 182
Rowling,
2000, p. 273. Many offices
are overstaffed
with low
productivity
workers
“You realize Bertha Jorkins has been missing for over a
month now? Went on holiday to Albania and never came
back?”
Rowling,
2000, p. 40
Hogwarts’
Healer, Madam
Pomfrey cures
them all
“How exactly did it happen, Harry?” Harry retold the
story “…and then I got the bezoar down his throat and his
breathing eased up a bit, Slughorn ran for help,
McGonagall and Madam Pomfrey turned up, and they
brought Ron up here. They reckon he’ll be all right. Madam Pomfrey says he’ll have to stay here a week or
so…keep taking essence of rue…”
Rowling,
2005, p. 263
Private
Property and
inheritance
“Ministry, is it?” said the older man, looking down at
Ogden. “Correct!” said Ogden angrily, dabbing his face. “And you, I take it, are Mr. Gaunt?” “S’right,” said Gaunt. “Got you in the face, did he?” “Yes, he did!” snapped
Ogden. “Should’ve made your presence known, shouldn’t
you?” said Gaunt aggressively. “This is private property. Can’t just walk in here and not expect my son to defend
himself.”
“When the cart stopped at last beside a small door in the
passage wall, Hagrid got out and had to lean against the
Rowling,
2005, p. 132
Rowling,
1998, p. 12 wall to stop his knees from trembling. Griphook unlocked
the door. A lot of green smoke came billowing out, and as
it cleared, Harry gasped. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Griphook unlocked
the door. A lot of green smoke came billowing out, and as
it cleared, Harry gasped. Inside were mounds of gold
coins. Columns of silver. Heaps of little bronze Knuts. “All yours,” smiled Hagrid. All Harry’s — it was
incredible. The Dursleys couldn’t have known about this
or they’d have had it from him faster than blinking. How
often had they complained how much Harry cost them to
keep? And all the time there had been a small fortune
belonging to him, buried deep under London.”
“Stored in an underground vault at Gringotts in London
was a small fortune that his parents had left him. Of
course, it was only in the Wizarding world that he had
money; you couldn’t use Galleons, Sickles, and Knuts in
Muggle shops.”
“You see,” Dumbledore said, turning back to Harry and
again speaking as though Uncle Vernon had not uttered,
“if you have indeed inherited the house, you have also
inherited —”…“As you can see, Harry,” said Dumbledore
loudly, over Kreacher’s continued croaks of “wont, won’t,
won’t,” “Kreacher is showing a certain reluctance to pass
into your ownership.”… “Give him an order,” said
Dumbledore. “If he has passed into your ownership, he
will have to obey.”…“Well, that simplifies matters,” said
Dumbledore cheerfully. “It means that Sirius knew what
he was doing. You are the rightful owner of number
twelve, Grimmauld Place and of Kreacher.”
“Can’t the Order control Mundungus?” Harry demanded
of the other two in a furious whisper. “Can’t they at least
stop him stealing everything that’s not fixed down when
he’s at headquarters?” “Shh!” said Hermione desperately,
looking around to make sure nobody was listening; there
were a couple of warlocks sitting close by who were
staring at Harry with great interest, and Zabini was lolling
against a pillar not far away. “Harry, I’d be annoyed too, I
know it’s your things he’s stealing—” “Harry gagged on
his butterbeer; he had momentarily forgotten that he
owned number twelve, Grimmauld Place. “Yeah, it’s my
stuff!” he said. “No wonder he wasn’t pleased to see me! W ll I’
i
t t ll D
bl d
h t’
i
h ’
48
Rowling,
1999a, p. 30
Rowling,
2005, pp. 33–34
Rowling,
2005, p. 161 wall to stop his knees from trembling. Griphook unlocked
the door. A lot of green smoke came billowing out, and as
it cleared, Harry gasped. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Inside were mounds of gold
coins. Columns of silver. Heaps of little bronze Knuts. “All yours,” smiled Hagrid. All Harry’s — it was
incredible. The Dursleys couldn’t have known about this
or they’d have had it from him faster than blinking. How
often had they complained how much Harry cost them to
keep? And all the time there had been a small fortune
belonging to him, buried deep under London.”
“Stored in an underground vault at Gringotts in London
was a small fortune that his parents had left him. Of
course, it was only in the Wizarding world that he had
money; you couldn’t use Galleons, Sickles, and Knuts in
Muggle shops.”
“You see,” Dumbledore said, turning back to Harry and
again speaking as though Uncle Vernon had not uttered,
“if you have indeed inherited the house, you have also
inherited —”…“As you can see, Harry,” said Dumbledore
loudly, over Kreacher’s continued croaks of “wont, won’t,
won’t,” “Kreacher is showing a certain reluctance to pass
into your ownership.”… “Give him an order,” said
Dumbledore. “If he has passed into your ownership, he
will have to obey.”…“Well, that simplifies matters,” said
Dumbledore cheerfully. “It means that Sirius knew what
he was doing. You are the rightful owner of number
twelve, Grimmauld Place and of Kreacher.”
“Can’t the Order control Mundungus?” Harry demanded
of the other two in a furious whisper. “Can’t they at least
stop him stealing everything that’s not fixed down when
he’s at headquarters?” “Shh!” said Hermione desperately,
looking around to make sure nobody was listening; there
were a couple of warlocks sitting close by who were
staring at Harry with great interest, and Zabini was lolling
against a pillar not far away. “Harry, I’d be annoyed too, I
know it’s your things he’s stealing—” “Harry gagged on
his butterbeer; he had momentarily forgotten that he
owned number twelve, Grimmauld Place. “Yeah, it’s my
stuff!” he said. “No wonder he wasn’t pleased to see me! Well, I’m going to tell Dumbledore what’s going on, he’s
the only one who scares Mundungus.”
48
Rowling,
1999a, p. 30
Rowling,
2005, pp. 33–34
Rowling,
2005, p. 161
he
“I have some questions for the three of you, and I think it
will be best if we do it individually…“We’re not going
anywhere ” said Harry while Hermione nodded
Rowling,
2007, pp. 80-85 wall to stop his knees from trembling. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “‘To Miss Hermione Jean Granger, I
leave my copy of The Tales of Beedle the Bard, in the
hope that she will find it entertaining and instructive.’”
Scrimgeour now pulled out of the bag a small book …
Harry saw that the title was in runes; he had never learned
to read them As he looked a tear splashed onto the all.”…“I am here, as I’m sure you know, because of Albus
Dumbledore’s will.” Harry, Ron, and Hermione looked at
one another. “A surprise, apparently! You were not aware
then that Dumbledore had left you anything?” “A-all of
us?” said Ron, “Me and Hermione too?” “Yes, all of –”
But Harry interrupted. “Dumbledore died over a month
ago. Why has it taken this long to give us what he left
us?” “Isn’t it obvious?” said Hermione, before Scrimgeour
could answer. “They wanted to examine whatever he’s
left us. You had no right to do that!” she said, and her
voice trembled slightly. “I had every right,” said
Scrimgeour dismissively. “The Decree for Justifiable
Confiscation gives the Ministry the power the confiscate
the contents of a will –” “That law was created to stop
wizards passing on Dark artifacts,” said Hermione, “and
the Ministry is supposed to have powerful evidence that
the deceased’s possessions are illegal before seizing them! …Harry spoke: “So why have you decided to let us have
our things now? Can’t think of a pretext to keep them?”
“No, it’ll be because thirty-one days are up,” said
Hermione at once. “They can’t keep the objects longer
than that unless they can prove they’re dangerous. Right?”
“… how do you account for the fact that he remembered
you in his will? He made exceptionally few personal
bequests. … Why do you think you were singled out?”
“I…dunno,” said Ron…Scrimgeour… removed a scroll of
parchment which he unrolled and read aloud. “‘The Last
Will and Testament of Albus Percival Wulfric Brian
Dumbledore’…Yes, here we are…‘To Ronald Bilius
Weasley, I leave my Deluminator, in the hope that he will
remember me when he uses it.’” Scrimgeour took from the
bag an object … leaned forward and passed the
Deluminator to Ron, who took it and turned it over in the
fingers looking stunned. “That is a valuable object,” said
Scrimgeour, watching Ron. … To what use did he think
you would put to the Deluminator, Mr. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Inside were mounds of gold
coins. Columns of silver. Heaps of little bronze Knuts. “All yours,” smiled Hagrid. All Harry’s — it was
incredible. The Dursleys couldn’t have known about this
or they’d have had it from him faster than blinking. How
often had they complained how much Harry cost them to
keep? And all the time there had been a small fortune
belonging to him, buried deep under London.”
48 “Stored in an underground vault at Gringotts in London
was a small fortune that his parents had left him. Of
course, it was only in the Wizarding world that he had
money; you couldn’t use Galleons, Sickles, and Knuts in
Muggle shops.” “You see,” Dumbledore said, turning back to Harry and
again speaking as though Uncle Vernon had not uttered,
“if you have indeed inherited the house, you have also
inherited —”…“As you can see, Harry,” said Dumbledore
loudly, over Kreacher’s continued croaks of “wont, won’t,
won’t,” “Kreacher is showing a certain reluctance to pass
into your ownership.”… “Give him an order,” said
Dumbledore. “If he has passed into your ownership, he
will have to obey.”…“Well, that simplifies matters,” said
Dumbledore cheerfully. “It means that Sirius knew what
he was doing. You are the rightful owner of number
twelve, Grimmauld Place and of Kreacher.” “Can’t the Order control Mundungus?” Harry demanded
of the other two in a furious whisper. “Can’t they at least
stop him stealing everything that’s not fixed down when
he’s at headquarters?” “Shh!” said Hermione desperately,
looking around to make sure nobody was listening; there
were a couple of warlocks sitting close by who were
staring at Harry with great interest, and Zabini was lolling
against a pillar not far away. “Harry, I’d be annoyed too, I
know it’s your things he’s stealing—” “Harry gagged on
his butterbeer; he had momentarily forgotten that he
owned number twelve, Grimmauld Place. “Yeah, it’s my
stuff!” he said. “No wonder he wasn’t pleased to see me! Well, I’m going to tell Dumbledore what’s going on, he’s
the only one who scares Mundungus.”
Rowling
2005, p
161
“I have some questions for the three of you, and I think it
will be best if we do it individually…“We’re not going
anywhere,” said Harry, while Hermione nodded
vigorously. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “You can speak to us together, or not at
Rowling
2007, p
80-85 13 all.”…“I am here, as I’m sure you know, because of Albus
Dumbledore’s will.” Harry, Ron, and Hermione looked at
one another. “A surprise, apparently! You were not aware
then that Dumbledore had left you anything?” “A-all of
us?” said Ron, “Me and Hermione too?” “Yes, all of –”
But Harry interrupted. “Dumbledore died over a month
ago. Why has it taken this long to give us what he left
us?” “Isn’t it obvious?” said Hermione, before Scrimgeour
could answer. “They wanted to examine whatever he’s
left us. You had no right to do that!” she said, and her
voice trembled slightly. “I had every right,” said
Scrimgeour dismissively. “The Decree for Justifiable
Confiscation gives the Ministry the power the confiscate
the contents of a will –” “That law was created to stop
wizards passing on Dark artifacts,” said Hermione, “and
the Ministry is supposed to have powerful evidence that
the deceased’s possessions are illegal before seizing them! …Harry spoke: “So why have you decided to let us have
our things now? Can’t think of a pretext to keep them?”
“No, it’ll be because thirty-one days are up,” said
Hermione at once. “They can’t keep the objects longer
than that unless they can prove they’re dangerous. Right?”
“… how do you account for the fact that he remembered
you in his will? He made exceptionally few personal
bequests. … Why do you think you were singled out?”
“I…dunno,” said Ron…Scrimgeour… removed a scroll of
parchment which he unrolled and read aloud. “‘The Last
Will and Testament of Albus Percival Wulfric Brian
Dumbledore’…Yes, here we are…‘To Ronald Bilius
Weasley, I leave my Deluminator, in the hope that he will
remember me when he uses it.’” Scrimgeour took from the
bag an object … leaned forward and passed the
Deluminator to Ron, who took it and turned it over in the
fingers looking stunned. “That is a valuable object,” said
Scrimgeour, watching Ron. … To what use did he think
you would put to the Deluminator, Mr. Weasley?” “Put
out lights, I s’pose,” mumbled Ron. “What else could I do
with it?” Evidently Scrimgeour had no suggestions. After
squinting at Ron for a moment or tow, he turned back to
Dumbledore’s will. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 Weasley?” “Put
out lights, I s’pose,” mumbled Ron. “What else could I do
with it?” Evidently Scrimgeour had no suggestions. After
squinting at Ron for a moment or tow, he turned back to
Dumbledore’s will. “‘To Miss Hermione Jean Granger, I
leave my copy of The Tales of Beedle the Bard, in the
hope that she will find it entertaining and instructive.’”
Scrimgeour now pulled out of the bag a small book …
Harry saw that the title was in runes; he had never learned
to read them. As he looked, a tear splashed onto the
embossed symbols. “Why do you think Dumbledore left
you that book, Miss Granger?” asked Scrimgeour. “He…he knew I liked books,” said Hermione in a thick 14 voice, mopping her eyes with her sleeve. “But why that
particular book?” “I don’t know. He must have thought
I’d enjoy it.” “Did you ever discuss codes, or any means
of passing secret messages, with Dumbledore?” “No, I
didn’t,” said Hermione,…Scrimgeour turned back to the
will. “‘To Harry James Potter,’” he read, and Harry’s
insides contracted with a sudden excitement, “‘I leave the
Snitch he caught in his first Quidditch match at Hogwarts,
as a reminder of the rewards of perseverance and skill.’”
As Scrimgeour pulled out the tiny, walnut-sized golden
ball, …“Why did Dumbledore leave you this Snitch?”
asked Scrimgeour. “No idea,” said Harry…“What …could
it be?” “I’m asking the questions,” said Scrimgeour,.“I
notice that your birthday cake is in the shape of a Snitch,”
Scrimgeour said to Harry…“I don’t think there’s anything
hidden in the icing,” said Scrimgeour, “but a Snitch would
be a very good hiding place for a small object…“Because
Snitches have flesh memories,” she said…“Correct,” said
Scrimgeour…“It occurs to me that Dumbledore, who had
prodigious magical skill, whatever his other faults, might
have enchanted this Snitch so that it will open only for
you.”…“Take it,” said Scrimgeour quietly…“That’s all,
then, is it?” asked Hermione, making to raise herself off
the sofa. “Not quite,” said Scrimgeour, who looked bad
tempered now. “Dumbledore left you a second bequest,
Potter.” “What is it?” asked Harry…“The sword of Godric
Gryffindor,” he said…“So where is it?” Harry asked
suspiciously. “Unfortunately,” said Scrimgeour, “that
sword was not Dumbledore’s to give away. The sword of
Godric Gryffindor is an important historical artifact, and
as such, belongs –” “It belongs to Harry!” said Hermione
hotly. 15 15 Contract
“Finally, I wish to impress upon any
compete that this tournament is not to
lightly. Once a champion has been se
of Fire, he or she is obliged to see the
to the end. The placing of your name
constitutes a binding, magical contrac
change of heart once you have becom
be very sure, therefore, that you are w
prepared to play before you drop you
goblet. Now, I think it is time for bed
all.”
“Empty threat, Karkaroff,” growled a
door. “You can’t leave your champio
compete. They’ve all got to compete. contract, like Dumbledore said. Conv
“I – I think everybody should write th
so we know who was here. But I also
deep breath, “that we all ought to agr
what we’re doing. So if you sign, you
tell Umbridge or anybody else what w
the last person – Zacharias – had sign
the parchment back and slipped it car
There was an odd feeling in the group
though they had just signed some kin
“How do I look?” said Hepzibah, turn
admire the various angles of her face
“Lovely, madam,” squeaked Hokey. H
assume that it was down in Hokey’s c
lie through her teeth when asked this
Hepzibah Smith looked a long way fr
opinion. Unbreakable
Vow
“So Snape was offering to help him?”
offering to help him!” said Harry. “H
Malfoy’s mother to protect him, that
Unbreakable Oath or something —” “
Vow?” said Ron, looking stunned. “N
have…Are you sure?” “Yes, I’m sure
what does it mean?” “Well, you can’t
Unbreakable Vow…” “I’d worked th
myself, funnily enough. What happen
then?” “You die,” said Ron simply. “
tried to get me to make one when I w
nearly did too, I was holding hands w
everything when Dad found us. He w
Ron. ct
“Finally, I wish to impress upon any of you wishing to
compete that this tournament is not to be entered into
lightly. Once a champion has been selected by the Goblet
of Fire, he or she is obliged to see the tournament through
to the end. The placing of your name in the goblet
constitutes a binding, magical contract. There can be no
change of heart once you have become a champion. Please
be very sure, therefore, that you are wholeheartedly
prepared to play before you drop your name into the
goblet. 15 Now, I think it is time for bed. Good night to you
all.”
“Empty threat, Karkaroff,” growled a voice from near the
door. “You can’t leave your champion now. He’s got to
compete. They’ve all got to compete. Binding magical
contract, like Dumbledore said. Convenient, eh?”
“I – I think everybody should write their name down, just
so we know who was here. But I also think,” she took a
deep breath, “that we all ought to agree not to shout about
what we’re doing. So if you sign, you’re agreeing not to
tell Umbridge or anybody else what we’re up to.”…When
the last person – Zacharias – had signed, Hermione took
the parchment back and slipped it carefully into her bag. There was an odd feeling in the group now. It was as
though they had just signed some kind of contract.”
“How do I look?” said Hepzibah, turning her head to
admire the various angles of her face in the mirror. “Lovely, madam,” squeaked Hokey. Harry could only
assume that it was down in Hokey’s contract that she must
lie through her teeth when asked this question, because
Hepzibah Smith looked a long way from lovely in his
opinion. Rowling,
2000, p. 166
Rowling,
2000, p. 179
Rowling,
2003, p. 259
Rowling,
2005, pp. 285–286
akable
“So Snape was offering to help him?”…“Yes, Snape was
offering to help him!” said Harry. “He said he’d promised
Malfoy’s mother to protect him, that he’d made an
Unbreakable Oath or something —” “An Unbreakable
Vow?” said Ron, looking stunned. “Nah, he can’t
have…Are you sure?” “Yes, I’m sure,” said Harry. “Why,
what does it mean?” “Well, you can’t break an
Unbreakable Vow…” “I’d worked that much out for
myself, funnily enough. What happens if you break it,
then?” “You die,” said Ron simply. “Fred and George
tried to get me to make one when I was about five. I
nearly did too I was holding hands with Fred and
Rowling,
2005, p. 214 constitutes a binding, magical contract. There can be no
change of heart once you have become a champion. Please
be very sure, therefore, that you are wholeheartedly
prepared to play before you drop your name into the
goblet. Now, I think it is time for bed. Good night to you
all.”
“Empty threat, Karkaroff,” growled a voice from near the
door. “You can’t leave your champion now. Contents
Appendix A. Economic Ideas
p. 2
Appendix B. Additional Economic Ideas
p. 30
Appendix C. Round Prices
p. 33
Appendix D. Convenient Prices
p. 35
Appendix E. Broomstick Industry – Technological Progress
p. 37 “It chose him, he was the one who found it, it came
to him out of the Sorting Hat –” “According to reliable
historical sources, the sword may present itself to any
worthy Gryffindor,” said Scrimgeour. “That does not
make it the exclusive property of Mr. Potter, whatever
Dumbledore may have decided.” …“You go too far!”
shouted Scrimgeour, standing up: Harry jumped to his feet
too. …“No! D’you want to give him an excuse to arrest
us?” “Remembered you’re not at school, have you?” said
Scrimgeour breathing hard into Harry’s face. “Remembered that I am not Dumbledore, who forgave
your insolence and insubordination? You may wear that
scar like a crown, Potter, but it is not up to a seventeen-
year-old boy to tell me how to do my job! It’s time you
learned some respect!”…“I don’t like your methods,
Mi i
”
id H “Remembered that I am not Dumbledore, who forgave
your insolence and insubordination? You may wear that
scar like a crown, Potter, but it is not up to a seventeen-
year-old boy to tell me how to do my job! It’s time you
learned some respect!”…“I don’t like your methods,
Minister,” said Harry. 15 W
short weeks since I was asked to leave the
[the court of the Ministry of Magic], it has
become the practice to hold a full crimina
with a simple matter of underage magic!”
Hogwarts’
Head Mistress
and High
Inquisitor
amasses
absolute power
and authority
I contacted the Minister at once, and he qu
me that the High Inquisitor has to have the
pupils of privileges, or she – that is to say
less authority than common teachers!…I w
our amendment…hem, hem…‘High Inqui
henceforth have supreme authority over al
sanctions and removal of privileges pertai
students of Hogwarts, and the power to al
punishments, sanctions and removals of p
have been ordered by other staff members
Cornelius Fudge, Minister of Magic, Orde
Class, etc., etc.’” She rolled up the parchm
back into her handbag, still smiling. “So…
will have to ban these two from playing Q
again,” she said, looking from Harry to Ge
again. Harry felt the Snitch fluttering mad
“Ban us?” he said, and his voice sounded
distant. “From playing …ever again?” “Y
think a lifelong ban ought to do the trick,”
her smile widening still further as she wat
struggle to comprehend what she had said
Weasley here. And I think, to be safe, this
twin ought to be stopped, too – if his team
restrained him, I feel sure he would have a
Mr. Malfoy as well. I will want their broo The Ministry
decides to
change the
time of Harry’s
court hearing
but informs
him on this
change at the
last minute
A cold male voice rang across the courtroom. “You’re
late.” “Sorry,” said Harry nervously “I — I didn’t know
the time had been changed.” “That is not the
Wizengamot’s [the court of the Ministry of Magic] fault,”
said the voice. “An owl was sent to you this morning. Take your seat.”
Rowling,
2003, p. 103
According to
the Minister of
Magic, laws
can be changed
“The Ministry does not have the power to expel Hogwarts
students, Cornelius, as I reminded you on the night of the
second of August,” said Dumbledore. “Nor does it have
the right to confiscate wands until charges have been
successfully proven…In your admirable haste to ensure
that the law is upheld, you appear, inadvertently I am sure,
to have overlooked a few laws yourself.” “Laws can be
changed,” said Fudge savagely. 15 112
I contacted the Minister at once, and he quite agreed with
me that the High Inquisitor has to have the power to strip
pupils of privileges, or she – that is to say, I – would have
less authority than common teachers!…I was reading out
our amendment…hem, hem…‘High Inquisitor will
henceforth have supreme authority over all punishments,
sanctions and removal of privileges pertaining to the
students of Hogwarts, and the power to alter such
punishments, sanctions and removals of privileges as may
have been ordered by other staff members. Signed,
Cornelius Fudge, Minister of Magic, Order of Merlin First
Class, etc., etc.’” She rolled up the parchment and put it
back into her handbag, still smiling. “So…I really think I
will have to ban these two from playing Quidditch ever
again,” she said, looking from Harry to George and back
again. Harry felt the Snitch fluttering madly in his hand. “Ban us?” he said, and his voice sounded strangely
distant. “From playing …ever again?” “Yes, Mr. Potter, I
think a lifelong ban ought to do the trick,” said Umbridge,
her smile widening still further as she watched him
struggle to comprehend what she had said. “You and Mr. Weasley here. And I think, to be safe, this young man’s
twin ought to be stopped, too – if his teammates had not
restrained him, I feel sure he would have attacked young
Mr. Malfoy as well. I will want their broomsticks
Rowling,
2003, pp. 310–311. The Ministry
decides to
change the
time of Harry’s
court hearing
but informs
him on this
change at the
last minute
A cold male voice rang across the courtro
late.” “Sorry,” said Harry nervously “I —
the time had been changed.” “That is not t
Wizengamot’s [the court of the Ministry o
said the voice. “An owl was sent to you th
Take your seat.”
According to
the Minister of
Magic, laws
can be changed
“The Ministry does not have the power to
students, Cornelius, as I reminded you on
second of August,” said Dumbledore. “No
the right to confiscate wands until charges
successfully proven…In your admirable h
that the law is upheld, you appear, inadver
to have overlooked a few laws yourself.”
changed,” said Fudge savagely. “Of cours
Dumbledore, inclining his head. “And you
to be making many changes, Cornelius. 15 “Of course they can,” said
Dumbledore, inclining his head. “And you certainly seem
to be making many changes, Cornelius. Why, in the few
short weeks since I was asked to leave the Wizengamot
[the court of the Ministry of Magic], it has already
become the practice to hold a full criminal trial to deal
with a simple matter of underage magic!”
Rowling,
2003, p. 112
Hogwarts’
Head Mistress
and High
Inquisitor
amasses
absolute power
and authority
I contacted the Minister at once, and he quite agreed with
me that the High Inquisitor has to have the power to strip
pupils of privileges, or she – that is to say, I – would have
less authority than common teachers!…I was reading out
our amendment…hem, hem…‘High Inquisitor will
henceforth have supreme authority over all punishments,
sanctions and removal of privileges pertaining to the
students of Hogwarts, and the power to alter such
punishments, sanctions and removals of privileges as may
have been ordered by other staff members. Signed,
Cornelius Fudge, Minister of Magic, Order of Merlin First
Class, etc., etc.’” She rolled up the parchment and put it
back into her handbag, still smiling. “So…I really think I
will have to ban these two from playing Quidditch ever
again,” she said, looking from Harry to George and back
again. Harry felt the Snitch fluttering madly in his hand. “Ban us?” he said, and his voice sounded strangely
distant. “From playing …ever again?” “Yes, Mr. Potter, I
think a lifelong ban ought to do the trick,” said Umbridge,
her smile widening still further as she watched him
Rowling,
2003, pp. 310–311. “The Ministry does not have the power to expel Hogwarts
students, Cornelius, as I reminded you on the night of the
second of August,” said Dumbledore. “Nor does it have
the right to confiscate wands until charges have been
successfully proven…In your admirable haste to ensure
that the law is upheld, you appear, inadvertently I am sure,
to have overlooked a few laws yourself.” “Laws can be
changed,” said Fudge savagely. “Of course they can,” said
Dumbledore, inclining his head. “And you certainly seem
to be making many changes, Cornelius. 15 He’s got to
compete. They’ve all got to compete. Binding magical
contract, like Dumbledore said. Convenient, eh?”
“I – I think everybody should write their name down, just
so we know who was here. But I also think,” she took a
deep breath, “that we all ought to agree not to shout about
what we’re doing. So if you sign, you’re agreeing not to
tell Umbridge or anybody else what we’re up to.”…When
the last person – Zacharias – had signed, Hermione took
the parchment back and slipped it carefully into her bag. There was an odd feeling in the group now. It was as
though they had just signed some kind of contract.”
Rowling,
2000, p. 179
Rowling,
2003, p. 259 16 A cold male voice rang across the courtroom. “You’re
late.” “Sorry,” said Harry nervously “I — I didn’t know
the time had been changed.” “That is not the
Wizengamot’s [the court of the Ministry of Magic] fault,”
said the voice. “An owl was sent to you this morning. Take your seat.”
Rowling,
2003, p. 103
“The Ministry does not have the power to expel Hogwarts
students, Cornelius, as I reminded you on the night of the
second of August,” said Dumbledore. “Nor does it have
the right to confiscate wands until charges have been
successfully proven…In your admirable haste to ensure
that the law is upheld, you appear, inadvertently I am sure,
to have overlooked a few laws yourself.” “Laws can be
changed,” said Fudge savagely. “Of course they can,” said
Dumbledore, inclining his head. “And you certainly seem
to be making many changes, Cornelius. Why, in the few
short weeks since I was asked to leave the Wizengamot
[the court of the Ministry of Magic], it has already
become the practice to hold a full criminal trial to deal
with a simple matter of underage magic!”
Rowling,
2003, p. 15 Why, in the few
short weeks since I was asked to leave the Wizengamot
[the court of the Ministry of Magic], it has already
become the practice to hold a full criminal trial to deal
with a simple matter of underage magic!” Hogwarts’
Head Mistress
and High
Inquisitor
amasses
absolute power
and authority I contacted the Minister at once, and he quite agreed with
me that the High Inquisitor has to have the power to strip
pupils of privileges, or she – that is to say, I – would have
less authority than common teachers!…I was reading out
our amendment…hem, hem…‘High Inquisitor will
henceforth have supreme authority over all punishments,
sanctions and removal of privileges pertaining to the
students of Hogwarts, and the power to alter such
punishments, sanctions and removals of privileges as may
have been ordered by other staff members. Signed,
Cornelius Fudge, Minister of Magic, Order of Merlin First
Class, etc., etc.’” She rolled up the parchment and put it
back into her handbag, still smiling. “So…I really think I
will have to ban these two from playing Quidditch ever
again,” she said, looking from Harry to George and back
again. Harry felt the Snitch fluttering madly in his hand. “Ban us?” he said, and his voice sounded strangely
distant. “From playing …ever again?” “Yes, Mr. Potter, I
think a lifelong ban ought to do the trick,” said Umbridge,
her smile widening still further as she watched him
struggle to comprehend what she had said. “You and Mr. Weasley here. And I think, to be safe, this young man’s
twin ought to be stopped, too – if his teammates had not
restrained him, I feel sure he would have attacked young
Mr. Malfoy as well. I will want their broomsticks Hogwarts’
Head Mistress
and High
Inquisitor
amasses
absolute power
and authority I 17 confiscated, of course; I shall keep them safely in my
office, to make sure there is no infringement of my ban. Selective
enforcement of
the laws by the
Ministry of
Magic
“So all that remains,” said Fudge, now buttering himself a
second crumpet, “is to decide where you’re going to spend
the last two weeks of your vacation. I suggest you take a
room here at the Leaky Cauldron and…” “Hang on,”
blurted Harry. “What about my punishment?” Fudge
blinked. “Punishment?” “I broke the law!” Harry said. 15 The nearest one, which had
been erected outside Flourish and Blotts, under a striped,
stained awning, had a cardboard sign pinned to its front:
AMULETS - Effective Against Werewolves, Dementors,
and Inferi! A seedy-looking little wizard was rattling
armfuls of silver symbols on chains at passersby. “One for
your little girl, madam?” he called at Mrs. Weasley as
they passed, leering at Ginny. “Protect her pretty neck?”
“If I were on duty…” said Mr. Weasley, glaring angrily at
the amulet seller. “Yes, but don’t go arresting anyone
now, dear, we’re in a hurry,” said Mrs. Weasley,
nervously consulting a list. “Well, you see, in all the panic about You-Know-Who,
odd things have been cropping up for sale everywhere,
things that are supposed to guard against You-Know-Who
and the Death Eaters. You can imagine the kind of
thing…so-called protective potions that are really gravy
with a bit of bubotuber pus added, or instructions for
defensive jinxes that actually make your ears fall
off…Well, in the main the perpetrators are just people like
Mundungus Fletcher, who’ve never done an honest day’s
work in their lives and are taking advantage of how
frightened everybody is.”
Rowling,
2003, p. 377
Rowling,
2005, p. 73
Rowling,
2005, p. 56
New
businesses
open rarely
“It’s this joke shop idea they’ve got,” said Ron. “I thought
they were only saying it to annoy Mum, but they really
mean it, they want to start one. They’ve only got a year
left at Hogwarts, they keep going on about how it’s time
to think about their future, and Dad can’t help them, and
they need gold to get started.”
Rowling,
2000, pp. 366–367
Attempts by an
entrepreneur to
import flying
carpets are
“He wants a word with you about your embargo on flying
carpets.” Mr. Weasley heaved a deep sigh…“Carpets are
defined as a Muggle Artifact by the Registry of Proscribed
Charmable Objects”…“Well, they’ll never replace brooms
Rowling,
2000, p. 59 won’t like that…” On the other hand, a number of shabby-looking stalls had
sprung up along the street. The nearest one, which had
been erected outside Flourish and Blotts, under a striped,
stained awning, had a cardboard sign pinned to its front:
AMULETS - Effective Against Werewolves, Dementors,
and Inferi! A seedy-looking little wizard was rattling
armfuls of silver symbols on chains at passersby. “One for
your little girl, madam?” he called at Mrs. 15 80 Selective
enforcement of
the laws by the
Ministry of
Magic 18 won’t like that…”
Once they had eaten their Christmas lunch, th
Harry and Hermione were planning to pay M
another visit, escorted by Mad-Eye and Lupi
Mundungus turned up in time for Christmas
trifle, having managed to ‘borrow’ a car for t
as the Underground did not run on Christmas
car, which Harry doubted very much had bee
the knowledge or consent of it's owner, had h
Enlarging Spell put upon it as the Weasley's
Anglia;
On the other hand, a number of shabby-looki
sprung up along the street. The nearest one, w
been erected outside Flourish and Blotts, und
stained awning, had a cardboard sign pinned
AMULETS - Effective Against Werewolves,
and Inferi! A seedy-looking little wizard wa
armfuls of silver symbols on chains at passer
your little girl, madam?” he called at Mrs. W
they passed, leering at Ginny. “Protect her pr
“If I were on duty…” said Mr. Weasley, glar
the amulet seller. “Yes, but don’t go arresting
now, dear, we’re in a hurry,” said Mrs. Weas
nervously consulting a list. “Well, you see, in all the panic about You-K
odd things have been cropping up for sale ev
things that are supposed to guard against You
and the Death Eaters. You can imagine the k
thing…so-called protective potions that are r
with a bit of bubotuber pus added, or instruct
defensive jinxes that actually make your ears
off…Well, in the main the perpetrators are ju
Mundungus Fletcher, who’ve never done an
work in their lives and are taking advantage o
frightened everybody is.”
New
businesses
open rarely
“It’s this joke shop idea they’ve got,” said Ro
they were only saying it to annoy Mum, but t
mean it, they want to start one. They’ve only
left at Hogwarts, they keep going on about h
to think about their future, and Dad can’t hel
they need gold to get started.”
Attempts by an
entrepreneur to
import flying
carpets are
“He wants a word with you about your emba
carpets.” Mr. Weasley heaved a deep sigh…“
defined as a Muggle Artifact by the Registry
Charmable Objects”…“Well, they’ll never re won’t like that…”
Once they had eaten their Christmas lunch, the Weasleys,
Harry and Hermione were planning to pay Mr. Weasley
another visit, escorted by Mad-Eye and Lupin. 15 “The Decree for the Restriction of Underage Wizardry!”
“Oh, my dear boy, we’re not going to punish you for a
little thing like that!” cried Fudge, waving his crumpet
impatiently. “It was an accident! We don’t send people to
Azkaban just for blowing up their aunts!”
Rowling,
1999b, p. 28
Half-blood and
mud-blood
wizards must
be questioned
to make sure
that they did
not “steal”
magic powers
“Muggle-born Register!” she read aloud. “‘The Ministry
of Magic is undertaking a survey of so-called “Muggle-
borns” to better understand how they came to possess
magical secrets. “‘Recent research undertaken by the
Department of Mysteries reveals that magic can only be
passed from person to person when Wizards reproduce. Where no proven Wizarding ancestry exists, therefore, the
so-called Muggle-born is likely to have obtained magical
power by theft or force. “‘The Ministry is determined to
root out such usurpers of magical power, and to this end
has issued an invitation to every so-called Muggle-born to
present themselves for interview by the newly appointed
Muggle-born Registration Commission.’” “People won’t
let this happen,” said Ron. “It is happening, Ron,” said
Lupin. “Muggle-borns are being rounded up as we speak.”
“But how are they supposed to have ‘stolen’ magic?” said
Ron. “It’s mental, if you could steal magic there wouldn’t
be any Squibs, would there?” “I know,” said Lupin. “Nevertheless, unless you can prove that you have at least
one close Wizarding relative, you are now deemed to have
obtained your magical power illegally and must suffer the
punishment.”
Rowling,
2007, p. 136
Criminal
activities
“And you off buying stolen cauldrons! Didn’t I tell you
not to go? Didn’t I!” “I – well, I –” Mundungus looked
deeply uncomfortable. “It — it was a very good business
opportunity, see –”
“Mundungus!” said Hermione. “What’s he brought all
those cauldrons for?” “Probably looking for a safe place
to keep them,” said Harry. “Isn’t that what he was doing
the night he was supposed to be tailing me? Picking up
dodgy cauldrons?” “Yeah, you’re right!” said Fred, as the
front door opened; Mundungus heaved his cauldrons
through it and disappeared from view. “Blimey, Mum
Rowling,
2003, p. 18
Rowling,
2003, p. 15 The
Harry doubted very much had been taken with
ge or consent of it's owner, had had a similar
pell put upon it as the Weasley's old Ford
r hand, a number of shabby-looking stalls had
ong the street. The nearest one, which had
d outside Flourish and Blotts, under a striped,
ing, had a cardboard sign pinned to its front:
- Effective Against Werewolves, Dementors,
A seedy-looking little wizard was rattling
ilver symbols on chains at passersby. “One for
rl, madam?” he called at Mrs. Weasley as
leering at Ginny. “Protect her pretty neck?”
n duty…” said Mr. Weasley, glaring angrily at
eller. “Yes, but don’t go arresting anyone
we’re in a hurry,” said Mrs. Weasley,
onsulting a list. see, in all the panic about You-Know-Who,
have been cropping up for sale everywhere,
re supposed to guard against You-Know-Who
th Eaters. You can imagine the kind of
alled protective potions that are really gravy
bubotuber pus added, or instructions for
nxes that actually make your ears fall
n the main the perpetrators are just people like
Fletcher, who’ve never done an honest day’s
r lives and are taking advantage of how
verybody is.”
Rowling,
2003, p. 377
Rowling,
2005, p. 73
Rowling,
2005, p. 56
ke shop idea they’ve got,” said Ron. “I thought
nly saying it to annoy Mum, but they really
y want to start one. They’ve only got a year
warts, they keep going on about how it’s time
ut their future, and Dad can’t help them, and
old to get started.”
Rowling,
2000, pp. 366–367
word with you about your embargo on flying
r. Weasley heaved a deep sigh…“Carpets are
Muggle Artifact by the Registry of Proscribed
Objects”…“Well, they’ll never replace brooms
Rowling,
2000, p. 59 won’t like that…”
Once they had eaten their Christmas lunch, the Weasleys,
Harry and Hermione were planning to pay Mr. Weasley
another visit, escorted by Mad-Eye and Lupin. Mundungus turned up in time for Christmas pudding and
trifle, having managed to ‘borrow’ a car for the occasion,
as the Underground did not run on Christmas Day. The
car, which Harry doubted very much had been taken with
the knowledge or consent of it's owner, had had a similar
Enlarging Spell put upon it as the Weasley's old Ford
Anglia;
On the other hand, a number of shabby-looking stalls had
sprung up along the street. 15 Mundungus turned up in time for Christmas pudding and
trifle, having managed to ‘borrow’ a car for the occasion,
as the Underground did not run on Christmas Day. The
car, which Harry doubted very much had been taken with
the knowledge or consent of it's owner, had had a similar
Enlarging Spell put upon it as the Weasley's old Ford
Anglia;
On the other hand, a number of shabby-looking stalls had
sprung up along the street. The nearest one, which had
been erected outside Flourish and Blotts, under a striped,
stained awning, had a cardboard sign pinned to its front:
AMULETS - Effective Against Werewolves, Dementors,
and Inferi! A seedy-looking little wizard was rattling
armfuls of silver symbols on chains at passersby. “One for
your little girl, madam?” he called at Mrs. Weasley as
they passed, leering at Ginny. “Protect her pretty neck?”
“If I were on duty…” said Mr. Weasley, glaring angrily at
the amulet seller. “Yes, but don’t go arresting anyone
now, dear, we’re in a hurry,” said Mrs. Weasley,
nervously consulting a list. “Well, you see, in all the panic about You-Know-Who,
odd things have been cropping up for sale everywhere,
things that are supposed to guard against You-Know-Who
and the Death Eaters. You can imagine the kind of
thing…so-called protective potions that are really gravy
with a bit of bubotuber pus added, or instructions for
defensive jinxes that actually make your ears fall
off…Well, in the main the perpetrators are just people like
Mundungus Fletcher, who’ve never done an honest day’s
work in their lives and are taking advantage of how
frightened everybody is.”
Rowling,
2003, p. 377
Rowling,
2005, p. 73
Rowling,
2005, p. 56
sses
arely
“It’s this joke shop idea they’ve got,” said Ron. “I thought
they were only saying it to annoy Mum, but they really
mean it, they want to start one. They’ve only got a year
left at Hogwarts, they keep going on about how it’s time
to think about their future, and Dad can’t help them, and
they need gold to get started.”
Rowling,
2000, pp. 366–367 hat…”
ad eaten their Christmas lunch, the Weasleys,
Hermione were planning to pay Mr. Weasley
t, escorted by Mad-Eye and Lupin. turned up in time for Christmas pudding and
g managed to ‘borrow’ a car for the occasion,
rground did not run on Christmas Day. 15 Weasley as
they passed, leering at Ginny. “Protect her pretty neck?”
“If I were on duty…” said Mr. Weasley, glaring angrily at
the amulet seller. “Yes, but don’t go arresting anyone
now, dear, we’re in a hurry,” said Mrs. Weasley,
nervously consulting a list. 19 blocked
in Britain, will they?” said Bagman. “Ali thinks there’s a
niche in the market for a family vehicle,” said Mr. Crouch. “I remember my grandfather had an Axminster
that could seat twelve - but that was before carpets were
banned, of course.”
The Squibbler
– unreliable
tabloids
“Of course not,” said Hermione scathingly, before Harry
could answer. “The Quibbler’s rubbish, everyone knows
that.”
Rowling,
2003, p. 144
Daily Prophet
publishes
biased
information
“Harry…was talking more than he’d talked in days -
about how no one believed he hadn’t entered the
tournament of his own free will, how Rita Skeeter had lied
about him in the Daily Prophet”
“They’re trying to discredit him,” said Lupin. “Didn’t you
see the Daily Prophet last week? They reported that he’d
been voted out of the Chairmanship of the International
Confederation of Wizards because he’s getting old and
losing his grip, but it’s not true”
Rowling,
2000, p. 213
Rowling
2003, p. 72
Harry Potter
knows nothing
about the
Weasleys’
Wizard
Wheezes – the
Weasley twins’
joke shop
“What are Weasleys’ Wizard Wheezes?” Harry asked…
Ron and Ginny both laughed, although Hermione didn’t. “Mum found this stack of order forms when she was
cleaning Fred and George’s room,” said Ron quietly. “Great long price lists for stuff they’ve invented. Joke
stuff, you know. Fake wands and trick sweets,…I never
knew they’d been inventing all that”…“and, you know,
they were planning to sell it at Hogwarts to make some
money”
Rowling
2000, p. 36
The wizards
have only one
wand-maker
“Don’ mention it,” said Hagrid gruffly. “Don’ expect
you’ve had a lotta presents from them Dursleys. Just
Ollivanders left now — only place fer wands, Ollivanders,
and yeh gotta have the best wand.”
Rowling,
1998, p. 53
Opening the
market to
caldron
imports is
expected to
drive the prices
down
“What are you working on?” said Harry. “A report for the
Department of International Magical Cooperation,” said
Percy smugly. “We’re trying to standardize cauldron
thickness. 15 Some of these foreign imports are just a shade
too thin - leakages have been increasing at a rate of almost
three percent a year”… “unless some sort of international
law is imposed we might well find the market flooded
with flimsy, shallow bottomed products that seriously
endanger -”
Rowling,
2000, pp. 36–37
Kids eat the
same candies
and collect the
same cards as
their parents
“Madam Rosmertas finest oak-matured mead,” said
Dumbledore, raising his glass to Harry, who caught hold
of his own and sipped. He had never tasted anything like it
before, but enjoyed it immensely...Harry could not
suppress a suspicion that Dumbledore was rather enjoying
himself. Rowling,
2005, p. 31
Zonko’s Joke
“The walk into Hogsmeade was not enjoyable…More
Rowling, 20 Shop goes out
of business
than once Harry wondered whether they might not have
had a better time in the warm common room, and when
they finally reached Hogsmeade and saw that Zonko’s
Joke Shop had been boarded up, Harry took it as
confirmation that this trip was not destined to be fun.”
2005, pp. 158–159
Lack of
competition
limits the
Potterians’
choice
although
there’s demand
for new
products
“Mum found this stack of order forms when she was
cleaning Fred and George’s room,” said Ron quietly. “Great long price lists for stuff they’ve invented. Joke
stuff, you know. Fake wands and trick sweets, loads of
stuff. It was brilliant, I never knew they’d been inventing
all that…”
“But the common room was packed and full of shrieks of
laughter and excitement; Fred and George were
demonstrating their latest bit of joke shop merchandise.”
“…they headed farther along the street in search of
Weasleys’ Wizard Wheezes, the joke shop run by Fred
and George.”…“And he and Harry led the way into the
shop. It was packed with customers; Harry could not get
near the shelves.”
“We’ve just developed this more serious line,” said
Fred…“Well, we thought Shield Hats were a bit of a
laugh, you know, challenge your mate to jinx you while
wearing it and watch his face when the jinx just bounces
off. But the Ministry bought five hundred for all its
support staff! 15 And we’re still getting massive orders!” “So
we’ve expanded into a range of Shield Cloaks, Shield
Gloves…” “And then we thought we’d get into the whole
area of Defense Against the Dark Arts, because it’s such a
money spinner,” continued George enthusiastically. “This
is cool. Look, Instant Darkness Powder… Handy if you
want to make a quick escape.” “And our Decoy
Detonators…”
Rowling,
2000, p. 36
Rowling,
2003, p. 403
Rowling,
2005, p. 76
Rowling,
2005, p. 78
Wizards view
muggle-made
goods as
inferior
“Why would anyone bother making door keys shrink?”
said George. “Just Muggle-baiting,” sighed Mr. Weasley. “Sell them a key that keeps shrinking to nothing so they
can never find it when they need it. Of course, it’s very
hard to convict anyone because no Muggle would admit
their key keeps shrinking — they’ll insist they just keep
losing it.”
“Harry left Hermione dabbing her black eye with paste
Rowling
1999a, p. 25
Rowling, 21 earner…”
Wealthy
wizards enjoy a
luxurious life
style, and own
almost all the
assets and
capital
“Judging by the fact that Draco Malfoy usually had the
best of everything, his family was rolling in wizard gold;
he could just see Malfoy strutting around a large manor
house.”
Rowling,
1999a, p. 19
Voldemort
comes from a
well-
established
family that was
stripped of its
assets
“That old man was —?” “Voldemort’s grandfather, yes,”
said Dumbledore. “Marvolo, his son, Morfin, and his
daughter, Merope, were the last of the Gaunts, a very
ancient Wizarding family noted for a vein of instability
and violence that flourished through the generations due
to their habit of marrying their own cousins. Lack of sense
coupled with a great liking for grandeur meant that the
family gold was squandered several generations before
Marvolo was born. He, as you saw, was left in squalor and
Poverty.”
Rowling,
2005, pp. 138
Businessmen’s
negative image
“Mum wants them to go into the Ministry of Magic like
Dad, and they told her all they want to do is open a joke
shop.”
“Mrs. Weasley…did not think running a joke shop was a
suitable career for two of her sons.”
Rowling,
2000, p. 36
Rowling,
2003, p. 79
Wizards with
muggle
predecessors,
are considered
by wealthy
wizards a
threat because
of their
different
culture
“Harry knew exactly what was making Mr. Malfoy’s lip
curl like that. 15 The Malfoys prided themselves on being
purebloods; in other words, they considered anyone of
Muggle descent, like Hermione, second-class. However,
under the gaze of the Minister of Magic, Mr. Malfoy
didn’t dare say anything.”
Rowling,
2000, p. 66
Wealthy pure-
blood wizards
consider
themselves
superior to
mud-blood
wizards
“I would have thought you’d be ashamed that a girl of no
wizard family beat you in every exam,” snapped Mr. Malfoy.”
“Malfoy called her ‘Mudblood,’ Hagrid”…Hagrid looked
outraged…“But I don’t know what it means. I could tell it
was really rude, of course.” “It’s about the most insulting
thing he could think of,” gasped Ron…“Mudblood’s a
really foul name for someone who is Muggle-born — you
know, non-magic parents. There are some wizards — like
Malfoy’s family — who think they’re better than
everyone else because they’re what people call pure-
Rowling,
1999a, p. 34
Rowling,
1999a, pp. 72–74 22 22
blood.”
“If you’re wondering what the smell is, Mother, a
Mudblood just walked in,” said Draco Malfoy.”
“You’re lying, filthy Mudblood, and I know it! You have
been inside my vault at Gringotts! Tell the truth, tell the
truth!”
Rowling,
2005, p. 74
Rowling,
2007, p. 308
Wealthy pure-
blood wizards
consider
themselves
superior to
half-blood
wizards
“Shut your mouth!” Bellatrix shrieked. “You dare speak
his name with your unworthy lips, you dare besmirch it
with your half-blood’s tongue, you dare”
“…they thought Voldemort had the right idea, they were
all for the purification of the wizarding race, getting rid of
Muggle-borns and having pure-bloods in charge. They
weren’t alone, either, there were quite a few people,
before Voldemort showed his true colors, who thought he
had the right idea about things”
“He’d play up the pure-blood side so he could get in with
Lucius Malfoy and the rest of them…he’s just like
Voldemort. Pure-blood mother, Muggle father…ashamed
of his parentage”
Rowling,
2003, p. 584
Rowling,
2003, p. 84
Rowling,
2005, p. 417
Wealthy
wizards
associated with
middle class
wizards are
often
disinherited by
their families
“The tapestry looked immensely old…the golden thread
with which it was embroidered still glinted brightly
enough to show them a sprawling family tree dating back
(as far as Harry could tell) to the Middle Ages. 15 Large
words at the very top of the tapestry read: “The Noble and
Most Ancient House of Black Toujours pur.” “You’re not
on here!” said Harry, after scanning the bottom of the tree
closely. “I used to be there,” said Sirius, pointing at a
small, round, charred hole in the tapestry, rather like a
cigarette burn. “My sweet old mother blasted me off after
…I’d had enough.” “Where did you go?” asked Harry,
staring at him. “Your dad’s place,” said Sirius…“when I
was seventeen I got a place of my own. My Uncle
Alphard had left me a decent bit of gold – he’s been wiped
off here, too, that’s probably why”
Rowling,
2003, pp. 83–84
Intermarriages
further block
upward
mobility
“The pure-blood families are all interrelated,” said Sirius. “If you’re only going to let your sons and daughters marry
pure-bloods your choice is very limited; there are hardly
any of us left. Molly and I are cousins by marriage and
Arthur’s something like my second cousin once
removed.”
Rowling,
2003, p. 85
Cultural
“There was a greater variety of dishes in front of them
Rowling, 23 barriers –
wizards lack
basic
knowledge
about other
people’s
customs and
traditions
than Harry had ever seen, including several that were
definitely foreign. “What’s that?” said Ron, pointing at a
large dish...“Bouillabaisse,” said Hermione…“It’s
French,” said Hermione, “I had it on holiday summer
before last. It’s very nice.” “I’ll take your word for it,”
said Ron, helping himself to black pudding.”
“Excuse me, are you wanting ze bouillabaisse?” It was the
girl from Beauxbatons…Ron…stared up at her, opened
his mouth to reply, but nothing came out except a faint
gurgling noise. “Yeah, have it,” said Harry, pushing the
dish toward the girl. “You ‘ave finished wiz it?” “Yeah,”
Ron said breathlessly. “Yeah, it was excellent.”...Ron was
still goggling at the girl as though he had never seen one
before.”
“When the second course arrived they noticed a number
of unfamiliar desserts too. Ron examined an odd sort of
pale blancmange closely, then moved it carefully a few
inches to his right, so that it would be clearly visible from
the Ravenclaw table.”
“I’ll be havin’ a few words with her, an’ all,” said Hagrid
grimly, stomping up the stairs. “The less you lot ‘ave ter
do with these foreigners, the happier yeh’ll be. Yeh can
trust any of ‘em.”
2000, pp. 15 162–163
Rowling,
2000, p. 163
Rowling,
2000, p. 164
Rowling,
2000, p. 363
When a leading
English wand-
maker
disappears,
wizards can’t
find another
wand-maker
“Talking of Diagon Alley,” said Mr. Weasley, “looks like
Ollivander’s gone too.” “The wandmaker?” said Ginny,
looking startled. “That’s the one. Shop’s empty. No sign
of a struggle. No one knows whether he left voluntarily or
was kidnapped.” “But what’ll people do for wands?”
Rowling,
2005, p. 70
Trade in
Muggle goods
takes place
only under
very special
circumstances
and only for
very specific
goods
“But what does a Ministry of Magic do?” “Well, their
main job is to keep it from the Muggles that there’s still
witches an’ wizards up an’ down the country.”
“What does your dad do at the Ministry of Magic,
anyway?” “He works in the most boring department,” said
Ron. “The Misuse of Muggle Artifacts Office.” “The
what?” “It’s all to do with bewitching things that are
Muggle-made, you know, in case they end up back in a
Muggle shop or house. Like, last year, some old witch
died and her tea set was sold to an antiques shop. This
Muggle woman bought it, took it home, and tried to serve
her friends tea in it. It was a nightmare — Dad was
working overtime for weeks.”
Rowling,
1998, p. 42
Rowling,
1999a, p. 20 24 24
“Harry…followed Fred toward the back of the shop,
where he saw a stand of card and rope tricks. “Muggle
magic tricks!” said Fred happily, pointing them out. “For
freaks like Dad, you know, who love Muggle stuff. It’s
not a big earner…”
Rowling,
2005, p. 77
A junior
official uses
quality as a
pretext to block
an importation
of considerably
cheaper foreign
goods
“What are you working on?” said Harry. “A report for the
Department of International Magical Cooperation,” said
Percy smugly. “We’re trying to standardize cauldron
thickness. Some of these foreign imports are just a shade
too thin - leakages have been increasing at a rate of almost
three percent a year”… “unless some sort of international
law is imposed we might well find the market flooded
with flimsy, shallow bottomed products that seriously
endanger -”
“He wants a word with you about your embargo on flying
carpets.” Mr. 15 Weasley heaved a deep sigh…“Carpets are
defined as a Muggle Artifact by the Registry of Proscribed
Charmable Objects”…“Well, they’ll never replace brooms
in Britain, will they?” said Bagman. “Ali thinks there’s a
niche in the market for a family vehicle,” said Mr. Crouch. “I remember my grandfather had an Axminster
that could seat twelve - but that was before carpets were
banned, of course.”
Rowling,
2000, pp. 36–37
Rowling,
2000, p. 59
Senior wizard
officials are
driven by ego-
rents for power
“Fudge… [the current minister of magic] is frightened of
Dumbledore?” said Harry incredulousy. “Frightened of
what he is up to… Fudge thinks… Dumbledore wants to
be minister of magic… Deep down Fudge knows
Dumbledore is much cleverer than he is… but it seems
that he's become fond of power.”
“A well… said Thicknesse [the presiding minister of
magic]. "If you ask me, the blood traitors are as bad as the
mudbloods.”
Rowling,
2003, p. 89
Rowling,
2007, p. 247
Despite the
wizards’
prejudices
against any
type of
humanoids,
they are willing
to employ
elves in large
numbers, who
work hard
under terrible
“He is wanting paying for his work, sir.” “Paying?” said
Harry blankly. “Well - why shouldn’t he be paid?” Winky
looked quite horrified…“House-elves is not paid, sir!”…
“No, no, no. I says to Dobby, I says, go find yourself a
nice family and settle down, Dobby. He is getting up to all
sorts of high jinks, sir, what is unbecoming to a house-
elf… “Well, it’s about time he had a bit of fun,” said
Harry. “House-elves is not supposed to have fun, Harry
Potter,” said Winky firmly, from behind her hands. “House-elves does what they is told. I is not liking heights
at all, Harry Potter”…“but my master sends me to the Top
Box and I comes, sir.”…“Why’s he sent you up here, if he
Rowling,
2000, p. 64 25 s and
ithout
knows you don’t like heights?” said Harry, frowning. “Master - master wants me to save him a seat, Harry
Potter. He is very busy,”…“Winky does what she is told. Winky is a good house-elf.”
“You know, house-elves get a very raw deal!” said
Hermione indignantly. “It’s slavery, that’s what it is! That
Mr. 15 Crouch made her go up to the top of the stadium, and
she was terrified, and he’s got her bewitched so she can’t
even run when they start trampling tents! Why doesn’t
anyone do something about it?” “Well, the elves are
happy, aren’t they?” Ron said. “You heard old Winky
back at the match… ‘House-elves is not supposed to have
fun’…that’s what she likes, being bossed around…”
“You may rest assured that she will be punished,” Mr. Crouch added coldly. “M-m-master…” Winky
stammered, looking up at Mr. Crouch, her eyes brimming
with tears. “M-m-master, p-p-please…” Mr. Crouch
stared back, his face somehow sharpened, each line upon
it more deeply etched. There was no pity in his gaze. “Winky has behaved tonight in a manner I would not have
believed possible,” he said slowly. “I told her to remain in
the tent. I told her to stay there while I went to sort out the
trouble. And I find that she disobeyed me. This means
clothes.” “No!” shrieked Winky, prostrating herself at Mr. Crouch’s feet. “No, master! Not clothes, not clothes!”
Rowling,
2000, p. 80
Rowling,
2000, p. 89
signs
wo
ier
ent
hem
“But he cannot now give testimony, Cornelius,” said
Dumbledore.…“He cannot give evidence about why he
killed those people.” “Why he killed them? Well, that’s
no mystery, is it?” blustered Fudge. “He was a raving
lunatic! From what Minerva and Severus have told me, he
seems to have thought he was doing it all on You Know-
Who’s instructions!” “Lord Voldemort was giving him
instructions, Cornelius,” Dumbledore said. “Those
peoples deaths were mere by-products of a plan to restore
Voldemort to full strength again. The plan succeeded. Voldemort has been restored to his body.” Fudge…began
to sputter, still goggling at Dumbledore. “You-Know-
Who …returned? Preposterous. Come now, Dumbledore
…” “As Minerva and Severus have doubtless told you,”
said Dumbledore, “we heard Barty Crouch confess. Under
the influence of Veritaserum, he told us how he was
smuggled out of Azkaban, and how Voldemort…went to
free him from his father and used him to capture Harry. The plan worked, I tell you. Crouch has helped Voldemort
Rowling,
2000, pp. 453–454 knows you don’t like heights?” said Harry, frowning. “Master - master wants me to save him a seat, Harry
Potter. He is very busy,”…“Winky does what she is told. conditions and
almost without
pay 15 453–454 26 now, come now…certainly, Cro
himself to be acting upon You-
to take the word of a lunatic lik
Professor
Slughorn
complains that
due to the war
prices are sky-
high
“There was a final plunk from t
and prices are sky-high at the m
Cost born by
the public for
the government
inefficiency -
the price paid
for goods sold
by swindlers
that offer a
false sense of
security
“…a number of shabby-looking
the street. The nearest one…had
to its front: AMULETS, Effecti
Dementors, and Inferi! A seed
rattling armfuls of silver symbo
“One for your little girl, madam
Weasley as they passed, leering
pretty neck?” “If I were on duty
glaring angrily at the amulet sel
arresting anyone now, dear, we
Weasley…”
“You wouldn’t believe how ma
who work at the Ministry, can’t
Charm,” said George. “‘Course
teaching them, Harry.” “…the M
hundred for all its support staff
massive orders!” “So we’ve exp
Shield Cloaks, Shield Gloves…
thought we’d get into the whole
the Dark Arts, because it’s such
continued George… “This is co
Powder, we’re importing it from
to make a quick escape.”
The usually
crowded
“Leaky
Cauldron” bar
is empty
because even
the most loyal
consumers
seem to have
lost their
appetite
“The Leaky Cauldron was, for t
memory, completely empty. On
wizened and toothless, remaine
“The bar of the Leaky Cauldron
Tom, the stooped and toothless
glasses behind the bar counter;
having a muttered conversation
at Hermione and drew back into
Lestrange,” murmured Tom, an
inclined his head subserviently. The bar owner
notices Hagrid. From the
“The Leaky Cauldron was, for t
memory, completely empty. On
wizened and toothless, remaine now, come now…certainly, Crouch may have believed
himself to be acting upon You-Know-Who’s orders - but
to take the word of a lunatic like that, Dumbledore…”
Professor
Slughorn
complains that
due to the war
prices are sky-
high
“There was a final plunk from the piano,…My last bottle,
and prices are sky-high at the moment.”
Rowling,
2005, p. 43
Cost born by
the public for
the government
inefficiency -
the price paid
for goods sold
by swindlers
that offer a
false sense of
security
“…a number of shabby-looking stalls had sprung up along
the street. The nearest one…had a cardboard sign pinned
to its front: AMULETS, Effective Against Werewolves,
Dementors, and Inferi! 15 Winky is a good house-elf.” “You know, house-elves get a very raw deal!” said
Hermione indignantly. “It’s slavery, that’s what it is! That
Mr. Crouch made her go up to the top of the stadium, and
she was terrified, and he’s got her bewitched so she can’t
even run when they start trampling tents! Why doesn’t
anyone do something about it?” “Well, the elves are
happy, aren’t they?” Ron said. “You heard old Winky
back at the match… ‘House-elves is not supposed to have
fun’…that’s what she likes, being bossed around…” “You may rest assured that she will be punished,” Mr. Crouch added coldly. “M-m-master…” Winky
stammered, looking up at Mr. Crouch, her eyes brimming
with tears. “M-m-master, p-p-please…” Mr. Crouch
stared back, his face somehow sharpened, each line upon
it more deeply etched. There was no pity in his gaze. “Winky has behaved tonight in a manner I would not have
believed possible,” he said slowly. “I told her to remain in
the tent. I told her to stay there while I went to sort out the
trouble. And I find that she disobeyed me. This means
clothes.” “No!” shrieked Winky, prostrating herself at Mr. Crouch’s feet. “No, master! Not clothes, not clothes!” “But he cannot now give testimony, Cornelius,” said
Dumbledore.…“He cannot give evidence about why he
killed those people.” “Why he killed them? Well, that’s
no mystery, is it?” blustered Fudge. “He was a raving
lunatic! From what Minerva and Severus have told me, he
seems to have thought he was doing it all on You Know-
Who’s instructions!” “Lord Voldemort was giving him
instructions, Cornelius,” Dumbledore said. “Those
peoples deaths were mere by-products of a plan to restore
Voldemort to full strength again. The plan succeeded. Voldemort has been restored to his body.” Fudge…began
to sputter, still goggling at Dumbledore. “You-Know-
Who …returned? Preposterous. Come now, Dumbledore
…” “As Minerva and Severus have doubtless told you,”
said Dumbledore, “we heard Barty Crouch confess. Under
the influence of Veritaserum, he told us how he was
smuggled out of Azkaban, and how Voldemort…went to
free him from his father and used him to capture Harry. The plan worked, I tell you. Crouch has helped Voldemort
to return.” “See here, Dumbledore…you - you can’t
seriously believe that You-Know-Who’s back? Come
Rowling,
2000, pp. 15 72 Cost born by
the public for
the government
inefficiency -
the price paid
for goods sold
by swindlers
that offer a
false sense of
security 27 barman’s
reaction it is
clear that
Hagrid is one
of his last loyal
customers
looked up hopefully as they entered, but before he could
speak, Hagrid said importantly, “Jus’ passin’ through
today, Tom, sure yeh understand, Hogwarts business, yeh
know.”
Makes and
Models of the
broomsticks
used by the
Potterian
wizards
See Table A5 in this appendix. Wealthy
wizards are
even willing to
give up on
some of their
income just to
become
teachers
“There was also a list of the new books he’d need for the
coming year. SECOND-YEAR STUDENTS WILL
REQUIRE:
Standard Book of Spells Grade 2 by Miranda Goshawk
Break with a Banshee by Gilderoy Lockhart
Gadding with Ghouls by Gilderoy Lockhart
Holidays with Hags by Gilderoy Lockhart
43 Travels with Trolls by Gilderoy Lockhart
Voyages with Vampires by Gilderoy Lockhart
Wanderings with Werewolves by Gilderoy Lockhart
Year with the Yeti by Gilderoy Lockhart
Fred, who had finished his own list, peered over at
Harry’s. “You’ve been told to get all Lockhart’s books,
too!” he said.”
An hour later, they headed for Flourish and Blotts…
bookshop…a large crowd jostling outside the doors,
trying to get in. The reason for this was proclaimed by a
large banner stretched across the upper windows:
GILDEROY LOCKHART will be signing copies of his
autobiography MAGICAL ME today 12:30P.M.to
4:30P.M. “We can actually meet him!” Hermione
squealed. “I mean, he’s written almost the whole
booklist!”…A harassed looking wizard stood at the door,
saying, “Calmly, please, ladies…Don’t push, there…mind
the books, now…”
“They had reached Lockhart’s classroom…When the
whole class was seated, Lockhart cleared his throat loudly
and silence fell. He reached forward, picked up Neville
Longbottom’s copy of Travels with Trolls, and held it up
to show his own, winking portrait on the front. “Me,” he
said, pointing at it and winking as well. “Gilderoy
Lockhart... “I see you’ve all bought a complete set of my
books — well done.”
Rowling,
1999a, pp. 28–29
Rowling,
1999a, p. 38
Rowling,
1999a, p. 15 A seedy-looking little wizard was
rattling armfuls of silver symbols on chains at passersby. “One for your little girl, madam?” he called at Mrs. Weasley as they passed, leering at Ginny. “Protect her
pretty neck?” “If I were on duty…” said Mr. Weasley,
glaring angrily at the amulet seller. “Yes, but don’t go
arresting anyone now, dear, we’re in a hurry,” said Mrs. Weasley…”
“You wouldn’t believe how many people, even people
who work at the Ministry, can’t do a decent Shield
Charm,” said George. “‘Course, they didn’t have you
teaching them, Harry.” “…the Ministry bought five
hundred for all its support staff! And we’re still getting
massive orders!” “So we’ve expanded into a range of
Shield Cloaks, Shield Gloves…” “…“And then we
thought we’d get into the whole area of Defense Against
the Dark Arts, because it’s such a money spinner,”
continued George… “This is cool. Look, Instant Darkness
Powder, we’re importing it from Peru. Handy if you want
to make a quick escape.”
Rowling,
2005, p. 73
Rowling,
2005, p. 78
The usually
crowded
“Leaky
Cauldron” bar
is empty
because even
the most loyal
consumers
seem to have
lost their
appetite
“The Leaky Cauldron was, for the first time in Harry’s
memory, completely empty. Only Tom the landlord,
wizened and toothless, remained of the old crowd.”
“The bar of the Leaky Cauldron was nearly deserted. Tom, the stooped and toothless landlord, was polishing
glasses behind the bar counter; a couple of warlocks
having a muttered conversation in the far corner glanced
at Hermione and drew back into the shadows. “Madam
Lestrange,” murmured Tom, and as Hermione paused he
inclined his head subserviently.”
Rowling,
2005, p. 72
Rowling,
2007, p. 347
The bar owner
notices Hagrid. From the
“The Leaky Cauldron was, for the first time in Harry’s
memory, completely empty. Only Tom the landlord,
wizened and toothless remained of the old crowd He
Rowling,
2005, p. 15 64 barman’s
reaction it is
clear that
Hagrid is one
of his last loyal
customers
looked up hopefully as they entered, but before he could
speak, Hagrid said importantly, “Jus’ passin’ through
today, Tom, sure yeh understand, Hogwarts business, yeh
know.”
Makes and
Models of the
broomsticks
used by the
Potterian
wizards
See Table A5 in this appendix. Wealthy
wizards are
even willing to
give up on
some of their
income just to
become
teachers
“There was also a list of the new books he’d need for the
coming year. SECOND-YEAR STUDENTS WILL
REQUIRE:
Standard Book of Spells Grade 2 by Miranda Goshawk
Break with a Banshee by Gilderoy Lockhart
Gadding with Ghouls by Gilderoy Lockhart
Holidays with Hags by Gilderoy Lockhart
43 Travels with Trolls by Gilderoy Lockhart
Voyages with Vampires by Gilderoy Lockhart
Wanderings with Werewolves by Gilderoy Lockhart
Year with the Yeti by Gilderoy Lockhart
Fred, who had finished his own list, peered over at
Harry’s. “You’ve been told to get all Lockhart’s books,
too!” he said.”
Rowling,
1999a, pp. 28–29 An hour later, they headed for Flourish and Blotts…
bookshop…a large crowd jostling outside the doors,
trying to get in. The reason for this was proclaimed by a
large banner stretched across the upper windows:
GILDEROY LOCKHART will be signing copies of his
autobiography MAGICAL ME today 12:30P.M.to
4:30P.M. “We can actually meet him!” Hermione
squealed. “I mean, he’s written almost the whole
booklist!”…A harassed looking wizard stood at the door,
saying, “Calmly, please, ladies…Don’t push, there…mind
the books, now…” “They had reached Lockhart’s classroom…When the
whole class was seated, Lockhart cleared his throat loudly
and silence fell. He reached forward, picked up Neville
Longbottom’s copy of Travels with Trolls, and held it up
to show his own, winking portrait on the front. “Me,” he
said, pointing at it and winking as well. “Gilderoy
Lockhart... 15 “I see you’ve all bought a complete set of my
books — well done.” 28 The current
headmaster is
considered by
many to be the
greatest wizard
of his time
Harry unwrapped his Chocolate Frog and picked up the
card…Harry turned over his card and read:
ALBUS DUMBLEDORE
CURRENTLY HEADMASTER OF HOGWARTS
Considered by many the greatest wizard of modern times,
Dumbledore is particularly famous for his defeat of the
dark wizard Grindelwald in 1945, for the discovery of the
twelve uses of dragon’s blood, and his work on alchemy
with his partner, Nicolas Flamel. Professor Dumbledore
enjoys chamber music and tenpin bowling. Rowling,
1998, p. 66
The
government
can interfere
with the school
curriculum and
governance
Daily Prophet: “In a surprise move last night the Ministry
of Magic passed new legislation giving itself an
unprecedented level of control at Hogwarts School “
“…the passing of Educational Decree Number Twenty-
three…creates the new position of Hogwarts High
Inquisitor…‘The Inquisitor will have powers to inspect
her fellow educators and make sure that they are coming
up to scratch.”
Rowling,
2003, p. 229
The Hogwarts’
graduates don’t
know more
than their
predecessors
“The time had come to choose their subjects for the third
year…“I just want to give up Potions,” said Harry. “We
can’t,” said Ron gloomily. “We keep all our old subjects,
or I’d’ve ditched Defense Against the Dark Arts.”
“Harry bent swiftly over the tattered book Slughorn had
lent him. To his annoyance he saw that the previous
owner had scribbled all over the pages, so that the margins
were as black as the printed portions. Bending low to
decipher the ingredients (even here, the previous owner
had made annotations and crossed things out)…”
“I just tried a few of the tips written in the margins,
honestly, Ginny, there’s nothing funny-”
“Harry bent low to retrieve the book, and as he did so, he
saw…scribbled along the bottom of the back cover in the
same small, cramped handwriting…This book is the
property of the Half Blood Prince.”
“It’s just that I was right about Eileen Prince once owning
the book. 15 You see…she was Snape’s mother!”… “I was
going through the rest of the old Prophets and there was a
tiny announcement about Eileen Prince marrying a man
called Tobias Snape, and then later an announcement
saying that she’d given birth…“Snape must have been
proud of being ‘half a Prince’, you see? Tobias Snape was
a Muggle from what it said in the Prophet” “Yeah, that
Rowling,
1999a, p. 161
Rowling,
2005, p. 123
Rowling,
2005, p. 125
Rowling,
2005, p. 126
Rowling,
2005, p. 417 29 29
could get in with Lucius Malfoy and the rest of hem…
Pure-blood mother, Muggle father…ashamed of his
parentage, trying to make himself feared using the Dark
Arts, gave himself an impressive new name…the Half-
Blood Prince - how could Dumbledore have missed —?”
“…that the parents he would destroy in his murderous
quest were people that Professor Snape knew, that they
were your mother and father —”
Rowling,
2005, p. 360
Potterian
students lack
creative skills
and cannot
think
originally,
which
diminishes
entrepreneurial
spirit
“It hasn’t been easy, Harry, guiding you through these
tasks without arousing suspicion. I have had to use every
ounce of cunning I possess, so that my hand would not be
detectable in your success. Dumbledore would have been
very suspicious if you had managed everything too easily. As long as you got into that maze, preferably with a
decent head start - then, I knew, I would have a chance of
getting rid of the other champions and leaving your way
clear. But I also had to contend with your stupidity. The
second task…that was when I was most afraid we would
fail. I was keeping watch on you, Potter. I knew you
hadn’t worked out the egg’s clue, so I had to give you
another hint”
Rowling,
2000, p. 434
After
Graduation
from
Hogwarts,
wizards choose
a profession
The time had come to choose their subjects for the third
year…Percy Weasley was eager to share his experience. “Depends where you want to go, Harry,” he said. “It’s
never too early to think about the future, so I’d
recommend Divination. People say Muggle Studies is a
soft option, but I personally think wizards should have a
thorough understanding of the non-magical community,
particularly if they’re thinking of working in close contact
with them — look at my father, he has to deal with
Muggle business all the time. 15 My brother Charlie was
always more of an outdoor type, so he went for Care of
Magical Creatures. Play to your strengths, Harry.”
Rowling,
1999a, pp. 161–162
Goblins can
easily
distinguish
between the
fake and real
Galleons
“The long counter was manned by goblins sitting on high
stools serving the first customers of the day. Hermione,
Ron, and Travers headed toward an old goblin who was
examining a thick gold coin through an eyeglass…The
goblin tossed the coin he was holding aside, said to
nobody in particular, “Leprechaun,” and then greeted
Travers.”
Rowling,
2007, p. 351
Inflation of
home prices
“This house!” shrieked Uncle Vernon, the vein his
forehead starting to pulse. “Our house! House prices are
skyrocketing around here! Rowling,
2007, p. 20
Inflation
“Yes, dragon,” repeated the wizard conversationally. “My
last bottle, and prices are sky-high at the moment. Still, it
might be reusable.”
Rowling,
2005, p. 43 could get in with Lucius Malfoy and the rest of hem…
Pure-blood mother, Muggle father…ashamed of his
parentage, trying to make himself feared using the Dark
Arts, gave himself an impressive new name…the Half-
Blood Prince - how could Dumbledore have missed —?”
“…that the parents he would destroy in his murderous
quest were people that Professor Snape knew, that they
were your mother and father —”
Rowling,
2005, p. 360
Potterian
students lack
creative skills
and cannot
think
originally,
which
diminishes
entrepreneurial
spirit
“It hasn’t been easy, Harry, guiding you through these
tasks without arousing suspicion. I have had to use every
ounce of cunning I possess, so that my hand would not be
detectable in your success. Dumbledore would have been
very suspicious if you had managed everything too easily. As long as you got into that maze, preferably with a
decent head start - then, I knew, I would have a chance of
getting rid of the other champions and leaving your way
clear. But I also had to contend with your stupidity. The
second task…that was when I was most afraid we would
fail. I was keeping watch on you, Potter. I knew you
hadn’t worked out the egg’s clue, so I had to give you
another hint”
Rowling,
2000, p. 434 After
Graduation
from
Hogwarts,
wizards choose
a profession
The time had come to choose their subjects for the third
year…Percy Weasley was eager to share his experience. 15 “Depends where you want to go, Harry,” he said. “It’s
never too early to think about the future, so I’d
recommend Divination. People say Muggle Studies is a
soft option, but I personally think wizards should have a
thorough understanding of the non-magical community,
particularly if they’re thinking of working in close contact
with them — look at my father, he has to deal with
Muggle business all the time. My brother Charlie was
always more of an outdoor type, so he went for Care of
Magical Creatures. Play to your strengths, Harry.”
Rowling,
1999a, pp. 161–162
Goblins can
easily
distinguish
between the
fake and real
Galleons
“The long counter was manned by goblins sitting on high
stools serving the first customers of the day. Hermione,
Ron, and Travers headed toward an old goblin who was
examining a thick gold coin through an eyeglass…The
goblin tossed the coin he was holding aside, said to
nobody in particular, “Leprechaun,” and then greeted
Travers.”
Rowling,
2007, p. 351
Inflation of
home prices
“This house!” shrieked Uncle Vernon, the vein his
forehead starting to pulse. “Our house! House prices are
skyrocketing around here! Rowling,
2007, p. 20
Inflation
“Yes, dragon,” repeated the wizard conversationally. “My
last bottle, and prices are sky-high at the moment. Still, it
might be reusable.”
Rowling,
2005, p. 43 30 Appendix B. Additional Economic Ideas2 Appendix B. Additional Economic Ideas2 Appendix B. Additional Economic Ideas
Additional
Economic
Ideas
Quote
Reference
Rational
ignorance-
inattention
“Haven’t…you been getting the Daily Prophet!”
Hermione asked nervously. “Yeah, I have!” said Harry. “Have you – er – been reading it thoroughly?” Hermione
asked…“Not cover to cover,” said Harry defensively. Rowling,
2003, p. 55
Barter
exchange
“Ron had taken out a lumpy package and unwrapped it. There were four sandwiches inside. He pulled one of them
apart and said, “She always forgets I don’t like corned
beef.” “Swap you for one of these,” said Harry, holding
up a pasty.”
“Though the goblins of Gringotts will consider it base
treachery, I have decided to help you – for payment.” …“I
want the sword. 2 The list in this appendix cites additional ideas found in Potterian economics but are not discussed explicitly in the paper because
of space limitations. 15 The sword of Godric Gryffindor.”… The
sword is the price of my hire, take it or leave it!”
“A large sign had been affixed to the Gryffindor
noticeboard; so large it covered everything else on it – the
lists of secondhand spellbooks for sale…the offers to
barter certain Chocolate Frog Cards for others”
Rowling,
1998, p. 66
Rowling,
2007, pp. 334–335
Rowling,
2003, p. 262
Barter
exchange – a
lack of double
coincidence of
wants
“I have decided to help you – for payment.” …“How
much do you want? I’ve got gold.” “Not gold,” said
Griphook. “I have gold.”
Rowling,
2007, pp. 334
Implicit
contract – a
handshake
“I have your word, Harry Potter, that you will give me the
sword of Gryffindor if I help you?” “Yes,” said Harry. “Then shake,” said the goblin, holding out his hand.”
Rowling,
2007, p. 337
Secondhand,
used goods’
market
“Mrs. Weasley and Ginny were going to a secondhand
robe shop.”
“I thought they’d bring out the color of your eyes, dear,”
said Mrs. Weasley fondly. “Well, they’re okay!” said Ron
angrily, looking at Harry’s robes. “Why couldn’t I have
some like that?” “Because…well, I had to get yours
secondhand, and there wasn’t a lot of choice!” said Mrs. Weasley”
Rowling,
1999a, p. 37
Rowling,
2000, p. 101
Diminishing
marginal utility
“The leprechaun gold I gave you…Why didn’t you tell me
it disappeared?”…“I dunno…I never noticed it had
gone...“Must be nice,” Ron said…“To have so much
Rowling,
2000, p. 351
2 The list in this appendix cites additional ideas found in Potterian economics but are not discussed explicitly in the paper be 31 money you don’t notice if a pocketful of Galleons goes
missing.”
Budget
constraint
“I haven’t got any money — and you heard Uncle Vernon
last night…he won’t pay for me to go and learn magic.”
Rowling,
1998, p. 41
Non-tradable
goods
“We need them for the Skiving Snackboxes but they’re a
Class C Non-Tradable Substance so we’ve been having a
bit of trouble getting hold of them.”
Rowling,
2003, p. 128
Price
adjustment -
Haggling and
negotiating
over price
“In that case, perhaps we can return to my list,” said Mr. Malfoy shortly. “I am in something of a hurry, Borgin, I
have important business elsewhere today —” They started
to haggle.”
“Look what Dung’s got us,” said George...“Venomous
Tentacula seeds,” said George. 15 “Ten Galleons the lot, then
Dung?” said Fred. “Wiv all the trouble I went to get ‘em?”
said Mundungus, his saggy, bloodshot eyes stretching
even wider. “I’m sorry, lads, but I’m not taking a Knut
under twenty.”…Mundungus looked nervously over his
shoulder…he grunted. “All right, lads, ten it is, if you’ll
take ‘em quick.”
Rowling,
1999a, p. 34
Rowling,
2003, pp. 128–129
Fund raising,
donations
“All proceeds from the Fountain of Magical Brethren will
be given to St. Mungo’s Hospital for magical maladies
and injuries.”
Rowling,
2003, p. 95
Consumption
smoothing
“Once Harry had refilled his money bag with gold
Galleons, silver Sickles, and bronze Knuts from his vault
at Gringotts, he had to exercise a lot of self-control not to
spend the whole lot at once.”
Rowling,
1999b, p. 31
Black market
“Meanwhile, a flourishing black-market trade in aids to
concentration, mental agility and wakefulness had sprung
up among the fifth- and seventh-years. Harry and Ron
were much tempted by the bottle of Baruffio’s Brain
Elixir offered to them by Ravenclaw sixth-year Eddie
Carmichael, who swore it was solely responsible for the
nine ‘Outstanding’ OWLs he had gained the previous
summer and was offering a whole pint for a mere twelve
Galleons.”
Rowling,
2003, p. 527
Marketing and
market
research
“We’re going to use it to do a bit of market research, find
out exactly what the average Hogwarts student requires
from a joke shop, carefully evaluate the results of our
research, then produce products to fit the demand.”
Rowling,
2003, p. 169
Minimum
wage
“Our short-term aims," said Hermione…"are to secure
house-elves fair wages and working conditions.”
Rowling,
2000, p. 145
Representative
government
“Our long-term aims include…trying to get an elf into the
Department for the Regulation and Control of Magical
Creatures, because they're shockingly underrepresented.”
Rowling,
2000, p. 145 32 Opening the
market to
caldron
imports is
expected to
drive the prices
down
“What are you working on?” said Harry. “A report for the
Department of International Magical Cooperation,” said
Percy smugly. “We’re trying to standardize cauldron
thickness. Some of these foreign imports are just a shade
too thin - leakages have been increasing at a rate of almost
three percent a year”… “unless some sort of international
law is imposed we might well find the market flooded
with flimsy, shallow bottomed products that seriously
endanger -”
Rowling,
2000, pp. 15 36–37
Fine for traffic
violation
“Daily Prophet…said: Inquiry at the Ministry of Magic -
Arthur Weasley, Head of the Misuse of Muggle Artifacts
Office, was today fined fifty Galleons for bewitching a
Muggle car.”
Rowling,
1999a, p. 142
Import
restrictions-
regulations
“He wants a word with you about your embargo on flying
carpets.” Mr. Weasley heaved a deep sigh…“Carpets are
defined as a Muggle Artifact by the Registry of Proscribed
Charmable Objects”…“Well, they’ll never replace brooms
in Britain, will they?” said Bagman. “Ali thinks there’s a
niche in the market for a family vehicle,” said Mr. Crouch. “I remember my grandfather had an Axminster
that could seat twelve - but that was before carpets were
banned, of course.”
Rowling,
2000, p. 59
Product
Standardization
“We’re trying to standardize cauldron thickness. Some of
these foreign imports are just a shade too thin - leakages
have been increasing at a rate of almost three percent a
year”
Rowling,
2000, p. 36
Gambling
market
“Now, now, Penny, no sabotage!” said Percy heartily as
she examined the Firebolt closely. “Penelope and I have
got a bet on,” he told the team. “Ten Galleons on the
outcome of the match!”
Rowling,
1999b, p. 164
Scarcity
“As Harry might have told you, the final of the Quidditch
World Cup takes place this Monday night, and my
husband, Arthur, has just managed to get prime tickets
through his connections at the Department of Magical
Games and Sports.”
Rowling,
2000, p. 20
Saving
“Boys,” said Mr. Weasley under his breath, “I don’t want
you betting…That’s all your savings”
Rowling,
2000, p. 57
Corruption
“As Harry might have told you, the final of the Quidditch
World Cup takes place this Monday night, and my
husband, Arthur, has just managed to get prime tickets
through his connections at the Department of Magical
Games and Sports.”
Rowling,
2000, p. 20 33 Appendix C. Round Prices3 Appendix C. Round Prices3
Round Prices
Quote
Reference
1,500 Galleons
– cursed opal
necklace at
Borgin and
Burkes
“Is this necklace for sale?” she asked, pausing beside a
glass-fronted case. “If you’ve got one and a half thousand
Galleons,” said Mr. Borgin coldly.”
Rowling,
2005, p. 3 This appendix offers a list of the goods and services with round prices, as discussed in the paper, in section 6. 15 83
1,000 Galleons
– prize for
winning the
Triwizard
tournament
“An impartial judge will decide which students are most
worthy to compete for the Triwizard Cup, the glory of
their school, and a thousand Galleons personal prize
money.”
Rowling,
2000, pp. 121–122
1,000 Galleons
– A bounty on
the head of
escaped Death
Eaters
“A large poster had been stuck up in the window… and
Harry found himself staring once more at the pictures of
the ten escaped Death Eaters. The poster, By Order of the
Ministry of Magic, offered a thousand-Galleon reward to
any witch or wizard with information leading to the
recapture of any of the convicts pictured”
Rowling,
2003, p. 416
700 Galleons –
Prize from
Daily Prophet
drawing
“I couldn’t believe it when Dad won the Daily Prophet
Draw. Seven hundred galleons! Most of it’s gone on this
trip, but they’re going to buy me a new wand for next
year.”
Rowling,
1999b, p. 6
500 Galleons –
Goblin-made
armor at
Borgin and
Burkes
“Mr. Burke would like to make an improved offer for the
goblin-made armor,” said Voldemort. “Five hundred
Galleons, he feels it is a more than fair.”
Rowling,
2005, p. 286
100 Galleons –
Acromantula
Venom, per
pint
“I mean, it’s almost impossible to get venom from an
acromantula while it’s alive…” “Slughorn seemed to be
talking more to himself than Harry now. “…seems an
awful waste not to collect it…might get a hundred
Galleons a pint”
Rowling,
2005, p. 316
20 Galleons –
Deflagration
Deluxe
“Hermione, it’s…twenty [Galleons] for the Deflagration
Deluxe…”
Rowling,
2003, p. 472
10 Galleons –
Hermione’s
birthday
present
“I’ve still got ten Galleons,” she said, checking her purse. “It’s my birthday in September, and Mum and Dad gave
me some money to get myself an early birthday present.”
Rowling,
1999b, p. 36
10 Galleons –
Omnioculars
“Omnioculars,” said the saleswizard eagerly. “You can
replay action… slow everything down…and they flash up
a play-by- play breakdown if you need it. Bargain - ten
Galleons each.”
Rowling,
2000, p. 60
10 Galleons –
“Professor Dumbledore offered Dobby ten Galleons a
Rowling,
3 This appendix offers a list of the goods and services with round prices, as discussed in the paper, in section 6. 34 Weekly pay to
house-elf
week, and weekends off,” said Dobby”
2000, p. 15 244
10 Galleons –
Metamorph-
Medals for
changing your
appearance,
100,000
disguises
“Some idiot’s started selling Metamorph-Medals. Just
sling them around your neck and you’ll be able to change
your appearance at will. A hundred thousand disguises, all
for ten Galleons!”
Rowling,
2005, p. 58
10 Galleons –
Bet on the
outcome of a
Quidditch
match
“Now, now, Penny, no sabotage!” said Percy heartily as
she examined the Firebolt closely. “Penelope and I have
got a bet on,” he told the team. “Ten Galleons on the
outcome of the match!”
Rowling,
1999b, p. 164
10 Galleons –
Slytherin’s
Locket
“She didn’t seem to have any idea how much it was
worth. Happy to get ten Galleons for it. Best bargain we
ever made!”
Rowling,
2005, p. 171
10 Galleons –
Unicorn hair
“Not long after this, Hagrid became tearful again and
pressed the whole unicorn tail upon Slughorn, who
pocketed it with cries of, “To friendship! To generosity! To ten Galleons a hair!”
Rowling,
2005, p. 320
5 Galleons –
Basic Blaze
box
“Hermione, it’s five Galleons for your Basic Blaze box”
Rowling,
2003, p. 472
5 Galleons –
Rubber
chicken wand
“Bagman didn’t seem to think the wand was rubbish at
all…his boyish face shone with excitement as…the wand
gave a loud squawk and turned into a rubber chicken…
“Excellent! I haven’t seen one that convincing in years! I’d pay five Galleons for that!”
Rowling,
2000, p. 57
5 Knuts per
scoop –
Glittery-Black
Beetle Eyes
“Harry himself examined…glittery-black beetle eyes (five
Knuts a scoop).”
Rowling,
1998, p. 52 35 Appendix D. Convenient Prices4 Convenient
Prices
Quote
Reference
21 Galleons –
Silver Unicorn
Horn
“Harry himself examined silver unicorn horns at twenty-
one Galleons each”
Rowling,
1998, p. 52
16 Galleons –
Human skull at
Borgin and
Burkes
“And…what about this lovely…um…skull?” “Sixteen
Galleons.”
Rowling,
2005, p. 83
12 Galleons –
12-week
course of
Apparition
lessons
“Apparition Lessons: If you are seventeen years of
age…you are eligible for a twelve-week course of
Apparition Lessons from a Ministry of Magic Apparition
instructor…Cost: 12 Galleons.”
Rowling,
2005, p. 233
9 Galleons –
New copy of
Advanced
Potion-Making
“He pulled the old copy of Advanced Potion-Making…
There sat the Prince’s copy, disguised as a new book, and
there sat the fresh copy from Flourish and Blotts, looking
thoroughly secondhand. 15 “I’ll give Slughorn back the new
one, he can’t complain, it cost nine Galleons.”
Rowling,
2005, p. 144
7 Galleons –
New wand
from
Ollivanders
“Harry shivered. He wasn’t sure he liked Mr. Ollivander
too much. He paid seven gold Galleons for his wand, and
Mr. Ollivander bowed them from his shop.”
Rowling,
1998, p. 55
2 Galleons –
Headless hat
Fred and George were demonstrating their latest bit of
joke shop merchandise. “Headless Hats!” shouted George,
as Fred waved a pointed hat decorated with a fluffy pink
feather at the watching students. “Two Galleons each”
Rowling,
2003, p. 403
16 Sickles –
Dragon Liver,
per ounce
“A plump woman outside an Apothecary was shaking her
head as they passed, saying, “Dragon liver, sixteen Sickles
an ounce, they’re mad…”
Rowling,
1998, p. 46
11 Sickles –
Night bus to
London
“Listen, how much would it be to get to London?”
“Eleven Sickles,” said Stan.”
Rowling,
1999b, p. 22
7 Sickles –
Canary Cream
“Canary Creams!” Fred shouted to the excitable crowd. “George and I invented them – seven Sickles each, a
bargain!”
Rowling,
2000, p. 236
4 Sickles – Hot
water and
toothbrush in
the color of
your choice
“Listen, how much would it be to get to London?”
“Eleven Sickles,” said Stan, “but…for fifteen you get an
’ot-water bottle an’ a toofbrush in the color of your
choice.”
Rowling,
1999b, p. 22
2 Sickles –
Hot chocolate
“Listen, how much would it be to get to London?”
“Eleven Sickles,” said Stan, “…but for firteen you get ’ot
Rowling,
1999b, p. 4 This appendix offers a list of the goods and services with convenient prices as discussed in the paper in section 6 36
on the night
bus
chocolate”
22
2 Sickles –
Membership in
S.P.E.W
“It’s S-P-E-W. Stands for the Society for the Promotion of
Elfish Welfare.”…“We start by recruiting members,” said
Hermione happily. “I thought two Sickles to join”
Rowling,
2000, pp. 144–145 36
on the night
bus
chocolate”
22
2 Sickles –
Membership in
S.P.E.W
“It’s S-P-E-W. Stands for the Society for the Promotion of
Elfish Welfare.”…“We start by recruiting members,” said
Hermione happily. “I thought two Sickles to join”
Rowling,
2000, pp. 144–145 36
on the night
bus
chocolate”
22
2 Sickles –
Membership in
S.P.E.W
“It’s S-P-E-W. Stands for the Society for the Promotion of
Elfish Welfare.”…“We start by recruiting members,” said
Hermione happily. 15 “I thought two Sickles to join”
Rowling,
2000, pp. 144–145 37 E. Broomstick Makes and Models – Technological Innovations in the Potteria
Economy5 Appendix E. Broomstick Makes and Models – Technological Innovations in the Potter
Economy5
Broomstick
makes and
models
Quote
Reference
Cleansweep-5
“As for the old Cleansweeps” — he smiled nastily at Fred
and George, who were both clutching Cleansweep Fives
—“sweeps the board with them.”
Rowling,
1999a, p. 71
Cleansweep-6
“Pausing every few pages [of The Quibbler magazine:],
he read…“an interview with a wizard who claimed to
have flown to the moon on a Cleansweep Six and brought
back a bag of moon frogs to prove it.”
Rowling,
2003, p. 143
Cleansweep-7
“He’s just the build for a Seeker, too,” said Wood…
“Light —speedy—we’ll have to get him a decent broom,
Professor — a Nimbus Two Thousand or a Cleansweep
Seven, I’d say.”
Rowling,
1998, p. 98
Cleansweep-11 “He…almost walked into Ron, who was…clutching his
broomstick. He gave a great leap of surprise when he saw
Harry and attempted to hide his new Cleansweep Eleven
behind his back.”
Rowling,
2003, p. 202
Nimbus-2000
“Even Harry, who knew nothing about the different
brooms, thought it looked wonderful. Sleek and shiny,
with a mahogany handle, it had a long tail of neat, straight
twigs and Nimbus Two Thousand written in gold near the
top.”
“They took turns riding Harry’s Numbus-2000, which was
easily the best broom”
Rowling,
1998, p. 108
Rowling,
1999a, p. 30
Nimbus-2001
“Let me show you the generous gift he’s made to the
Slytherin team.” All seven of them held out their
broomsticks. Seven highly polished, brand-new handles
and seven sets of fine gold lettering spelling the words
Nimbus Two Thousand and One… “Very latest model. Only came out last month,” said Flint…“I believe it
outstrips the old Two Thousand series by a considerable
amount.”
Rowling,
1999a, p. 71
Comet-260
“What did you say you’ve got at home, Malfoy, a Comet
Two Sixty?” Ron grinned at Harry. “Comets look flashy,
but they’re not in the same league as the Nimbus.”
Rowling,
1998, p. 107
Comet-290
“Ron was rhapsodizing about his new broom…“…nought
to seventy in ten seconds, not bad, is it? When you think
the Comet Two Ninety’s only nought to sixty and that’s
with a decent tailwind according to Which Broomstick?”
Rowling,
2003, p. 5 Broomstick models and makes are discussed in the paper in the context of technological progress, in section 14. 15 128
Shooting Star
“They took turns riding Harry’s Nimbus Two Thousand,
Rowling,
5 Broomstick models and makes are discussed in the paper in the context of technological progress, in section 14. 38 which was easily the best broom; Ron’s old Shooting Star
was often outstripped by passing butterflies.”
“Harry borrowed a copy of Which Broomstick from
Wood, and decided to spend the day reading up on the
different makes. He had been riding one of the school
brooms at team practice, an ancient Shooting Star, which
was very slow and jerky.”
1999a, p. 30
Rowling,
1999b, p. 121
Bluebottle
“At…the field…was a gigantic blackboard…watching it,
Harry saw that it was flashing advertisements across the
field. The Bluebottle: A Broom for All the Family - safe,
reliable, and with Built-in Anti-Burglar Buzzer.”
Rowling,
2000, pp. 62–63
Silver Arrow
“Look at the balance on it! If the Nimbus series has a
fault, it’s a slight list to the tail end — you often find they
develop a drag after a few years. They’ve updated the
handle too, a bit slimmer than the Cleansweeps, reminds
me of the old Silver Arrows — a pity they’ve stopped
making them. I learned to fly on one, and a very fine old
broom it was too…”
Rowling,
1999b, p. 162
Firebolt
“Harry…was able to read the sign next to the broom:
“THE FIREBOLT: This state-of-the-art racing broom
sports a stream-lined, superfine handle of ash, treated with
a diamond-hard polish and hand-numbered with its own
registration number. Each individually selected birch twig
in the broomtail has been honed to aerodynamic
perfection, giving the Firebolt unsurpassable balance and
pinpoint precision. The Firebolt has an acceleration of 150
miles an hour in ten seconds and incorporates an
unbreakable braking charm. Price on request.” Harry
didn’t like to think how much gold the Firebolt would
cost.”
“He had never wanted anything as much in his whole life
— but he had never lost a Quidditch match on his
Nimbus Two Thousand, and what was the point in
emptying his Gringotts vault for the Firebolt, when he had
a very good broom already? Harry didn’t ask for the price,
but he returned, almost every day after that, just to look at
the Firebolt.”
“On the other hand, she rides a Comet-260, which is going
to look like a joke next to the Firebolt.”
Rowling,
1999b, p. 32
Rowling,
1999b, p. 39 39 15 32
Rowling,
1999b, p. 162 References Rowling, J.K., 1998. Harry Potter and the Philosopher’s Stone. Bloomsbury, London, UK. Rowling, J.K., 1999a. Harry Potter and the Chamber of Secrets. Bloomsbury, London, UK. Rowling, J.K., 1999b. Harry Potter and the Prisoner of Azkaban. Bloomsbury, London, UK. Rowling, J.K., 2000. Harry Potter and the Goblet of Fire. Bloomsbury, London, UK. Rowling, J.K. - under the pseudonym - Newt Scamander, 2001a. Fantastic Beasts and Where t
Find Them. Arthur A. Levine, New York, NY. Rowling, J.K. - under the pseudonym - Kennilworthy Whisp, 2001b. Quidditch through the Ag
Arthur A. Levine, New York, NY. Rowling, J.K., 2003. Harry Potter and the Order of the Phoenix. Bloomsbury, London, UK. Rowling J.K., 2005. Harry Potter and the Half-Blood Prince. Arthur A. Levine, New York, NY
Rowling J.K., 2007. Harry Potter and the Deathly Hallows. Arthur A. Levine, New York, NY. Rowling, J.K., 1998. Harry Potter and the Philosopher’s Stone. Bloomsbury, London, UK. Rowling J K 1999a Harry Potter and the Chamber of Secrets Bloomsbury London UK Rowling, J.K., 1998. Harry Potter and the Philosopher’s Stone. Bloomsbury, London, UK. Rowling, J.K., 1998. Harry Potter and the Philosopher’s Stone. Bloomsbury, London, UK. Rowling, J.K., 2000. Harry Potter and the Goblet of Fire. Bloomsbury, London, UK. Rowling, J.K., 2000. Harry Potter and the Goblet of Fire. Bloomsbury, London, UK. Rowling, J.K. - under the pseudonym - Newt Scamander, 2001a. Fantastic Beasts and Where to
Find Them. Arthur A. Levine, New York, NY. Rowling, J.K. - under the pseudonym - Newt Scamander, 2001a. Fantastic Beasts and Where to
Find Them. Arthur A. Levine, New York, NY. Rowling, J.K. - under the pseudonym - Kennilworthy Whisp, 2001b. Quidditch through the Ages. Arthur A. Levine, New York, NY. Rowling, J.K. - under the pseudonym - Kennilworthy Whisp, 2001b. Quidditch through the Ages. Arthur A. Levine, New York, NY. Rowling, J.K., 2003. Harry Potter and the Order of the Phoenix. Bloomsbury, London, UK. Rowling, J.K., 2003. Harry Potter and the Order of the Phoenix. Bloomsbury, London, UK. Rowling J.K., 2005. Harry Potter and the Half-Blood Prince. Arthur A. Levine, Rowling J.K., 2007. Harry Potter and the Deathly Hallows. Arthur A. Levine, New York, NY. Rowling J.K., 2007. Harry Potter and the Deathly Hallows. Arthur A. Levine, New York, NY.
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Use of Psychotropic Medications and Illegal Drugs, and Related Consequences Among French Pharmacy Students – SCEP Study: A Nationwide Cross-Sectional Study
|
Frontiers in pharmacology
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To cite this version: David Balayssac, Bruno Pereira, Maxime Darfeuille, Pierre Cuq, Laurent Vernhet, et al.. Use of
Psychotropic Medications and Illegal Drugs, and Related Consequences Among French Pharmacy
Students – SCEP Study: A Nationwide Cross-Sectional Study. Frontiers in Pharmacology, 2018, 9,
pp.725. 10.3389/fphar.2018.00725. hal-01858850 Edited by: Edited by:
Francisco Lopez-Munoz,
Universidad Camilo José Cela, Spain Edited by:
Francisco Lopez-Munoz,
Universidad Camilo José Cela, Spain Background: The use of psychotropic medications and illegal drugs is a worldwide
public health issue, leading to addiction, psychiatric and somatic disorders, and death. Pharmacy students are more exposed to psychotropic medications than other students
(non-medical), which could lead to an overuse. The main objective of this study was
to assess the prevalence of psychotropic drug use (medications and illegal drugs)
by French pharmacy students, by carrying out a nationwide cross-sectional study. The relation of these medications and illegal drug use with several comorbidities and
academic achievement was also assessed. Francisco Lopez-Munoz,
Universidad Camilo José Cela, Spain ,
p
Reviewed by:
F. Javier Alvarez,
Universidad de Valladolid, Spain
John Martin Corkery,
University of Hertfordshire,
United Kingdom
*Correspondence:
David Balayssac
dbalayssac@chu-clermontferrand.fr Reviewed by:
F. Javier Alvarez,
Universidad de Valladolid, Spain
John Martin Corkery,
University of Hertfordshire,
United Kingdom *Correspondence:
David Balayssac
dbalayssac@chu-clermontferrand.fr *Correspondence:
David Balayssac
dbalayssac@chu-clermontferrand.fr Methods: This online survey was performed by emails sent to all French pharmacy
faculties over a period of 66 days (March 16, 2016 to May 20, 2016). The survey
assessed the prevalence of uses of psychotropic medications and illegal drugs during
the last 3 months. These uses were compared to student characteristics (personal and
university) and comorbidities (anxiety, depression, stress, and fatigue). Specialty section:
This article was submitted to
Neuropharmacology,
a section of the journal
Frontiers in Pharmacology Specialty section:
This article was submitted to
Neuropharmacology,
a section of the journal
Frontiers in Pharmacology
Received: 23 April 2018
Accepted: 15 June 2018
Published: 17 July 2018
Citation:
Balayssac D, Pereira B, Darfeuille M,
Cuq P, Vernhet L, Collin A, Vennat B
and Authier N (2018) Use Specialty section:
This article was submitted to
Neuropharmacology,
a section of the journal
Frontiers in Pharmacology
Received: 23 April 2018
Accepted: 15 June 2018
Published: 17 July 2018 Received: 23 April 2018
Accepted: 15 June 2018
Published: 17 July 2018 Results: Of the 2,609 questionnaires received, 2,575 were completed and useable for
the analysis. Among French pharmacy students and during the 3 last months, 9.4%
have used psychotropic medications, 21.5% illegal drugs and 3.3% both psychotropic
medications and illegal drugs. Psychotropic medications were used in the cases of
a medical prescription (49.0%), a self-medication (42.4%) or a non-medical intent
(26.3%). Use of Psychotropic Medications
and Illegal Drugs, and Related
Consequences Among French
Pharmacy Students – SCEP Study:
A Nationwide Cross-Sectional Study
David Balayssac1*, Bruno Pereira2, Maxime Darfeuille3, Pierre Cuq4, Laurent Vernhet5, 1 Inserm U1107, NEURO-DOL, Faculté de Pharmacie, Laboratoire de Toxicologie, Université Clermont Auvergne, CHU
Clermont-Ferrand, Délégation à la Recherche Clinique et à l’Innovation, Clermont-Ferrand, France, 2 CHU Clermont-Ferrand,
Délégation à la Recherche Clinique et à l’Innovation, Clermont-Ferrand, France, 3 Faculté de Pharmacie, Laboratoire de
Toxicologie, Université Clermont Auvergne, Clermont-Ferrand, France, 4 Institut des Biomolécules Max Mousseron (IBMM),
UMR 5247, CNRS, ENSCM, Faculté de Pharmacie, Université de Montpellier, Montpellier, France, 5 UMR Inserm 1085,
Institut de Recherche sur la Santé, l’Environnement et le Travail (IRSET), Université de Rennes 1, Rennes, France, 6 Inserm
U1107, NEURO-DOL, Faculté de Pharmacie, Laboratoire de Toxicologie, Université Clermont Auvergne, Clermont-Ferrand,
France, 7 ACCePPT, Faculté de Pharmacie, Université Clermont Auvergne, Clermont-Ferrand, France, 8 Inserm U1107,
NEURO-DOL, Université Clermont Auvergne, Faculté de Médecine, CHU Clermont-Ferrand, Pharmacologie Médicale,
Clermont-Ferrand, France HAL Id: hal-01858850
https://uca.hal.science/hal-01858850v1
Submitted on 5 Oct 2018 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. ORIGINAL RESEARCH
published: 17 July 2018
doi: 10.3389/fphar.2018.00725 Edited by: Stress scores of the last 7 days were higher for psychotropic medication users
compared to non-users and illegal drug users. Proportions of anxiety and depression at
the time of answer were higher for psychotropic medication users than for non-users
and illegal drug users. Fatigue scores of the last 7 days were lower for illegal drug users
compared to non-users and self-medicated students. Annual average marks of the last INTRODUCTION cannabis daily (Sachs et al., 2015). Cannabis use can induce
acute and long-term disorders, such as cardiovascular disorders
(tachycardia, myocardial infarction and cardiomyopathies, etc.),
respiratory disorders (airway inflammation, chronic bronchitis,
emphysema, etc.), lung cancer, immunosuppression, sleep
disorders (somnolence and decrease of the sleep quality, etc.),
cognitive disorders (memory impairment, deficits in visual
attention, verbal fluency, etc.) and substance use disorders (Sachs
et al., 2015; Blanco et al., 2016). Cannabis use may be associated
with psychiatric disorders, but data from the scientific literature
remains more ambiguous (Sachs et al., 2015; Blanco et al., 2016;
Hill, 2017). The use of psychotropic medications and illegal drugs is a
worldwide public health issue leading to addiction, psychiatric
and somatic disorders, and death (United Nations Office on
Drugs and Crime [UNODC], 2016). Among psychotropic
medications, benzodiazepines, Z-drugs (zolpidem and zopiclone)
and opioids are the main drugs used and misused (Casati
et al., 2012). The prevalence of use of medically prescribed
benzodiazepines was about 9.7% of young adults in 2013 in
France (Bénard-Laribière et al., 2016). Benzodiazepines and
Z-drugs are used by more than 5.2% of American people
between the ages of 18 and 80 years old (Soyka, 2017). Besides the risk of addiction for chronic users, benzodiazepines
are responsible for several adverse effects such as drowsiness,
lethargy, fatigue, excessive sedation, stupor, “hangover effects”
the next day, disturbances of concentration and attention,
symptom rebound after discontinuation (i.e., recurrence of the
original disorder, most commonly a sleep disorder), hypotonia,
ataxia, impaired driving ability, falls (fractures) and death
from overdose (3.1 deaths per 100,000 American adults in
2013) (Bachhuber et al., 2016; Soyka, 2017). Although initially
presented as superior to benzodiazepines, Z-drugs are not
likely different to benzodiazepines regarding either effectiveness
or safety (Holbrook, 2004). Misuse of opioid medications is
currently a growing problem worldwide (Morley et al., 2017). In
the United States in 2005, 4–5% of the adult population (9.6–
11.5 million people) were prescribed long-term opioid therapy
(Boudreau et al., 2009). Thanks to their pain relieving and
sedative properties opioid medications may also produce feelings
of pleasure, contentedness, and satisfaction, which may lead to
misuse, abuse and addiction (Pergolizzi et al., 2017). Young
individuals are more at risk of inappropriate opioid use (Peck
et al., 2016). Misuse and addiction may lead to death by overdose. In the United States, the epidemic of opioid-overdose led to
42,000 deaths in 2016 (Oquendo and Volkow, 2018). Citation: Citation:
Balayssac D, Pereira B, Darfeuille M,
Cuq P, Vernhet L, Collin A, Vennat B
and Authier N (2018) Use
of Psychotropic Medications
and Illegal Drugs, and Related
Consequences Among French
Pharmacy Students – SCEP Study:
A Nationwide Cross-Sectional Study. Front. Pharmacol. 9:725. doi: 10.3389/fphar.2018.00725 July 2018 | Volume 9 | Article 725 1 Frontiers in Pharmacology | www.frontiersin.org Balayssac et al. Psychotropic Drugs and Pharmacy Students year, attendance and perception of study difficulty were lower for illegal drug users than
for non-users. Conclusion:
French
pharmacy
students
were
less
exposed
to
psychotropic
medications and illegal drugs than the general French population. However, in
comparison to other students in other countries, the use of psychotropic medications
seemed to be lower, but with a proportionally higher use of anxiety/sedative medications
and a lower use of opioid medications. Keywords: psychotropic drugs, street drugs, pharmacy student, self-medication, comorbidity Frontiers in Pharmacology | www.frontiersin.org INTRODUCTION Pharmacy studies in France last 6 years and begin with a
difficult competitive exam at the end of the 1st year with a limited
number of places for each university (numerus clausus). French
pharmacy studies are aimed at preparing future pharmacists for
several roles, such as prevention, screening, diagnosis, treatment
and patient follow-up; the dispensing and administration
of medications, products and medical devices, and giving
pharmaceutical advice; guidance regarding the healthcare system
and the medico-social sector; and health education (Journal
République Française, 2009). French pharmacy students attend
university courses on pharmacology, toxicology and clinical
pharmacy, including psychotropic medications and illegal drugs. These courses integrate the benefit/risk ratio of psychotropic
medication use, so that these future pharmacists will be able
to protect their patients from drug misuse and abuse. The risk
of illegal drug use and therapeutic strategies to prevent drug
addiction are also taught to pharmacy students. We
hypothesize
that
this
knowledge
could
have
two
consequences on student behavior. On the one hand, it is
expected that these students would be better informed on risks
and thus be protected against the use and misuse of these
psychotropic medications and drugs. On the other hand, this
knowledge may comfort students in the use of these drugs, as
they consider that they know what they are doing and are aware
of the risks. It is known that medical students tend to have greater
knowledge of appropriate self-medication, are more confident
and have greater awareness of the effects of self-medication,
and tend to practice it more often and appropriately (Durrieu
et al., 2007; James et al., 2008). Medical and pharmacy students
have a high prevalence of self-medication practices (78–88%)
(Lukovic et al., 2014; Patil et al., 2014; Alkhatatbeh et al., 2016). In India, the prevalence of self-medication amongst medical In 2014, it was estimated that 5% of the world population
between 15 and 64 years old have used at least one illegal drug
(United Nations Office on Drugs and Crime [UNODC], 2016). Cannabis remains by far the most widely cultivated, trafficked
and abused “illegal” (depending on the country) drug worldwide
(WHO, 2018). But despite its wide availability, cannabis use
is not safe. Cannabis addiction will affect 10% of individuals
who start using cannabis and 25–50% of individuals who use July 2018 | Volume 9 | Article 725 Frontiers in Pharmacology | www.frontiersin.org 2 Psychotropic Drugs and Pharmacy Students Balayssac et al. Survey Protocol The primary outcome measured was psychotropic drug use
(medications and illegal drugs) during the 3 last months (list of
medications and illegal drugs, Supplementary Table 1), indication
of use, type of prescription for medication (medical or self-
medication) and frequency of use (nota bene: French pharmacists
are not allowed to prescribe drugs). Secondary outcomes were
the assessment of several comorbidities, such as anxiety and
depression symptoms using the hospital anxiety and depression
scale (HADS) at the time of the answer, considering the following
thresholds, normal (total score ≤7), borderline or suggestive of
possible anxiety/depression (total score of 8–10) and indicative
of anxiety/depression (total score ≥11) (Zigmond and Snaith,
1983), stress of the last 7 days using a visual analogic scale
(0–100 VAS: 0 no stress and 100 maximum stress imaginable)
(Pottier et al., 2011) and fatigue of the last 7 days using a visual
analogic scale (0–100 VAS: 0 no fatigue and 100 maximum
fatigue imaginable) (Punja et al., 2014). Age and sex were
recorded for the socio-demographic factors. Information on
university studies was recorded with the present year of study,
the annual average mark of last year (usually in France, marks
are rated on a 20-point scale and assessed as follows: not
validated <10/20, pass grade 10–12/20, fairly good grade 12–
14/20, good grade 14–16/20 and very good grade >16/20), grade
repetition, study difficulty perceived by the student (0–100 VAS
score, 0: easy study and 100 very hard study) and attendance
of the student (0–100 VAS score, 0: no attendance and 100:
attendance to all the courses). Daily consumptions of cigarettes
and electronic cigarettes, occasional alcohol consumption and
the consumption of alcohol higher than the limits of 21
units per week for males and 14 units per weeks for females
(defined as hazardous alcohol consumption) were also recorded. Approximately 20 min were required to complete the online
survey. Thus, the main objective of this study was to assess the
prevalence of psychotropic drug use (medications and illegal
drugs) during the last 3 months and its related medical
indication among French pharmacy students, by performing
a nationwide cross-sectional study. The secondary objectives
focused on the association between these medications (medical
prescription and self-medication) and illegal drug use with
several comorbidities (anxiety and depression at the time of the
answer, stress and fatigue during the last 7 days) and academic
achievement. 1https://redcap.chu-clermontferrand.fr/surveys/?s=4YR8HMH8XM INTRODUCTION students increases from the first (50%) to the final year of
study (90.5%) (Kasulkar and Gupta, 2015). In comparison, self-
medication is about 35% in the adult Brazilian population (within
the last 15 days) (Domingues et al., 2015), 20% in the adult
Spanish populations (within the last 15 days) (Carrasco-Garrido
et al., 2010), 50% in adolescents (meta-analysis) (Gualano et al.,
2015) and 38% in the elderly (systematic review) (Jerez-Roig et al.,
2014). Moreover, French pharmacy students have easy access to
medications during their internships in community pharmacies
and hospitals (pharmacy and clinical departments), and student
jobs in community pharmacies. However, little is known of the
prevalence of psychotropic medications and illegal drugs used by
pharmacy students. libertés, No.0160) in accordance with French law and approved
by the local ethics committee (No. 2016/CE23, March 22, 2016,
Comité de Protection des Personnes sud-est 6, IRB: 00008526). The participants’ consent was obtained with the answer to the
survey. Frontiers in Pharmacology | www.frontiersin.org Study Design For example, it is well known that alcohol 1https://redcap.chu-clermontferrand.fr/surveys/?s=4YR8HMH8XM July 2018 | Volume 9 | Article 725 Frontiers in Pharmacology | www.frontiersin.org 3 Psychotropic Drugs and Pharmacy Students Balayssac et al. psychotropic medications], 21.5% (554/2,575) illegal drugs
[18.2% (468/2,575) only illegal drugs] and 3.3% (86/2,575) both
psychotropic medications and illegal drugs. It is important to
note that 72.4% (1,864/2,575) of pharmacy students declared that
they did not use any psychotropic medications or illegal drugs
(defined in the study as non-users). Psychotropic medications
were used in the cases of a medical prescription (49.0%, 119/243),
a self-medication (42.4%, 103/243) or a non-medical intent
(26.3%, 64/243). consumption is frequently under-estimated by respondents
(Stockwell et al., 2016). The quality of the questionnaire has
been discussed and designed by a multidisciplinary group
of pharmacist, addictologist, biostatistician, toxicologist, and
epidemiologist. Sample Description Q1:23, Q3: 93
Year repetition (N = 2,551)
40.9%
1st year repetition (N = 1,025)
66.3%
2nd year repetition (N = 1,025)
18.5%
3rd year repetition (N = 1,025)
9.0%
4th year repetition (N = 1,025)
3.1%
5th year repetition (N = 1,025)
2.7%
6th year repetition (N = 1,025)
0.3%
Tobacco consumption (daily) (N = 2,563)
18.7%
e-cigarette consumption (daily) (N = 2,549)
1.8%
Alcohol consumption (occasionally) (N = 2,156)
84.0%
Hazardous alcohol consumption, male (N = 768)
8.9%
Hazardous alcohol consumption, female (N = 1,388)
3.8% The survey lasting 66 days resulted in the collection of 2,609
answers of which 2,575 were assessable according to the
inclusion/exclusion criteria. The description of the pharmacy
students who answered the survey is presented in Table 1. According to the estimation of the number of pharmacy students
in France (N = 18,000), the response rate was close to 14%. Study Design We conducted a cross-sectional nationwide online survey in
French pharmacy faculties to assess psychotropic drug use by
pharmacy students from March 16, 2016 to May 20, 2016
(66 days). The internet address of the survey1 (Supplementary
Data Sheet 1) was sent by email to all the French Pharmacy
students (metropolitan France) through the student associations
of the French pharmacy faculties and the national association of
French pharmacy students [Association Nationale des Etudiants
en Pharmacie de France (ANEPF)]. The online survey was also
sent to pharmacy students through social networks (Facebook)
and though toxicology teachers [Groupement Associé des
Enseignants de Toxicologie (GATOX)]. The number of pharmacy
students was estimated at 18,000 according to the national
numerus clausus for the admission to French pharmacy studies
in 2016–2017 (Journal Officiel de la République Française, 2017). Study data were collected and managed using REDCap
electronic data capture tools hosted at CHU Clermont-Ferrand
(Harris et al., 2009). REDCap (Research Electronic Data Capture)
is a secure, web-based application designed to support data
capture for research studies, providing: (1) an intuitive interface
for validated data entry; (2) audit trails for tracking data
manipulation and export procedures; (3) automated export
procedures for seamless data downloads to common statistical
packages; and (4) procedures for importing data from external
sources. Participants could be included in the survey if they were
1st–6th year pharmacy students studying at a French pharmacy
faculty. Exclusion criteria were defined as follows: other
university course (different from pharmacy), pharmacy residents,
young graduated pharmacists, age < 18 years. The study was designed to conform to the STROBE
(Strengthening the Reporting of Observational Studies in
Epidemiology) guidelines for reporting observational studies
(von Elm et al., 2007; Supplementary Table 2). The study was
anonymous and registered with the local correspondent of the
French Commission on Information Technology, Data Files and
Civil Liberty (Commission Nationale de l’Informatique et des Efforts have been done to address potential sources of bias. Selection bias should be limited because the survey has been
sent to all the French Pharmacy students. However, there is
no data available in France on age, sex and characteristics
of these students, so it is difficult to ensure comparability. Reporting bias for this topic can be present and difficult
to manage. Statistical Considerations Female (N = 2,575)
65.9%
Age (N = 2,575)
22.0 ± 2.3
Median: 22,
Q1: 20, Q3: 23
Study year (N = 2,575)
1st year
9.4%
2nd year
19.2%
3rd year
22.1%
4th year
17.9%
5th year
1.8%
6th year
9.6%
Annual average mark (N = 2,496)
<10/20
5.7%
10–12/20
43.2%
12–14/20
36.9%
14–16/20
12.6%
>16/20
1.6%
Study difficulty (VAS score: 0–100) (N = 2,468)
69.2 ± 17.0
Median: 70,
Q1:62, Q3: 80
Attendance (VAS score: 0–100) (N = 2,498)
58.5 ± 35.2
Median: 69,
Q1:23, Q3: 93
Year repetition (N = 2,551)
40.9%
1st year repetition (N = 1,025)
66.3%
2nd year repetition (N = 1,025)
18.5%
3rd year repetition (N = 1,025)
9.0%
4th year repetition (N = 1,025)
3.1%
5th year repetition (N = 1,025)
2.7%
6th year repetition (N = 1,025)
0.3%
Tobacco consumption (daily) (N = 2,563)
18.7%
e-cigarette consumption (daily) (N = 2,549)
1.8%
Alcohol consumption (occasionally) (N = 2,156)
84.0%
Hazardous alcohol consumption, male (N = 768)
8.9%
Hazardous alcohol consumption, female (N = 1,388)
3.8% TABLE 1 | Characteristics of the pharmacy students at the time of responding to
the survey. Statistical Considerations Sample size was determined to achieve an accuracy of the
confidence interval of prevalence of psychoactive drugs use
greater than ± 3%. More precisely, it was necessary to include
more than 1068 subjects, with such assumption, for a two-sided
type I error at 5%. Details of the psychotropic medications and illegal drugs
used by the students during the last 3 months are presented
in Table 2. Benzodiazepines and z drugs were the main
psychotropic medications used (74.5%, 181/243) followed
by opioid medications (29.2%, 71/243). Cannabis (cannabis
herb and/or resin) was the main illegal drug used: 90.8%
(503/554) of illegal drug users and 19.5% (503/2,575) of
all the pharmacy students. MDMA use represented 3.5% of
all the pharmacy students while cocaine was used by 2%
(Table 2). y
Statistical analysis was performed using Stata 13 (StataCorp,
College Station, TX, United States). The tests were two-
sided, with a type-I error set at α = 0.05. Continuous data
were expressed as mean ± standard deviation or median and
interquartile range according to statistical distribution. The
assumption of normality was studied using the Shapiro–Wilk
test. The quantitative data were compared between independent
groups using ANOVA or the Kruskal–Wallis test when the
assumptions of ANOVA were not met. The assumption of
homoscedasticity was studied using the Bartlett test. When
appropriate (omnibus p-value < 0.05), post hoc tests for multiple
comparisons were performed to take into account corrections
of type I errors: Tukey–Kramer test after ANOVA or Dunn’s
test post Kruskal–Wallis. The comparisons between groups
concerning categorical data were performed using Chi-squared
or Fisher’s exact tests followed when appropriate by Marascuilo’s
procedure. Multivariable analyses were carried out to adjust
results on the age and gender of pharmacy students using
regression models (multiple linear for quantitative dependent
outcomes and logistic for dichotomous). As less than 5% of
data were missing, handling of missing data was not apply. However, sensitivity analyses were conducted to guaranty that
these missing data did not influence the results (data not
shown). As proposed by several statisticians, we chose to report
all the individual p-values without applying any mathematical
correction for distinct tests comparing groups. Specific attention
was given to the magnitude of differences and to clinical relevance
(Rothman, 1990; Feise, 2002). TABLE 1 | Characteristics of the pharmacy students at the time of responding to
the survey. July 2018 | Volume 9 | Article 725 Psycho
Drugs The mean stress score of the last 7 days was 53.8 ± 23.9 for all the
students. Stress scores were significantly higher for psychotropic
medication users compared to non-users and illegal drug users
(p < 0.05) (Table 5). This increase in the stress score was higher
for alprazolam and/or bromazepam users than for non-users
(66.7 ± 18.0 vs. 54.3 ± 23.3, p < 0.001). The mean fatigue score of the last 7 days was 62.0 ± 20.2 for
all the students. Fatigue scores were significantly lower for illegal
drug users compared to non-users and self-medicated students
(p < 0.05) (Table 5). Self-medicated students had higher levels of
fatigue than others but this difference was not significant. Among
all
the
pharmacy
students,
18.7%
(480/2,563)
smoked tobacco, 1.8% (45/2,549) used e-cigarettes and 84.0%
(2,156/2,568) drank alcoholic beverages [9.0% of males (68/754)
and 4.0% of females (53/1,340) drank hazardous levels of
alcohol]. Tobacco smoking and alcohol consumption (even
hazardous alcohol consumption) were associated with illegal
drug use (p < 0.001) (Table 5). The proportion of females was different between non-users,
psychotropic medication users (medical prescription and self-
medication) and illegal drug users (73.1% vs. 62.2% vs. 64.3%
vs. 43.7%, respectively, p < 0.001). Interestingly, although the
population surveyed was predominantly female, there were
significantly fewer females among the illegal drug users than non-
users (p < 0.05), psychotropic medication users with medical
prescriptions (p < 0.05) and psychotropic medication users with
self-medication (p < 0.05). Annual average mark of the last year, attendance and
perception of study difficulty were significantly lower for illegal
drug users than for non-users (Table 5). Table 3 shows the declared indications of the main
psychotropic medications used (benzodiazepines: alprazolam According to HADS scoring at the time of the answer, 25.5%
(657/2,575) and 24.2% (624/2,575) of students had suggestive
and indicative scores of anxiety, and 6.7% (173/2,575) and 3.9%
(101/2,575) had suggestive and indicative scores of depression,
respectively. Students taking psychotropic medications had
higher levels of anxiety and depression than non-users and
illegal drug users. Students self-medicated with psychotropic
medications had even higher levels of anxiety and depression
than students taking psychotropic medications with a medical
prescription (Figure 1). Anxiety (indicative and suggestive HADS
scores) affected 67.9% of psychotropic medication users (versus
non-users, 47.9%, p < 0.001) and 78.0% of bromazepam and
alprazolam users (versus non-users, p < 0.001). Use of Psychotropic Medications and
Illegal Drugs During the last 3 months, 9.4% (243/2,575) of respondents
had used psychotropic medications [6.1% (157/2,575) only July 2018 | Volume 9 | Article 725 Frontiers in Pharmacology | www.frontiersin.org 4 Psychotropic Drugs and Pharmacy Students Balayssac et al. and bromazepam; Z-drugs: zolpidem; opioids: codeine and
tramadol). Self-medication with these psychotropic medications
ranged
between
28.0%
(tramadol)
and
51.7%
(codeine). Zolpidem and bromazepam were both used for self-medication
by half of the respondents. Depending on the psychotropic
medication, non-medical use was declared by 21.9% (alprazolam)
and 44.0% (tramadol) of users. Alprazolam and bromazepam
were the most misused medications by pharmacy students
(quantitatively). Among benzodiazepines and z-drug users, 43.1% (78/181)
were self-medicated and 40.3% (73/181) received a medical
prescription. Non-medical use of benzodiazepines and Z-drugs
was declared by 23.8% (43/181) of students using these
medications. Among opioid users, 36.6% (26/71) were self-
medicated and only 33.8% (24/71) had a medical prescription. Non-medical use of opioids was declared by 42.3% (30/71) of
students using opioid medications. The age of the students was significantly different between
non-users, psychotropic medication users (medical prescription
and self-medication) and illegal drug users (21.9 ± 2.3 vs. 22.8 ± 2.4 vs. 23.3 ± 2.4 vs. 22.0 ± 2.2, respectively, p < 0.001). Students using psychotropic medications were significantly older
than non-users and illegal drug users (p < 0.05). Compared
to non-users, the age difference was higher for alprazolam and
bromazepam users (23.11 ± 2.48, p < 0.001) and for zolpidem
users (23.27 ± 2.38, p = 0.001). When comparing the number
of years of study, there was no difference between non-users and
psychotropic medication (medical prescription) users. However,
the proportions of self-medicated students were significantly
different among the number of years of study and tended to
increase over these years ([1st and 2nd year] 1.4% vs. [3rd and
4th year] 2.4% vs. [5th and 6th year] 4.4%, p = 0.001 and [1st
and 2nd year] vs. [5th and 6th year], p < 0.05). Regarding illegal
drugs, the proportions of users among the years of study were
significantly different ([1st and 2nd year] 21.8% vs. [3rd and 4th
year] 22.7% vs. [5th and 6th year] 18.1%, p = 0.047), but no
significant difference stood out between years taken individually. Table 4 presents the declared objectives of use for the main
illegal drugs: cannabis (herb), cannabis (resin), MDMA and
cocaine. Psycho
Drugs In another large
French study, the use of medically prescribed benzodiazepines
was about 9.7% in 2013, 8.1% for anxiolytic benzodiazepines
and 3.6% for hypnotic Z-drugs (18–44-years old, 69% women,
N = 537,076) (Bénard-Laribière et al., 2016). In this last
study, alprazolam, then zolpidem and bromazepam were the
benzodiazepines most used (in our study by decreasing order:
alprazolam, bromazepam, and zolpidem). Caution must be taken
when interpreting these results because the age of the participants
was not the same as those with Bénard-Laribière’s study, and
benzodiazepine use increased with the age of the users (Bénard-
Laribière et al., 2016; ANSM, 2017). The main mild opioid
medications used in France in 2015 were tramadol, codeine and 25 years old (N = 580), showing that 11.5% of students
had used psychotropic medications in the past year (females:
21.0% and males: 6.4%) (Beck et al., 2005). In another large
French study, the use of medically prescribed benzodiazepines
was about 9.7% in 2013, 8.1% for anxiolytic benzodiazepines
and 3.6% for hypnotic Z-drugs (18–44-years old, 69% women,
N = 537,076) (Bénard-Laribière et al., 2016). In this last
study, alprazolam, then zolpidem and bromazepam were the
benzodiazepines most used (in our study by decreasing order:
alprazolam, bromazepam, and zolpidem). Caution must be taken
when interpreting these results because the age of the participants
was not the same as those with Bénard-Laribière’s study, and
benzodiazepine use increased with the age of the users (Bénard-
Laribière et al., 2016; ANSM, 2017). The main mild opioid
medications used in France in 2015 were tramadol, codeine Compared to non-users, illegal drug users had lower annual
average marks (p < 0.01). Illegal drug users had also the lowest
level of attendance compared to non-users and psychotropic
medication users (p < 0.001). Finally and more surprisingly,
illegal drug users felt that pharmacy studies were less difficult than
non-users and psychotropic medication users (p < 0.001). In the multivariate analysis, the students using psychotropic
drugs (self-medication and medical prescription) presented
significantly higher levels of stress, anxiety and depression
compared to non-users (Figure 2). Conversely, the students
using illegal drugs had lower levels of fatigue and anxiety
compared to non-users (Figure 2). Students using illegal drugs
had significantly lower annual average marks than non-users
(Figure 3). Psycho
Drugs Attendance was also significantly lower for students
using psychotropic drugs or illegal drugs compared to non-users
(p < 0.05), but the biggest decrease was for students using illegal
drugs (p < 0.001). Perception of study difficulty was significantly
lower for students using illegal drugs compared to non-users
(p < 0.001) (Figure 3). TABLE 4 | Indication and type of use of the main illegal drugs. Cannabis
(herb)
Cannabis
(resin)
MDMA
Cocaine
Indication, n (%)
N = 458
N = 99
N = 91
N = 52
Pleasure/recreational
421 (91.9)
88 (88.9)
88 (96.7)
47 (90.4)
Get stone
102 (22.3)
27 (27.3)
26 (28.6)
16 (30.8)
Self-medication
31 (6.8)
8 (8.1)
3 (3.3)
3 (5.8)
Self-medication
indication, n (%)
N = 31
N = 8
N = 3
N = 3
Anxiety
15 (48.4)
5 (62.5)
1 (33.3)
1 (33.3)
Exam related stress
7 (22.6)
2 (25.0)
–
2 (66.7)
Sleep disturbances
20 (64.5)
6 (75.0)
2 (66.7)
2 (66.7)
Depression
14 (45.2)
3 (37.5)
1 (33.3)
1 (33.3)
Pain
11 (35.5)
–
–
1 (33.3)
Frequency of use, n
(%)
N = 458
N = 99
N = 89
N = 51
≥1/3 months
227 (49.6)
43 (43.4)
65 (73.0)
41 (80.4)
≥1/month
91 (19.9)
21 (21.2)
21 (23.6)
7 (13.7)
≥1/week
102 (22.3)
23 (23.2)
3 (3.4)
3 (5.9)
≥1/day
38 (8.3)
12 (12.1)
–
–
Among the 99 cannabis resin users, 54 also used cannabis herb. TABLE 4 | Indication and type of use of the main illegal drugs. Psycho
Drugs Similar trends
were found for depression (indicative and suggestive HADS
scores). Depression was found for 24.3% of psychotropic users
(versus non-users, 9.2%, p < 0.001) and 33.0% of bromazepam
and alprazolam users (versus non-users, p < 0.001). No difference
for proportions of anxiety or depression stood out between
zolpidem users and non-users. TABLE 2 | List of the psychotropic medications and illegal drugs most used during
the last 3 months. Psychotropic medications (N = 243)
Illegal drugs (N = 554)
Alprazolam
26.3%
Cannabis (herb)
82.7%
Bromazepam
17.7%
Cannabis (resin)
17.9%
Zolpidem
12.4%
MDMA
16.4%
Codeine
11.9%
Cocaine
9.4%
Tramadol
10.3%
Hallucinogenic mushroom
4.3%
Escitalopram
5.4%
LSD
2.9%
Zopiclone
5.4%
Cathinones
0%
Paroxetine
4.9%
Crack/free base
0%
Oxazepam
3.7%
Heroin
0%
Diazepam
3.3%
Methamphetamine
0%
Fluoxetine
2.1%
Synthetic cannabinoids
0%
Only the main psychotropic medications are presented. TABLE 2 | List of the psychotropic medications and illegal drugs most used during
the last 3 months. July 2018 | Volume 9 | Article 725 5 Psychotropic Drugs and Pharmacy Students Balayssac et al. TABLE 3 | Indication, frequency of use of the main psychotropic self-medications. Alprazolam
Bromazepam
Zolpidem
Codeine
Tramadol
Medical prescription, n/N (%)
30/64 (46.9)
11/43 (25.6)
7/30 (23.3)
10/29 (34.5)
10/25 (40.0)
Self-medication, n/N (%)
24/64 (37.5)
22/43 (51.2)
15/30 (50.0)
15/29 (51.7)
7/25 (28.0)
Non-medical use, n/N (%)
14/64 (21.9)
13/43 (30.2)
9/30 (30.0)
9/29 (31.0)
11/25 (44.0)
Self-medication, n (%)
N = 24
N = 22
N = 15
N = 15
N = 7
Indications
Anxiety (yes/no)
19 (79.2)
16 (72.7)
4 (26.7)
2 (13.3)
1 (14.3)
Insomnia (yes/no)
9 (37.5)
13 (59.1)
13 (86.7)
3 (20.0)
1 (14.3)
Depression (yes/no)
6 (25.0)
2 (9.1)
1 (6.7)
1 (6.7)
1 (14.3)
Pain (yes/no)
2 (8.3)
1 (4.6)
–
10 (66.7)
5 (71.4)
Frequency of use
≥1/3 months
10 (41.7)
9 (40.9)
10 (66.7)
5 (33.3)
2 (28.6)
≥1/month
9 (37.5)
10 (45.5)
1 (6.7)
5 (33.3)
4 (57.1)
≥1/week
4 (20.8)
2 (9.1)
4 (26.7)
3 (26.7)
1 (14.3)
≥1/day
–
1 (4.6)
–
1 (6.7)
– TABLE 3 | Indication, frequency of use of the main psychotropic self-medications. and 25 years old (N = 580), showing that 11.5% of students
had used psychotropic medications in the past year (females:
21.0% and males: 6.4%) (Beck et al., 2005). Frontiers in Pharmacology | www.frontiersin.org DISCUSSION This study showed that among French pharmacy students,
9.4% used psychotropic medications during the last 3 months
(benzodiazepines and Z-drugs: 7.0% of all pharmacy students;
opioids: 2.7% of all pharmacy students), 21.5% used illegal drugs
(19.5% of all pharmacy students used cannabis) and 3.3% both
psychotropic medications and illegal drugs. These psychotropic
medications were used in the case of a medical prescription
by 49.0% of students, a self-medication by 42.4% and a non-
medical intent by 26.3%. Stress scores of the last 7 days and
proportions of anxiety and depression at the time of answer were
higher for psychotropic medication users. Fatigue scores of the
last 7 days and annual average marks of the last year, attendance
and perception of study difficulty were lower for illegal drug
users. Uses of psychotropic medications had been assessed in 2000
for a smaller number of French students aged between 18 July 2018 | Volume 9 | Article 725 6 Psychotropic Drugs and Pharmacy Students Balayssac et al. TABLE 5 | Use of psychotropic medications and illegal drugs and tobacco, alcohol use, stress, fatigue, annual average mark, attendance, study difficulty, and year
repetition. TABLE 5 | Use of psychotropic medications and illegal drugs and tobacco, alcohol use, stress, fatigue, annual average mark, attendance, study difficulty, and year
repetition. DISCUSSION This study highlighted the need for strengthening the
screening of psychiatric disorders among pharmacy students
and probably among all French students (e.g., medical, nurses,
dentists, veterinarians. . .), in order to detect these undiagnosed
patients and propose therapeutic care. This point has already
been identified in the scientific literature and suggested that
there are high levels of unmet need among University students
(Fortney et al., 2016). Moreover, we recommend reinforcing
information and preventive messages on psychotropic self-
medication for pharmacy students and the necessity for these
self-medicated students to see specialists (psychiatrists). This
information could also be extended to other student groups (e.g.,
medical, nurses, dentists, veterinarians. . .) who might also have
easy access to psychotropic drugs. For the Midwest United States college students from 2003
to 2013, between 21.7 and 25.8% had used in the past-year
prescription medications (sleeping, sedative/anxiety, stimulant
or pain medications) for medical use and 11.4–13.6% for
non-medical use (McCabe et al., 2014). More precisely, 2.9–
4.0% of these students had used sleeping medications for
medical reasons (2.0–2.6% non-medically), 3.0–4.5% used
sedative/anxiety medications for medical reasons (1.8–3.0% non-
medically) and 15.7–21.4% used pain medications (opioids)
for medical reasons (4.0–9.3% non-medically) (McCabe et al.,
2014). The use of prescription opioids in Lebanese college
students, in a weighted lifetime, was about 25% medically
(medical prescription) and 15% non-medically (Ghandour
et al., 2013). In comparison, French pharmacy students seemed
to use quantitatively fewer psychotropic medications, but
proportionally more sedative/anxiety medications and less opioid
medications than students in other countries. Self-medication with psychotropic medications, use of illegal
drugs and alcohol abuse may also be associated with dual
diagnosis, which is the co-occurrence of substance use disorders
and mental disorders, well known among physicians (Braquehais
et al., 2014). We hypothesize that these behaviors of self-
medications with psychotropic medications, illegal drugs and
alcohol abuse during university years may contribute to dual
diagnosis in senior pharmacists. Self-medication with psychotropic medications was elevated
(42.4%), even more elevated than medical prescriptions for
bromazepam (51.2% vs. 25.6%), zolpidem (50.0% vs. 23.3%), and
codeine (51.7% vs. 34.5%). This self-medication was mainly done
following the authorized indications (i.e., anxiety and insomnia
for benzodiazepines and Z-drugs; pain for opioids), but some
respondents practiced self-medication without following these
indications. For example, benzodiazepines were used for pain
and opioids were used for anxiety, insomnia and depression. DISCUSSION Non-users
Psychotropic medications
Illegal drugs
p-values
Medical prescription
Self- medication
Tobacco, n/N (%)
199/1,856 (10.7)
8/81 (9.9)
9/70 (12.9)
253/533 (47.5)
<0.001c,d,e
e-cigarettes, n/N (%)
20/1,848 (1.1)
4/81 (4.9)
1/68 (1.5)
19/529 (3.6)
<0.001c
Alcohol, n/N (%)
1,494/1,860 (80.3)
66/82 (80.5)
54/69 (78.3)
519/534 (97.2)
<0.001c,d,e
Hazardous alcohol consumption, n/N (%)
41/1,494 (2.7)
2/66 (3.0)
1/54 (1.9)
69/519 (13.3)
<0.001c,d,e
Stress, mean ± sd
54.3 ± 23.3
62.3 ± 19.2
62.0 ± 19.2
49.9 ± 26.3
<0.001a,b,c,d,e
Fatigue, mean ± sd
63.0 ± 19.4
63.8 ± 21.9
66.4 ± 18.9
58.0 ± 22.3
<0.001c,e
Annual average mark, n (%)
N = 1,812
N = 77
N = 69
N = 516
<12/20
844 (46.6)
39 (50.7)
29 (42.0)
294 (57.0)
<0.001c
12–14/20
683 (37.7)
31 (40.3)
28 (40.6)
173 (33.5)
NS
>14/20
285 (15.7)
7 (9.1)
12 (17.4)
49 (9.5)
<0.01c
Attendance, mean ± sd
64.8 ± 33.7
55.4 ± 35.3
54.6 ± 33.8
38.9 ± 32.7
<0.001a,c,e
Study difficulties, mean ± sd
70.6 ± 16.2
69.0 ± 16.1
68.3 ± 17.4
64.7 ± 19.1
<0.001c
Year repetition, n/N (%)
720/1,846 (39.0)
40/82 (48.8)
34/69 (49.3)
239/532 (44.9)
0.02
aNon-users vs. psychotropic medications (medical prescription), p < 0.05. bNon-users vs. psychotropic medications (self-medication), p < 0.05. cNon-users vs. illegal
drugs, p < 0.05. dPsychotropic medications (medical prescription) vs. illegal drugs, ePsychotropic medications (self-medication) vs. illegal drugs, p < 0.05. ons (medical prescription), p < 0.05. bNon-users vs. psychotropic medications (self-medication), p < 0.05. cNon-users vs. illegal
ations (medical prescription) vs. illegal drugs, ePsychotropic medications (self-medication) vs. illegal drugs, p < 0.05. aNon-users vs. psychotropic medications (medical prescription), p < 0.05. bNon-users vs. psychotropic medications (self-medica
drugs, p < 0.05. dPsychotropic medications (medical prescription) vs. illegal drugs, ePsychotropic medications (self-medication) vs combinations and opium combinations, while the strong opioids
used were morphine (oral route) and oxycodone (with a very
strong increase in use over the last few years +613%) (Hider-
Mlynarz et al., 2018). In our study, codeine and tramadol
were the main opioid drugs (1.1 and 1.0% of all pharmacy
students). which is worrying since these behaviors may continue and
increase over time. It is particularly worrying to see that students
who self-medicated with psychotropic drugs had nearly the same
disorders as students who received a medical prescription for
psychotropic drugs. In this pharmacy student population, self-
medication with psychotropic drugs seems to mask undiagnosed
patients. Frontiers in Pharmacology | www.frontiersin.org DISCUSSION Moreover, we hypothesize that as students get older with their
years of study and become more like “senior pharmacists,” they
increase their self-medication with psychotropic medications, Fortunately, both univariate and multivariate analyses did
not show a strong negative impact of psychotropic medication
use (medical prescription or self-medication) on academic
achievement (annual average mark of the last year, repeating,
study difficulties and attendance). These students could suffer
from psychiatric (anxiety, depression), neurological (epilepsy,
chronic pain) or rheumatological (chronic pain) diseases that July 2018 | Volume 9 | Article 725 7 Balayssac et al. Psychotropic Drugs and Pharmacy Students FIGURE 1 | Association between use of psychotropic medications or illegal drugs and anxiety or depression. Scores of anxiety and depression were classified as
normal (white), suggestive (gray) and indicative (black). Suggestive scores of anxiety: p = 0.003, p < 0.05: non-users vs. illegal drugs. Indicative scores of anxiety:
p < 0.001, p < 0.05: non-users vs. medical prescription, p < 0.05: non-users vs. self-medication, p < 0.05: non-users vs. illegal drugs, p < 0.05: medical
prescription vs. illegal drugs, p < 0.05: self-medication vs. illegal drugs. Suggestive scores of depression: p = 0.009, no difference between groups. Indicative scores
of depression: p < 0.001, p < 0.05: self-medication vs. illegal drugs. FIGURE 2 | Forrest plot of the multivariate analyses of the relation between the use of psychotropic medications and illegal drugs with comorbidities. The multivariate
analyses show coefficients for stress and fatigue scores (quantitative variables) and odd ratios for anxiety and depression (qualitative variables) related to the use of
psychotropic medications and illegal drugs. may interfere negatively with their academic achievement due to
students have nearly the same cannabis consumption as the FIGURE 1 | Association between use of psychotropic medications or illegal drugs and anxiety or depression. Scores of anxiety and depression were classified as
normal (white), suggestive (gray) and indicative (black). Suggestive scores of anxiety: p = 0.003, p < 0.05: non-users vs. illegal drugs. Indicative scores of anxiety:
p < 0.001, p < 0.05: non-users vs. medical prescription, p < 0.05: non-users vs. self-medication, p < 0.05: non-users vs. illegal drugs, p < 0.05: medical
prescription vs. illegal drugs, p < 0.05: self-medication vs. illegal drugs. Suggestive scores of depression: p = 0.009, no difference between groups. Indicative scores
of depression: p < 0.001, p < 0.05: self-medication vs. illegal drugs. DISCUSSION FIGURE 1 | Association between use of psychotropic medications or illegal drugs and anxiety or depression. Scores of anxiety and depression were classified as
normal (white), suggestive (gray) and indicative (black). Suggestive scores of anxiety: p = 0.003, p < 0.05: non-users vs. illegal drugs. Indicative scores of anxiety:
p < 0.001, p < 0.05: non-users vs. medical prescription, p < 0.05: non-users vs. self-medication, p < 0.05: non-users vs. illegal drugs, p < 0.05: medical
prescription vs. illegal drugs, p < 0.05: self-medication vs. illegal drugs. Suggestive scores of depression: p = 0.009, no difference between groups. Indicative scores
of depression: p < 0.001, p < 0.05: self-medication vs. illegal drugs. FIGURE 2 | Forrest plot of the multivariate analyses of the relation between the use of psychotropic medications and illegal drugs with comorbidities. The multivariate
analyses show coefficients for stress and fatigue scores (quantitative variables) and odd ratios for anxiety and depression (qualitative variables) related to the use of
psychotropic medications and illegal drugs. FIGURE 2 | Forrest plot of the multivariate analyses of the relation between the use of psychotropic medications and illegal drugs with comorbidities. The multivariate
analyses show coefficients for stress and fatigue scores (quantitative variables) and odd ratios for anxiety and depression (qualitative variables) related to the use of
psychotropic medications and illegal drugs. may interfere negatively with their academic achievement due to
disease relapses, the need to rest at home and hospitalizations. students have nearly the same cannabis consumption as the
French population aged between 18 and 25 years old (19.5%
for all pharmacy students during the last 3 months). Data from
Ghandour et al. (2013) regarding a Lebanese college, showed
that in a weighted lifetime 20.4% of students used cannabis herb,
2.8% MDMA and 1.6% cocaine/crack, which was very close to
our study, in which 3.5% of French pharmacy students had used
MDMA in the last 3 months and 2.0% cocaine. may interfere negatively with their academic achievement due to
disease relapses, the need to rest at home and hospitalizations. In 2000 in France, 46.5% of students aged between 18 and
25 years old (N = 580) had experimented with cannabis at least
once (males: 59.2% and females: 35.7%) and 29.7% at least once
in the 12 past months (males: 38.3% and females: 22.3%) (Beck
et al., 2005). DISCUSSION In another
American pharmacy college, about 86.5% of students had drunk
alcohol during the past year and about 23.2% had hazardous
or harmful alcohol use (AUDIT questionnaire ≥8/40) (Oliver
et al., 2014). At the University of Leeds (United Kingdom), 86%
of medical students declared they drank alcohol and 52.6% of
the men and 50.6% of the women had a hazardous alcohol
consumption (21 units for men and 14 units for women per
week) (Pickard et al., 2000). In conclusion, the profile of French
Pharmacy students regarding tobacco and alcohol consumption
(20 and 85%, respectively) is very close to that of the French
population in general, but they seem to have less hazardous
alcohol consumption than Anglo-Saxon college students. Care
is needed when comparing the results of the present study and
those of the scientific literature because consumptions of tobacco,
alcohol, psychotropic medications and illegal drugs are assessed
differently regarding the quantities, frequencies, durations and
years studied. The other surprising result is that illegal drug users had
lower levels of stress (during the last 7 days), fatigue (during
the last 7 days), anxiety and depression (at the time on the
answer) than non-users and users of psychotropic medications. However, illegal drug users had significantly higher tobacco and
alcohol consumptions (even hazardous alcohol consumption). Illegal drug users had a very low level of attendance compared
to non-users and users of psychotropic medications. These
pharmacy students found their studies less difficult than
did the other students. Year repetition was slightly more
elevated in this population without significance, but the annual
average mark was lower compared to non-users (57% of low
annual average mark <12/20 and 9.5% Annual average mark
>14/20). Admittedly, French Pharmacy studies are difficult and
exhausting for students. This point was related to the high level
of anxiety (24.2% indicative score of HADS anxiety), which was
nearly twice the prevalence of anxiety (11.7%) in college students
from the WHO World Mental Health Surveys of college students
from 21 countries and assessed with the Composite International
Diagnostic Interview (Auerbach et al., 2016). DISCUSSION In France in 2014, 17% of people aged between 18
and 25 years old had smoked cannabis during the last month,
of whom 8% were regular users (at least 10 uses during the last
30 days) and 4% daily users (OFDT, 2017b). French pharmacy In 2000 in France, 46.5% of students aged between 18 and
25 years old (N = 580) had experimented with cannabis at least
once (males: 59.2% and females: 35.7%) and 29.7% at least once
in the 12 past months (males: 38.3% and females: 22.3%) (Beck
et al., 2005). In France in 2014, 17% of people aged between 18
and 25 years old had smoked cannabis during the last month,
of whom 8% were regular users (at least 10 uses during the last
30 days) and 4% daily users (OFDT, 2017b). French pharmacy The proportion of smokers and e-cigarette users seems to be
low in French pharmacy students (18.7 and 1.8%, respectively). July 2018 | Volume 9 | Article 725 Frontiers in Pharmacology | www.frontiersin.org 8 Psychotropic Drugs and Pharmacy Students Balayssac et al. FIGURE 3 | Forrest plot of the multivariate analyses of the relation between the use of psychotropic medications and illegal drugs with academic success. The
multivariate analyses show coefficients for annual average mark (qualitative variables) and odd ratios for attendance and study difficulty (quantitative variables) related
to the use of psychotropic medications and illegal drugs. FIGURE 3 | Forrest plot of the multivariate analyses of the relation between the use of psychotropic medications and illegal drugs with academic success. The
multivariate analyses show coefficients for annual average mark (qualitative variables) and odd ratios for attendance and study difficulty (quantitative variables) related
to the use of psychotropic medications and illegal drugs. In 2016, 29.4% of French citizens aged 18–75 years smoked
cigarettes daily and 2.5% e-cigarettes (OFDT, 2017c). About 21–
23% of French students are daily smokers (Tavolacci et al., 2013;
Gignon et al., 2015) while this figure is 22% for European students
(Beck et al., 2014). The alcohol consumption of French pharmacy
students was about 84.0% and hazardous alcohol consumption
was 9.0% for males and 4.0% for females. Alcohol consumption
by French college students is about 80.6–97% (Sommet et al.,
2012; Gignon et al., 2015). Frontiers in Pharmacology | www.frontiersin.org DISCUSSION This alcohol consumption was very
close to French citizens aged 18–75 years of whom 87% had
drunk alcohol at least once in the last 12 months in 2014
(OFDT, 2017a). In three American pharmacy colleges, 82.8% of
students reported they had consumed alcohol in the past year
and 25.4% consumed tobacco (Baldwin et al., 2011). In another
American pharmacy college, about 86.5% of students had drunk
alcohol during the past year and about 23.2% had hazardous
or harmful alcohol use (AUDIT questionnaire ≥8/40) (Oliver
et al., 2014). At the University of Leeds (United Kingdom), 86%
of medical students declared they drank alcohol and 52.6% of
the men and 50.6% of the women had a hazardous alcohol
consumption (21 units for men and 14 units for women per
week) (Pickard et al., 2000). In conclusion, the profile of French
Pharmacy students regarding tobacco and alcohol consumption
(20 and 85%, respectively) is very close to that of the French
population in general, but they seem to have less hazardous
alcohol consumption than Anglo-Saxon college students. Care
is needed when comparing the results of the present study and
those of the scientific literature because consumptions of tobacco,
alcohol, psychotropic medications and illegal drugs are assessed
differently regarding the quantities, frequencies, durations and
years studied. psychotropic medications and illegal drugs have not been
investigated in depth, but it is known that the non-medical
use
of
prescription
drugs
(any,
stimulant,
sedative
and
opioid
drugs)
is
significantly
associated
with
psychiatric
disorders and suicidal behavior among adolescents (Guo et al.,
2016). In 2016, 29.4% of French citizens aged 18–75 years smoked
cigarettes daily and 2.5% e-cigarettes (OFDT, 2017c). About 21–
23% of French students are daily smokers (Tavolacci et al., 2013;
Gignon et al., 2015) while this figure is 22% for European students
(Beck et al., 2014). The alcohol consumption of French pharmacy
students was about 84.0% and hazardous alcohol consumption
was 9.0% for males and 4.0% for females. Alcohol consumption
by French college students is about 80.6–97% (Sommet et al.,
2012; Gignon et al., 2015). This alcohol consumption was very
close to French citizens aged 18–75 years of whom 87% had
drunk alcohol at least once in the last 12 months in 2014
(OFDT, 2017a). In three American pharmacy colleges, 82.8% of
students reported they had consumed alcohol in the past year
and 25.4% consumed tobacco (Baldwin et al., 2011). DISCUSSION This high level
of anxiety was, however, close to the level of anxiety (21.6%,
full Composite International Diagnostic Interview Short Form,
CIDI-SF) found in French college students in 2005 (Kovess-
Masfety et al., 2016) and found in medical, pharmacy and
dentistry students from Lebanon (21.8% of severe and extremely
severe anxiety assessed with the Depression Anxiety Stress Scales,
DASS 21) (Younes et al., 2016). Levels of depression seemed
to be lower for French Pharmacy students (3.9% indicative
score of HADS for depression) compared to the WHO World The misuse of psychotropic medications for non-medical
use was also elevated and depended on the drug (alprazolam:
30.2%/0.5%
and
tramadol:
44.0%/0.4%
for
psychotropic
medication users and for all pharmacy students, respectively). The psychiatric consequences associated with the use of July 2018 | Volume 9 | Article 725 9 Psychotropic Drugs and Pharmacy Students Balayssac et al. Mental Health Surveys (6.0%, mood disorders) and the Lebanese
students of medicine, pharmacy and dentistry (8%, severe and
extremely severe depression, DASS21) (Younes et al., 2016), and
French college students (8.5%, full CIDI-SF) (Kovess-Masfety
et al., 2016). Mental Health Surveys (6.0%, mood disorders) and the Lebanese
students of medicine, pharmacy and dentistry (8%, severe and
extremely severe depression, DASS21) (Younes et al., 2016), and
French college students (8.5%, full CIDI-SF) (Kovess-Masfety
et al., 2016). general French population. However, in comparison to other
students in other countries, the use of psychotropic medications
by French pharmacy students seemed to be lower, but with a
proportionally higher use of anxiety/sedative medications and a
lower use of opioid medications. Compared to a French sample of community pharmacists
(N = 1,322 and age = 45.1 ± 10.6) studied for burnout and work-
related stress in community pharmacies, senior pharmacists
seemed to have a higher consumption of illicit drugs (24.5%)
than pharmacy students (21.5%), whereas tobacco consumption
(14.0%) and alcohol consumption (72.9%) tended to be lower
than that of pharmacy students (18.7 and 84.0%, respectively)
(Balayssac et al., 2017a). Scores of stress and fatigue remained
very close between senior pharmacists and pharmacy students
(stress: 52.31 ± 27.23 vs. 53.8 ± 23.9 and fatigue 59.6 ± 24.6
vs. 62.0 ± 20.2, respectively) (Balayssac et al., 2017b). However,
proportions of indicative scores of anxiety and depression
increased dramatically in senior pharmacists compared to
students (42.4% vs. 24.2% and 15.7% vs. 3.9%, respectively)
(Balayssac et al., 2017a). ACKNOWLEDGMENTS The authors thank the respondents for their participation. They
thank the GATOX and the ANEPF for their assistance in sending
the questionnaire to French pharmacy students. They also thank
Accent Europe for its assistance in reading the manuscript. CONCLUSION Regarding the main objective, we can conclude that the use of
psychotropic medications and illegal drugs by French pharmacy
students were similar to, but slightly lower than that of, the The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fphar. 2018.00725/full#supplementary-material DISCUSSION Besides the answer to the main objective and the prevalence
of psychotropic medications and drug use by pharmacy
students, two problems became clear. First, we think that
pharmacy students using self-medication escape from a medical
support and probably hide (consciously or unconsciously) their
psychiatric disease. Second, illegal drugs have a negative impact
on the academic success of pharmacy students. Other research
could be engaged after this study. First, it would be very
interesting to extend this study to medical students and to all
students, in view to seeking an interaction between the type
of study and the use of psychotropic medications and illegal
drugs. Also, in the case of self-medication and non-medical use,
we do not know how students get their medications: are they
obtained through medical prescription or from pharmacy stocks? Therefore, it would be interesting to explore how pharmacy
students obtain their medications. Academic doping could also
be explored. Academic doping consists in taking medications
or drugs in order to enhance cognitive capacities and academic
success (Garasic and Lavazza, 2016). We can presume that
pharmacy and medical studies, which are hard and selective, may
be a strong determinant for academic doping. AUTHOR CONTRIBUTIONS DB, BP, MD, BV, and NA contributed to the design of the
manuscript and the acquisition of data. LV and PC contributed
to the acquisition of data. DB, BP, MD, LV, PC, AC, BV, and NA
participated in drafting and revising the manuscript. All authors
approved the final version of the manuscript for submission. Study Limitations The rate of response to the survey was low (14%). This low
response rate could have been improved with a longer survey
duration. Students of the 1st and the 6th year of pharmacy
studies were less represented. During the 1st year of study, the
students have a lot of work and competitive exams, so they would
probably be less involved in “everyday life in the university.”
Students of the 6th year performed an internship of 6 months
(community pharmacy or pharmaceutical industry) during the
survey schedule. Consequently, students from the 1st and the
6th years would be more difficult to recruit. Selection bias seems
to be limited because psychotropic medication and illegal drug
users did not seem to be over-represented in comparison to the
scientific literature. It is also impossible to know if the population
of the study is representative to the French pharmacy students,
because there is no data available. The survey was sent by email
to the students, which was a very good way to contact them,
because they are all used to emails and digital environments. Each pharmacy faculty has digital work environment which
allows students and professors to share lessons and homework. However, it was impossible to check that a student do not respond
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Authier. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
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Position and sequence conservation in Amniota of polymorphic enhancer HS1.2 within the palindrome of IgH 3'Regulatory Region
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BMC evolutionary biology
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Abstract Background: The Immunoglobulin heavy chain (IgH) 3’ Regulatory Region (3’RR), located at the 3’ of the constant
alpha gene, plays a crucial role in immunoglobulin production. In humans, there are 2 copies of the 3’RR, each
composed of 4 main elements: 3 enhancers and a 20 bp tandem repeat. The single mouse 3’RR differs from the
two human ones for the presence of 4 more regulative elements with the double copy of one enhancer at the
border of a palindromic region. Results: We compared the 3’RR organization in genomes of vertebrates to depict the evolutionary history of the
region and highlight its shared features. We found that in the 8 species in which the whole region was included in
a fully assembled contig (mouse, rat, dog, rabbit, panda, orangutan, chimpanzee, and human), the shared elements
showed synteny and a highly conserved sequence, thus suggesting a strong evolutionary constraint. In these
species, the wide 3’RR (~30 kb in human) bears a large palindromic sequence, consisting in two ~3 kb
complementary branches spaced by a ~3 kb sequence always including the HS1.2 enhancer. In mouse and rat,
HS3 is involved by the palindrome so that one copy of the enhancer is present on each side. A second relevant
feature of our present work concerns human polymorphism of the HS1.2 enhancer, associated to immune diseases
in our species. We detected a similar polymorphism in all the studied Catarrhini (a primate parvorder). The
polymorphism consists of multiple copies of a 40 bp element up to 12 in chimpanzees, 8 in baboons, 6 in
macaque, 5 in gibbons, 4 in humans and orangutan, separated by stretches of Cytosine. We show specific binding
of this element to nuclear factors. Conclusions: The nucleotide sequence of the palindrome is not conserved among evolutionary distant species,
suggesting pressures for the maintenance of two self-matching regions driving a three-dimensional structure
despite of the inter-specific divergence at sequence level. The information about the conservation of the
palindromic structure and the settling in primates of the polymorphic feature of HS1.2 show the relevance of these
structures in the control and modulation of the Ig production through the formation of possible three-dimensional
structures. © 2011 D’Addabbo 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. Position and sequence conservation in Amniota
of polymorphic enhancer HS1.2 within the
palindrome of IgH 3’Regulatory Region Pietro D’Addabbo1, Moira Scascitelli2, Vincenzo Giambra3, Mariano Rocchi1, Domenico Frezza4 * Correspondence: frezza@uniroma2.it
4Department of Biology, University of Roma Tor Vergata, Viale della ricerca
scientifica. 00133 Roma, Italy
Full list of author information is available at the end of the article D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Open Access Background importance in producing diversity [1], and constituted a
crucial step in B cell maturation [2]. The region
involved by the somatic rearrangements, allowing the
class switch, is the Immunoglobulin heavy chain (IgH)
locus. This domain is in a single copy in the genome of
most extant species (as example, see the mouse locus in
Figure 1A). Hominoidea (human, chimpanzee, gorilla
and gibbon) are an exception, because the constant
genes of the IgH locus underwent duplication in their
common ancestor [3]. Studies in humans have shown
that the duplication of the IgH locus included the The immunoglobulin genes appeared, during evolution,
in vertebrates. Because of their increasing physiological
relevance, the evolution of these genes in fish, amphi-
bian, birds and mammals witnessed several series of
duplications that ended in adding copies and complexity
to these genes. The class switch, in particular, was of * Correspondence: frezza@uniroma2.it
4Department of Biology, University of Roma Tor Vergata, Viale della ricerca
scientifica. 00133 Roma, Italy
Full list of author information is available at the end of the article Page 2 of 12 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Figure 1 Schematic map of the mouse and human IgH genetic
cluster. The IgH cluster and the closest genes (dark blue) are highly
conserved in the mouse and human chromosomes. The same
transcription direction was also detected in both species, with a
“telomere towards centromere” transcription versus. The mouse IgH
cluster harbors 8 constant genes and one copy of the 3’ Regulatory
Region (3’RR) with 7 enhancers, 3 of them (HS5, HS6, HS7) with
possible insulator function at the 3’ boundary of the cluster. The
human IgH region has some differences for the constant genes
since a wide duplication of gamma, epsilon and alpha genes
occurred in the ancestor of Hominoidea. This duplication included
also the 3’RR at the 3’ of the constant alpha gene. Both the two
copies of the 3’RR in humans have just three enhancers. In fact, the
human loci do not harbor both the duplicated HS3.B enhancer and
the insulators present in the mouse locus. enhancers [15]. Binding sites variation affecting the
enhancers sequence can lead to different epigenetic
changes and bring cells to differently act. Background In our recently
performed population studies we found, in fact, that
some of the 3’RR enhancer HS1.2 variants (Figure 2)
were associated to a higher risk for autoimmune dis-
eases onset and other immune-disorders as IgA defect,
systemic sclerodermia, Rheumatic arthritis, Psoriasis and
Celiac disease [16-20]. We hypothesized that the cause
was a change of a binding consensus for NF-B and
other transcription factors as “in silico“ predicted or
experimentally determined [16,21]. In humans the pre-
sence of an allele with the NF-B consensus site was
associated to increased haematic concentration of IgM,
suggesting a contribution to the mechanism of class
switch [16,17]. Figure 1 Schematic map of the mouse and human IgH genetic Figure 1 Schematic map of the mouse and human IgH genetic
cluster. The IgH cluster and the closest genes (dark blue) are highly
conserved in the mouse and human chromosomes. The same
transcription direction was also detected in both species, with a
“telomere towards centromere” transcription versus. The mouse IgH
cluster harbors 8 constant genes and one copy of the 3’ Regulatory
Region (3’RR) with 7 enhancers, 3 of them (HS5, HS6, HS7) with
possible insulator function at the 3’ boundary of the cluster. The
human IgH region has some differences for the constant genes
since a wide duplication of gamma, epsilon and alpha genes
occurred in the ancestor of Hominoidea. This duplication included
also the 3’RR at the 3’ of the constant alpha gene. Both the two
copies of the 3’RR in humans have just three enhancers. In fact, the
human loci do not harbor both the duplicated HS3.B enhancer and
the insulators present in the mouse locus. Little is known on the presence and organization of
the 3’RR in Amniota other than human and mouse
[22,23]. Comparative studies of this regulatory region
can provide hypotheses on which elements are crucial
with respect to their function [24]. To fill the gap, we
investigated the genomic organization of this region tak-
ing advantage of the sequence data present in GenBank
and Trace Archive (see Methods below). The most rele-
vant achievement of the analysis was the discovering
that the palindrome surrounding the HS1.2 enhancer is
present in every mammal species for which enough
sequence data were available. This finding has important
implication on the understanding of HS1.2 functioning. Background In addition, our data supports the view that HS1.2 poly-
morphisms are widely spread in the primate parvorder
of Catarrhini (Cercopithecoidea and Hominoidea). The
improvement on the comparative studies on the non
coding genome is a relevant task for new insight in the
epigenetic and mechanisms of genome regulation [25]. Regulatory Region (3’RR) located immediately down-
stream of the constant alpha exons [2]. Portions of the
3’RR were first cloned in 1990 and 1991 [4,5] but only
later were fully assembled as a complete contig sequence
because they are repeats-rich unstable regions, moreover
containing palindromic sequences [6,7]. In humans, the
2 copies of this 3’ Regulatory Region (3’RR) have been
reported as 3’RR1 and 3’RR2 (Figure 1B) [8]. Each
human 3’RR copy harbors three different enhancers. The mouse and rat 3’RR possess 4 more boundary regu-
latory regions instead. Their existence in other organ-
isms
may
be
hypothesized
but
have
not
been
demonstrated yet [2] (Figure 1A). 3’RR genomic organization (B) The sequence alignment
of four alleles of HS1.2 enhancer sequences colored according to the schematic elements reported in the upper part. The binding for the Oct1,
Sp1 and NF-B factors are reported on the sequence as determined by EMSA experiments. Figure 2 The polymorphisms of the human enhancer HS1.2. (A) The schematic representation of the human alleles shows the different
invariant and variable elements. Up to now 6 different alleles are reported in GenBank, each one identified for the number of copies (*1, *2, *3,
*4) of the 40 bp element (40 mer, in yellow). More variability was added by the presence of either a short stretch of cytosines (18 bp, in green)
or a different larger element (29 bp, in red) between the enhancer core (in fuchsia) and the first 40 mer. The 3’ end of the enhancer (in light
blue) also is highly conserved. The green stretches of cytosines parting the 40 mer ranged between 12 and 18 bp. (B) The sequence alignment
of four alleles of HS1.2 enhancer sequences colored according to the schematic elements reported in the upper part. The binding for the Oct1,
Sp1 and NF-B factors are reported on the sequence as determined by EMSA experiments. Figure 2 The polymorphisms of the human enhancer HS1.2. (A) The schematic representation of the human alleles shows the different
invariant and variable elements. Up to now 6 different alleles are reported in GenBank, each one identified for the number of copies (*1, *2, *3,
*4) of the 40 bp element (40 mer, in yellow). More variability was added by the presence of either a short stretch of cytosines (18 bp, in green)
or a different larger element (29 bp, in red) between the enhancer core (in fuchsia) and the first 40 mer. The 3’ end of the enhancer (in light
blue) also is highly conserved. The green stretches of cytosines parting the 40 mer ranged between 12 and 18 bp. (B) The sequence alignment
of four alleles of HS1.2 enhancer sequences colored according to the schematic elements reported in the upper part. The binding for the Oct1,
Sp1 and NF-B factors are reported on the sequence as determined by EMSA experiments. chimpanzee, and orangutan. HS3 and the 20 bp repeat,
were present in 12 mammals, but were undetected in
cow, elephant, opossum, and platypus. 3’RR genomic organization The region
delimited by the alpha exons and HS3.A enhancer and
encompassing the 20 bp repeat, appeared to be highly
conserved in placental mammals. We remark that, at
the contrary, the Alpha marker remains entirely unde-
tected in chicken and pig, because the similarity versus
rodent IgA is low even at the level of peptide sequence. hgGateway?org=Mouse report graphical representations
of Lastz comparison http://www.bx.psu.edu/miller_lab/
between mouse and each one of 19 Amniota genomes
(rat, guinea pig, rabbit, human, chimp, orangutan, rhe-
sus, marmoset, panda, dog, cat, horse, elephant, cow,
pig, opossum, platypus, lizard, chicken). Some of these
assemblies, human and mouse in particular, are very
accurate. At the contrary some others are based on rela-
tively low sequence coverage, with several unresolved
gaps. This peculiar consideration has to be kept in mind
when dealing with negative results of sequences com-
parison among genomes drafts. As expected, the search in the Neanderthal genome
[27] by inspection of related track in the UCSC human
genome browser demonstrated that HS3, HS1.2 and
HS4 were also present in the genome of our extinct
relative (data not shown). Results of our search for the mouse 3’RR main ele-
ments in Amniota genomes are summarized in Figure 3. The full set of elements present in mouse (IgH alpha
exons, 20 bp tandem repeat and 7 enhancers) was
detected only in the rat genome. The HS5, HS6, and
HS7 were always absent in all the remaining species. The HS3, HS1.2, and HS4 set was detected with
certainty in mouse, rat, dog, rabbit, panda, human, 3’RR genomic organization The mouse 3’RR region contains 7 enhancers (HS3.A-
HS1.2-HS3.B-HS4-HS5-HS6-HS7), while human has
only three enhancers (Figure 1). For this reason the
mouse was used as the reference genome for the preli-
minary analysis. The IgA class exons are the tran-
scripted sequence closest to the 3’RR, so we included a
portion of this DNA in our analysis. It is to keep in
mind that the IgA was the last class to appear during
the evolution of IgH, because it is just shared among
Amniota species (reptiles, bird and mammals) [26]. Finally, we surveyed also a satellite repeat. This is a con-
served stretch of DNA (812 bp in human) composed of
tandemly repeated 20 bp element and located inside the
3’UTR of the IgA gene, close to the 3’RR enhancer. The 3’RR has a crucial role in recruiting transcription
factors for the initiation of germ line transcription of
the constant genes to induce IgH switch [9]. The role of
the 3’RR enhancers was studied with mice transgenic for
the c-myc translocation, showing the active role of HS3. B and HS4 in peripheral B-cell lymphomas progression
and not in pro-B lymphomas [10,11]. Relevant studies
demonstrate by chromosome conformation capture
techniques the presence of a three-dimensional structure
originated by a loop among Regulatory Regions during
class switch recombination [12]. New studies on 3’RR
transgenic deleted mice report impairment of class
switch and Ig expression [13,14]. Activation of the
mouse 3’RR begins with selective demethylation of The “Comparative Genomics” tracks of the UCSC
mouse genome browser http://genome.ucsc.edu/cgi-bin/ D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 3 of 12 Figure 2 The polymorphisms of the human enhancer HS1.2. (A) The schematic representation of the human alleles shows the different
invariant and variable elements. Up to now 6 different alleles are reported in GenBank, each one identified for the number of copies (*1, *2, *3,
*4) of the 40 bp element (40 mer, in yellow). More variability was added by the presence of either a short stretch of cytosines (18 bp, in green)
or a different larger element (29 bp, in red) between the enhancer core (in fuchsia) and the first 40 mer. The 3’ end of the enhancer (in light
blue) also is highly conserved. The green stretches of cytosines parting the 40 mer ranged between 12 and 18 bp. Dot plot analysis of the 3’RR The black
blocks in the “Mouse main elements” section localize the positions
of the chosen tags, mapped by the BLAT tool of the site. The
colored blocks in the “Comparative Genomics” section show the
most similar region in each genome of the species listed, versus the
mouse genome. The color of each block represents a portion of a
chromosome (see the chromosome color legend below the
graphic) of the species similar to that portion of the mouse
chromosome 12. The “RepeatMasker” and “Tandem Repeat Finder”
sections show the position of repeats identified by the two
homonymous algorithms in this portion of mouse genome. region chr12:114,459,657-114,497,890 of the UCSC Mouse Genome
Browser (mm9 draft). The comparative genomic tracks were
inspected and the graphic was edited as in this figure. The species
common names are listed in the first column on the left. The black
blocks in the “Mouse main elements” section localize the positions
of the chosen tags, mapped by the BLAT tool of the site. The
colored blocks in the “Comparative Genomics” section show the
most similar region in each genome of the species listed, versus the
mouse genome. The color of each block represents a portion of a
chromosome (see the chromosome color legend below the
graphic) of the species similar to that portion of the mouse
chromosome 12. The “RepeatMasker” and “Tandem Repeat Finder”
sections show the position of repeats identified by the two
homonymous algorithms in this portion of mouse genome. match, even though it is expected. These missing
sequences, however, can be present in the shot-gun
sequences databases, as unassembled short sequences. We searched in GenBank genome-related databases, by
BLAST, for the presence of murine (data not shown)
and human IgH alpha exons (Table 1). Querying for this
transcripted sequence, we tested the method limits. All
the 35 positive species were mammals (8 primates). Then we BLASTed the murine (data not shown) and
human (Table 1) enhancers against the same positive
databases. The analysis showed that at least one 3’RR
enhancer was present in 23 species, while all the three
enhancers were present in only 8 species (in bold in
Table 1), apart from human. The negative findings may
be ascribed either to the non-completeness of the avail-
able genomic drafts/wgs/htgs databases or to an actual
sequences divergence. Dot plot analysis of the 3’RR It is worth noting that the longer
map distance between the 3’RR features and the IgA
gene, the less species detected (Table 1). Finally, the
analysis confirmed that the mouse HS5, HS6, and HS7
were detectable by sequence similarity only in rat (data
not shown). match, even though it is expected. These missing
sequences, however, can be present in the shot-gun
sequences databases, as unassembled short sequences. We searched in GenBank genome-related databases, by
BLAST, for the presence of murine (data not shown)
and human IgH alpha exons (Table 1). Querying for this
transcripted sequence, we tested the method limits. All
the 35 positive species were mammals (8 primates). Then we BLASTed the murine (data not shown) and
human (Table 1) enhancers against the same positive
databases. The analysis showed that at least one 3’RR
enhancer was present in 23 species, while all the three
enhancers were present in only 8 species (in bold in
Table 1), apart from human. The negative findings may
be ascribed either to the non-completeness of the avail-
able genomic drafts/wgs/htgs databases or to an actual
sequences divergence. It is worth noting that the longer
map distance between the 3’RR features and the IgA
gene, the less species detected (Table 1). Finally, the
analysis confirmed that the mouse HS5, HS6, and HS7
were detectable by sequence similarity only in rat (data
not shown). Dot plot analysis of the 3’RR Dot plot analysis of the 3’RR It has been already reported, in man and mouse, that
each HS1.2 enhancer is flanked, at some distance on
both sides, by a 3 kb segment, and that these segments
are in opposite orientation (palindromic), as evident
from the dot plot analysis reported in Figure 4 (palin-
dromic sequence in light blue). Very interestingly, we
found that this organization is shared by 8 species in
which the whole region was included in a fully
assembled contig. The human versus non-primate dot-
plots are reported in Figure 5. It is worth noting that,
while the similarity between the two components of the
same palindrome is always very high (94% in human,
Figure 4), the sequence itself almost completely varied
among species (Figure 5). Interestingly, HS1.2 always
lies in the center of the palindrome. In the human 3’
RR1, the region internal to the two components of the
palindrome is inversely oriented with respect to the cor-
responding sequence of 3’RR2, as shown by the second-
ary diagonal line present at the core of the light blue
frame (Figure 4). In addition, sequence comparisons of
the human 3’RRs with non-primate mammals harboring
a single copy of 3’RR (panda, rabbit, mouse, and dog)
showed that in 3 of them, with the exception of the
mouse, the orientation of the region internal to the
palindrome (containing the HS1.2) was identical to the
human 3’RR2 (Figure 5). This finding suggests that the
3’RR2 is ancestral with respect to the 3’RR1. The mouse
showed an opposite orientation of the region internal to
the palindrome. Moreover the mouse palindrome is lar-
ger than the human one, including the HS3 and the 20
bp repeat, thus originating HS3.A and HS3.B (Figure 5). Very likely, an inversion event was triggered by the
palindrome both in the mouse 3’RR and in the human
3’RR1. Figure 3 Contig sequence alignment of the 3’RR of vertebrate
species with completed genome sequence. This figure shows the Figure 3 Contig sequence alignment of the 3 RR of vertebrate
species with completed genome sequence. This figure shows the
region chr12:114,459,657-114,497,890 of the UCSC Mouse Genome
Browser (mm9 draft). The comparative genomic tracks were
inspected and the graphic was edited as in this figure. The species
common names are listed in the first column on the left. Enhancers in the sequenced species Figure 3 shows comparisons among assembled genome
drafts. If the sequence of a specific region is still missing
in the genome draft of a particular species, then the
comparison versus the mouse genome will not find any D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 4 of 12 Page 4 of 12 Figure 3 Contig sequence alignment of the 3’RR of vertebrate
species with completed genome sequence. This figure shows the
region chr12:114,459,657-114,497,890 of the UCSC Mouse Genome
Browser (mm9 draft). The comparative genomic tracks were
inspected and the graphic was edited as in this figure. The species
common names are listed in the first column on the left. The black
blocks in the “Mouse main elements” section localize the positions
of the chosen tags, mapped by the BLAT tool of the site. The
colored blocks in the “Comparative Genomics” section show the
most similar region in each genome of the species listed, versus the
mouse genome. The color of each block represents a portion of a
chromosome (see the chromosome color legend below the
graphic) of the species similar to that portion of the mouse
chromosome 12. The “RepeatMasker” and “Tandem Repeat Finder”
sections show the position of repeats identified by the two
homonymous algorithms in this portion of mouse genome. HS1.2 enhancer in Trace Archive While no polymorphisms have been reported for the
enhancers HS3 and HS4 [28], the 2 human HS1.2 copies
share a set of variant forms (Figure 2) [21,29]. The main
polymorphic feature of human HS1.2 consists of a tan-
dem repeated pair of elements, i.e. a 40 bp sequence (40
mer, yellow boxes in Figure 2) and a ~15 bp cytosine-
rich stretch (green boxes), that can or cannot be sepa-
rated from the enhancer core (purple boxes) by a 29 bp
sequence (red boxes). The HS1.2 human variants with
more copies of the 40 mer showed an increasing effect
on the transcription of a reporter gene in transfected
cells [30]. In mouse there is just one copy of HS1.2 that
constantly harbors a single copy of the 40 mer. The Trace Archive databases of primate species
sequences was searched by BLAST using the human
HS1.2 sequence as query, to investigate the evolutionary
history of this enhancer and to search for potential D’Addabbo et al. HS1.2 enhancer in Trace Archive BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 5 of 12 Table 1 List of species, other than human, identified by BLAST in wgs and htgs databases
Alpha
repeat
HS3
HS1,2
HS4
MI
QC
MI
QC
MI
QC
MI
QC
MI
QC
Gorilla gorilla - Gorilla (P)
94%
100%
93%
100%
97%
100%
94%
78%
98%
100%
Pongo abelii - Orangutan (P)
94%
62%
88%
99%
92%
100%
92%
100%
95%
99%
Pan troglodytes - Chimpanzee (P)
93%
87%
87%
100%
99%
100%
95%
100%
-
-
Macaca mulatta - Macaque (P)
89%
100%
82%
100%
93%
100%
90%
80%
-
-
Felis catus - Cat
88%
75%
76%
100%
77%
66%
76%
46%
69%
100%
Callithrix jacchus - Marmoset (P)
85%
99%
67%
99%
85%
100%
89%
78%
-
-
Sorex araneus - European shrew
81%
71%
70%
52%
-
-
76%
26%
-
-
Otolemur garnettii - Galago (P)
79%
36%
74%
99%
-
-
-
-
-
-
Tarsius syrichta - Tarsier (P)
76%
43%
64%
92%
82%
88%
-
-
-
-
Echinops telfairi - Madagascar hedgehog
75%
42%
-
-
67%
77%
81%
30%
-
-
Choloepus hoffmanni - Sloth
74%
30%
-
-
-
-
-
-
-
-
Tursiops truncatus - Dolphin
73%
98%
76%
99%
77%
84%
73%
45%
-
-
Canis familiaris - Dog
72%
99%
75%
99%
74%
90%
76%
47%
79%
44%
Microcebus murinus - Lemur (P)
72%
57%
67%
98%
81%
84%
-
-
-
-
Ovis aries - Sheep
72%
43%
-
-
76%
75%
77%
36%
-
-
Ailuropoda melanoleuca - Panda
71%
99%
79%
99%
75%
82%
75%
86%
70%
83%
Pteropus vampyrus - Large flying fox
71%
99%
67%
61%
78%
84%
-
-
66%
88%
Bos taurus - Cattle
70%
79%
82%
99%
77%
84%
-
-
-
-
Ornithorhynchus anatinus - Platypus
70%
31%
66%
58%
-
-
-
-
-
-
Myotis lucifugus - Little brown bat
70%
21%
69%
86%
-
-
69%
43%
-
-
Equus caballus - Horse
69%
78%
78%
99%
80%
77%
-
-
-
-
Spermophilus tridecemlineatus - Squirrel
69%
30%
66%
71%
-
-
-
-
-
-
Oryctolagus cuniculus - Rabbit
68%
99%
76%
99%
66%
79%
66%
52%
70%
89%
Rattus norvegicus - Brown rat
68%
99%
65%
98%
78%
84%
76%
34%
75%
49%
Mus musculus - Mouse
67%
98%
70%
99%
72%
76%
77%
40%
74%
46%
Procavia capensis - Hyrax
67%
97%
-
-
-
-
-
-
75%
50%
Tupaia belangeri - Tree shrew
67%
26%
64%
99%
-
-
-
-
-
-
Macropus eugenii - Wallaby
66%
28%
-
-
-
-
-
-
-
-
Ochotona princeps - Pika
65%
99%
71%
99%
-
-
-
-
-
-
Cavia porcellus - Guinea pig
65%
98%
67%
99%
75%
82%
74%
42%
-
-
Monodelphis domestica - Opossum
65%
45%
65%
80%
-
-
-
-
-
-
Erinaceus europaeus - European hedgehog
63%
64%
62%
91%
72%
68%
-
-
-
-
Dasypus novemcinctus - Armadillo
62%
29%
71%
99%
-
-
-
-
-
-
Dipodomys ordii - Kangaroo rat
61%
34%
65%
99%
-
-
-
-
-
-
Loxodonta africana - Elephant
61%
29%
64%
98%
-
-
-
-
-
-
Total
35
30
21
17
10
MI, Max Identity (i.e. HS1.2 enhancer in Trace Archive the higher value among the identity values of the BLAST output); QC, Query Coverage (i.e. portion of the query sequence that was
recognized by some subject sequence of that species); P, Primate. Alpha, [GenBank:NC_000014:106053245-106054732] (1488 bp); repeat, [GenBank:
NC_000014:106048991-106049802] (812 bp); HS3, [GenBank:NC_000014:106048351-106048676] (326 bp); HS1,2, [GenBank:NC_000014:106041545-106042009] (465
bp); HS4, [GenBank:NC_000014:106032614-106032974] (361 bp). Table 1 List of species, other than human, identified by BLAST in wgs and htgs databases MI, Max Identity (i.e. the higher value among the identity values of the BLAST output); QC, Query Coverage (i.e. portion of the query sequence that was
recognized by some subject sequence of that species); P, Primate. Alpha, [GenBank:NC_000014:106053245-106054732] (1488 bp); repeat, [GenBank:
NC_000014:106048991-106049802] (812 bp); HS3, [GenBank:NC_000014:106048351-106048676] (326 bp); HS1,2, [GenBank:NC_000014:106041545-106042009] (465
bp); HS4, [GenBank:NC_000014:106032614-106032974] (361 bp). primates, was entirely detected only in panda when
searched in non-primate mammals. polymorphisms. Figure 6 summarizes the obtained results,
along with all the available data from previous works [21]
and from our previously unpublished sequencing data. This figure shows the organization of the HS1.2 in the dif-
ferent species. The highly conserved core of the enhancer
(113 bp, purple) is constantly flanked, in the 11 non-
primate mammalian species (olive green background), by
a partial 29 mer stretch (red element). The 102 bp term-
inal element (blue in Figure 6), constantly found in The most interesting finding of this analysis is the
presence of a variable number of copies of the 40 mer
(yellow in Figure 6) in all Catarrhini parvorder species,
i.e. in both Hominoidea and Cercopithecoidea superfa-
milies. On the contrary, the duplication of the whole
locus of the constant genes was found only in Hominoi-
dea [3]. This observation strongly suggests that the D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 6 of 12 Figure 4 Dot plot of the human 3’RR-2 against itself and 3’RR-1. The two human 3’RR are compared to show the almost identical sequence
and the palindromic structure encompassing the enhancer HS1.2 (light blue frame). Each portion of the palindrome is extended for ~3 kb. The
black squares of spots indicate the presence of short stretches of DNA satellite tandem repeat. The two HS1.2 enhancers have inverted
orientation in the two 3’RR as a result of the inverted orientation of the sequence internal to the palindrome. The orientation of the other
enhancers is conserved and also the distances. Discussion In the present article we have compared the genomic
structure of the 3’RR domain of the IgH gene cluster in
various species. We have confirmed that in all the ana-
lyzed species the 3’RR elements order is largely main-
tained. Two main results were also achieved: (i) a
palindromic structured sequence flanks each HS1.2
enhancer; (ii) HS1.2 is polymorphic in all analyzed Cat-
arrhini species and therefore rose before of the IgH
locus duplication. HS1.2 Transcription Factor Binding Sites (TFBS) p
g
(
)
All the HS1.2 forms found in the different species
(Figure 6) were searched for transcription factor binding
sites, using Alibaba2 software. Relevant results are sum-
marized in Additional file 1 (full list in Additional file 2). Four TFBS (C/EBPalp, AP-2alpha, SP1, Oct1) are present
in all the analyzed species; moreover, the NF variants are
almost ubiquitous. The Additional file 1 clearly indicates
that, while the number of C/EBPalp and Oct1 TFBS is
substantially constant in different HS1.2 forms, the num-
ber of AP-2alpha and SP1 TFBS is proportional to the
copies of the 40 mer present in that specific HS1.2 form. Note that c-myc containing 40 mers appears only in the
Catarrhini HS1.2 forms and in dog. HS1.2 enhancer in Trace Archive The 20 bp repeat in dark blue appears to be larger in the 3’RR1. Figure 4 Dot plot of the human 3’RR-2 against itself and 3’RR-1. The two human 3’RR are compared to show the almost identical sequence
and the palindromic structure encompassing the enhancer HS1.2 (light blue frame). Each portion of the palindrome is extended for ~3 kb. The
black squares of spots indicate the presence of short stretches of DNA satellite tandem repeat. The two HS1.2 enhancers have inverted
orientation in the two 3’RR as a result of the inverted orientation of the sequence internal to the palindrome. The orientation of the other
enhancers is conserved and also the distances. The 20 bp repeat in dark blue appears to be larger in the 3’RR1. human, gorilla, orangutan, mouse, rat, rabbit, panda,
dog and cat (see Additional file 3). The phylogenetic
analysis obtained with the maximum likelihood method
for C-alpha, HS3, HS1.2 and HS4 (Figure 7A, B, C and
7D respectively), showed in all cases a similar variation
from the standard reconstruction of mammals’ phylo-
geny. Rodents and lagomorphs diverged from each other
and from primates and carnivores, confirming at the
nucleotide level the hypothesis of different evolutionary
routes taken from the different groups, as shown after
structural analysis. The concordance between the coding
region (C-alpha) and the three enhancers in the
observed divergence furthermore indicates that similar
forces shaped the evolution of the whole 3’ regulatory
region, suggesting potential functional constrains also
for the non coding sections. emergence of the polymorphism occurred earlier with
respect to the duplication. The number of the 40 mer
varies from the 12 copies found in chimpanzee HS1.2,
to a single one, as detected in some alleles in human,
chimpanzee, and gorilla and in all the non-primate
mammals. An additional variability found in Hominoi-
dea is the occasional absence of the 29 mer, replaced by
an 18 bp stretch of cytosine (green in Figure 6). Phylogenetic analysis The four structures clustered in the 3’RR were analyzed
for their sequence variation in 9 species comprising D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 7 of 12 Figure 5 Dot plot of the human 3’RR-2 against 4 species. The comparison of the human regulatory region against the homologous
sequences of Ailuropoda melanoleuca (panda), Canis familiaris (dog), Mus musculus (mouse) and Oryctolagus cuniculus (rabbit) shows the
conservation of the enhancer positions and the high similarity in the sequence spanning from the alpha gene to the other extreme enhancer
HS4. In the mouse the two copies of the enhancer HS3 A and B have in the neighbor region also the 20 bp repeat. In the mouse palindrome
(light blue frame) are shown by the black segments with inverted orientation three copies of a region that is in two copies in humans. The
wider extension of the palindrome in mouse includes the two HS3 enhancers on the boundaries. The same structures are conserved along the
homologues 3’RR in these species and the palindrome is present in the cluster of all species as evidenced by the pale blue rectangle with the
central region represented by the HS1.2 enhancer. The black lines depict the internal repeats present in more than one copy. The lines when
parallel to the major diagonal have the same orientation, when are perpendicular have inverted orientation, as in the palindrome sequence. Figure 5 Dot plot of the human 3’RR-2 against 4 species. The comparison of the human regulatory region against the homologous
sequences of Ailuropoda melanoleuca (panda), Canis familiaris (dog), Mus musculus (mouse) and Oryctolagus cuniculus (rabbit) shows the
conservation of the enhancer positions and the high similarity in the sequence spanning from the alpha gene to the other extreme enhancer
HS4. In the mouse the two copies of the enhancer HS3 A and B have in the neighbor region also the 20 bp repeat. In the mouse palindrome
(light blue frame) are shown by the black segments with inverted orientation three copies of a region that is in two copies in humans. The
wider extension of the palindrome in mouse includes the two HS3 enhancers on the boundaries. The same structures are conserved along the
homologues 3’RR in these species and the palindrome is present in the cluster of all species as evidenced by the pale blue rectangle with the
central region represented by the HS1.2 enhancer. Phylogenetic analysis The black lines depict the internal repeats present in more than one copy. The lines when
parallel to the major diagonal have the same orientation, when are perpendicular have inverted orientation, as in the palindrome sequence. D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 8 of 12 Figure 6 Representation of the HS1.2 variants in 20 different species. The alignment of the HS1.2 enhancer clones of the different species
is shown by schematic representation. The conserved elements from the 5’ towards the 3’ are: the core constant part of the enhancer (fuchsia),
the 29 mer sequence (red), the 40 mer (yellow), the stretch of cytosines (green), and the 3’ end region (light blue) (see also Figure 2). The
number of 40 mer copies appears variable in most of the primates. In these species the alleles with different number of the 40 mer can harbor
either the 29 mer or the cytosine stretch between the core and the first 40 mer. Alleles with the 29 mer are present in the major part of the
species. We found only clones with the cytosine stretch at the place of the 29 mer just in Gorilla. The identification number (ID) of each
sequence is reported in the second column: the ID including a letter can be found in GenBank http://www.ncbi.nlm.nih.gov/Entrez/, the others
in the Trace Archive database http://www.ncbi.nlm.nih.gov/Traces/trace.cgi. The bold characters are used to indicate sequences obtained in our
laboratory. Figure 6 Representation of the HS1.2 variants in 20 different species. The alignment of the HS1.2 enhancer clones of the different species
is shown by schematic representation. The conserved elements from the 5’ towards the 3’ are: the core constant part of the enhancer (fuchsia),
the 29 mer sequence (red), the 40 mer (yellow), the stretch of cytosines (green), and the 3’ end region (light blue) (see also Figure 2). The
number of 40 mer copies appears variable in most of the primates. In these species the alleles with different number of the 40 mer can harbor
either the 29 mer or the cytosine stretch between the core and the first 40 mer. Alleles with the 29 mer are present in the major part of the
species. We found only clones with the cytosine stretch at the place of the 29 mer just in Gorilla. Phylogenetic analysis The identification number (ID) of each
sequence is reported in the second column: the ID including a letter can be found in GenBank http://www.ncbi.nlm.nih.gov/Entrez/, the others
in the Trace Archive database http://www.ncbi.nlm.nih.gov/Traces/trace.cgi. The bold characters are used to indicate sequences obtained in our
laboratory. Palindromic sequences flanking the HS1.2 could be involved in rearrangements and translocation
effect as in c-myc relocation [31]. An exchange invol-
ving the stem may result in the inversion of the loop
region, changing the HS1.2 orientation. We can
hypothesize that an inversion occurred at least two
times since the divergence between Homo sapiens and
Mus musculus (as suggested by dot plot analysis, see
Figure 5 and above in Results). The inversions limits at
least partially spanned the two palindromic regions, sug-
gesting a cause/effect relationship. The palindrome
could facilitate the inversion event, and the latter could
contribute to perpetuate the palindrome. The most relevant result of our analysis was the finding
that each HS1.2 enhancer, in all the examined species, is
flanked by two 3 kb segments forming a palindromic
structure (see Figures 4 and 5). Impressively, while the
similarity of each pair of segments is extremely high, the
similarity of the palindromic sequences among the dif-
ferent species is strikingly low. These findings suggest
that the evolutionary pressure was much higher in
maintaining the palindromic structure rather than the
sequence conservation. As a consequence, it can be con-
cluded that the palindrome plays a conformational role
in the 3’RR functioning. The fact that the HS1.2 enhan-
cer is constantly placed in the middle of the sequence
spacing the two inverted elements, further supports the
crucial role of the conformation of the region. We
hypothesize that the palindrome triggers the formation
of a hairpin structure externally exposing the HS1.2
enhancer (Figure 8). The orientation of HS1.2 is there-
fore irrelevant for the enhancer function. Indeed, it was
found in different orientation in different species and
also in different orientation in the two 3’RR human
domains. Moreover, the opposite orientations of the two
HS1.2 in human add support to the actual formation of
the hairpin in vivo. The paired inverted sequences could
form the stem of the hairpin. This is a fragile site that HS1.2 polymorphisms
l
f Population genetics of HS1.2 polymorphisms is available
only in humans, for which six distinct variants have
been sequenced (AY530201, AY530200, AJ544220,
AJ544219, AJ544218 [21]; HM756255, our previously
unpublished data). The human variants result from (i) a
variable number of the 40 mer and its flanking cytosine-
rich box (yellow and green, respectively, in Figure 6); (ii)
the sequence connecting the constant core of the HS1.2
(purple in Figure 6) to the stretches of 40 mer repeats,
that is constituted by a 18 bp cytosine-rich box or by a
29 mer (green and red, respectively, in Figure 6). HS1.2
polymorphisms have been detected also in 6 out of 8 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 9 of 12 Figure 7 Phylogenetic analysis of the C-alpha gene, HS3, HS1.2 and HS4 enhancers. Unrooted phylogenetic trees for C-Alpha (A), HS3 (B), HS1.2
(C) and HS4 (D). Branch length is scaled according to the evolutionary distance, shown as the number of base substitutions per site. The percentage of
100 replicate trees in which the taxa clustered together after the bootstrap analysis is shown at the root of the branches when significant (i.e. when
higher than 50%). As examples, the value ‘100’ at the base of the separation between the taxa Mus musculus and Rattus norvegicus in panel D means
that the two taxa were clustered together in all the replicate trees, while ‘72’ between Homo sapiens and Gorilla gorilla in the same panel means that
72% of the 100 replicate trees clustered these two groups together. Figure 7 Phylogenetic analysis of the C-alpha gene, HS3, HS1.2 and HS4 enhancers. Unrooted phylogenetic trees for C-Alpha (A), HS3 (B), HS1.2
(C) and HS4 (D). Branch length is scaled according to the evolutionary distance, shown as the number of base substitutions per site. The percentage of
100 replicate trees in which the taxa clustered together after the bootstrap analysis is shown at the root of the branches when significant (i.e. when
higher than 50%). As examples, the value ‘100’ at the base of the separation between the taxa Mus musculus and Rattus norvegicus in panel D means
that the two taxa were clustered together in all the replicate trees, while ‘72’ between Homo sapiens and Gorilla gorilla in the same panel means that
72% of the 100 replicate trees clustered these two groups together. HS1.2 polymorphisms
l
f non-human primates for whom this enhancer was iden-
tified in genomic databases (Figure 6). We acknowledge
that the number of individuals for each species present
in these archives is not known, as well as the sequence
coverage. We can suppose that very few individuals,
maybe a single one, are present in GenBank or Trace
Archive. The variants we have detected are, therefore,
very likely just the most frequent ones of each species. Nevertheless, it is worth noting that the two Platyrrhini
(marmoset and titi) share the same HS1.2 form of the
panda. We then hypothesize that this shared form of
the enhancer was also at the base of all the Catarrhini
variants. has the central position in the palindromic structure, on
top of the hairpin (Figure 8). We hypothesize that it can
influence the modulation of the Ig switch through an
interaction between the extruded enhancer and peptidic
factors. The resulting molecular complexes may affect
the mobility of the entire 3’RR and finally the formation
of loops joining different constant and variable Ig por-
tions. It could be interesting to investigate the role of
the variants we have found in differently modulating the
Ig switch and production in different species, especially
in animal models such as macaque and mouse. Database searches for enhancers Database searches for enhancers
We searched for clones with the mouse (see previous
section) and human version of the Alpha portion, repeat
and enhancers (Alpha, GenBank:NC_000014:1060
53245-106054732,
1488
bp;
repeat,
GenBank:
NC_000014:106048991-106049802, 812 bp; HS3, Gen-
Bank:NC_000014:106048351-106048676, 326 bp; HS1,2,
GenBank:NC_000014:106041545-106042009, 465 bp;
HS4, GenBank:NC_000014:106032614-106032974, 361
bp), using the nucleotide version of BLAST (Basic Local
Alignment Search Tool, http://blast.ncbi.nlm.nih.gov/
Blast.cgi). The asked databases were from the “Others”
group (i.e. limiting results to non-human and non-
mouse records), further specifying in the Taxonomy
field to exclude “Homo (taxid:9605)”. The three checked
databases were: refseq_genomic (fully-sequenced gen-
ome entries from NCBI’s Reference Sequence project);
wgs (whole genome shotgun sequence); htgs (high
throughput genomic sequences). To allow a better
matching among so divergent species, especially among
their 3’end tails, we chose a non-standard set of para-
meters: Match/Mismatch Scores 1/-1; Existence/Exten-
sion Gap Costs 0/2. Then we chose from the BLAST
output the relevant sequences (see Table 1 for the list of
species with sequences similar to the human queries) by
empirically setting the “Expect” threshold-value to 1e-05. aimed to preserve the 3’RR three-dimensional structure
for the conservation of the regulatory function necessary
for class switch recombination [12]. Conclusions Figure 8 Structural model of the 3’RR palindrome-driven
internal hairpin. This figure shows (A) the linear map of human
3’RR2 and (B) the hairpin loop shape that this sequence can
putatively assumes. The whole HS1.2 enhancer (i.e. core, 29 mer, 40
mers and 3’end sequence) is here sketched as orange box. We did
not show the HS1.2 orientation in this graphic because it differs
between the two copies of the 3’RR in human, and among the 3’RR
of the species in Figure 5. The hypothetical hairpin structure is
independent from the orientation of HS1.2. Conserved synteny screening We used the following list of mouse sequence tags from
[GenBank:NC_000078.5]: a 20 bp tandem repeat
(114493451-114493793),
an
alpha
locus
portion
(114496952-114497890) and seven enhancers, that is
HS1.2 (114483000-114483159), HS3.A (114470545-
114470747),
HS3.B
(114492057-114492261),
HS4
(114466607-114466729), and HS5, HS6 and HS7. Those
last three were localized by their primers sequences,
listed in previous paper [33]. These sequences were aligned by BLAT (BLAST-Like
Alignment Tool, http://genome.ucsc.edu/cgi-bin/hgBlat)
versus the 2007 release of the Mus musculus (mouse)
genome, to identify the limits of the mouse 3’RR contig
(chr12:114,459,657-114,497,890 in mmu9 draft; size
38234 bp)(Figure 3). This region was used to investigate
the Amniota species of which the sequenced genome
was available in the “Comparative Genomics” group of
tracks at the UCSC mouse genome browser site http://
genome.ucsc.edu/cgi-bin/hgGateway?db=mm9. So the
list of the species we checked was in the order: rat (Rat-
tus norvegicus, rn4), Guinea pig (Cavia porcellus, cav-
Por3), man (Homo sapiens, hg19), chimpanzee (Pan
troglodytes,
panTro2),
orangutan
(Pongo
abelii,
ponAbe2), macaque (Macaca mulatta, rheMac2), mar-
moset (Callithrix jacchus, calJac3), dog (Canis familiaris,
canFam2), panda (Ailuropoda melanoleuca, ailMel1), Conclusions IgA and 3’RR have relevance in response to infections
and in diseases [3,16-18,20,32]. The more remarkable
polymorphism found in 3’RR lies within the HS1.2 that We remark that both coding sequences and wide non-
coding regulatory regions have undergone to some evo-
lutionary pressure, and that part of this pressure was D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 Page 10 of 12 horse (Equus caballus, equCab2), cow (Bos taurus, bos-
Tau4), rabbit (Oryctolagus cuniculus, oryCun2), elephant
(Loxodonta africana, loxAfr3), opossum (Monodelphis
domestica, monDom5), platypus (Ornithorhynchus ana-
tinus, ornAna1), lizard (Anolis carolinensis, anoCar1),
chicken (Gallus gallus, galGal3). We reported in par-
enthesis the scientific name and the genome draft code. Figure 8 Structural model of the 3’RR palindrome-driven
internal hairpin. This figure shows (A) the linear map of human
3’RR2 and (B) the hairpin loop shape that this sequence can
putatively assumes. The whole HS1.2 enhancer (i.e. core, 29 mer, 40
mers and 3’end sequence) is here sketched as orange box. We did
not show the HS1.2 orientation in this graphic because it differs
between the two copies of the 3’RR in human, and among the 3’RR
of the species in Figure 5. The hypothetical hairpin structure is
independent from the orientation of HS1.2. horse (Equus caballus, equCab2), cow (Bos taurus, bos-
Tau4), rabbit (Oryctolagus cuniculus, oryCun2), elephant
(Loxodonta africana, loxAfr3), opossum (Monodelphis
domestica, monDom5), platypus (Ornithorhynchus ana-
tinus, ornAna1), lizard (Anolis carolinensis, anoCar1),
chicken (Gallus gallus, galGal3). We reported in par-
enthesis the scientific name and the genome draft code. Inspecting the homologous human region in the
UCSC human genome browser http://genome.ucsc.edu/
cgi-bin/hgTracks?db=hg18, we searched the tracks
related to the Neanderthal genome [27] for the pre-
sence of HS3, HS1.2 and HS4. Figure 8 Structural model of the 3’RR palindrome-driven Figure 8 Structural model of the 3’RR palindrome-driven
internal hairpin. This figure shows (A) the linear map of human
3’RR2 and (B) the hairpin loop shape that this sequence can
putatively assumes. The whole HS1.2 enhancer (i.e. core, 29 mer, 40
mers and 3’end sequence) is here sketched as orange box. We did
not show the HS1.2 orientation in this graphic because it differs
between the two copies of the 3’RR in human, and among the 3’RR
of the species in Figure 5. The hypothetical hairpin structure is
independent from the orientation of HS1.2. Database hunting for HS1.2 polymorphisms Database hunting for HS1.2 polymorphisms
The search for HS1.2 polymorphisms was refined using
the specialized alignment tool Trace-Archive BLAST
http://blast.ncbi.nlm.nih.gov/Blast.cgi?BLAST_SPEC=-
TraceArchive&BLAST_PROGRAMS=megaBlast&PA-
GE_TYPE=BlastSearch. The Trace Archive http://www. ncbi.nlm.nih.gov/Traces/trace.cgi is a repository of
sequencing data from gel/capillary platforms, parti-
tioned by genome and sequencing methods. There is a
daily-growing amount of available reads from thou-
sands of WGS projects. We performed a BLAST
search on every available database referring to species
identified in the previous analysis for the presence of
this enhancer and to the 24 primates available in the
Archive (Aotus nancymaae, Ateles geoffroyi, Callicebus
moloch, Callithrix jacchus, Cercopithecus aethiops,
Colobus guereza, Eulemur macaco, Gorilla gorilla,
Homo sapiens, Hylobates concolor, Lemur catta,
Macaca fuscata, Macaca mulatta, Microcebus murinus,
Nomascus leucogenys, Otolemur garnettii, Pan panis-
cus, Pan troglodytes, Papio anubis, Papio cynocephalus,
Papio hamadryas, Pongo pygmaeus abelii, Saimiri boli-
viensis, Tarsius syrichta). The sequences detected were
selected for HS1.2 completeness and multi-aligned by
use of ClustalW (http://www.ebi.ac.uk/Tools/clustalw2/
index.html [35]) and MAFFT (http://align.bmr.kyushu-
u.ac.jp/mafft/software/ [36]) and by use of Seaview
http://pbil.univ-lyon1.fr/software/seaview.html to man-
ual revise the ClustalW/MAFFT outputs. See Figure 6
for a graphical representation of the detected HS1.2
variants. Transfac analysis for transcription factors The search for the transcription factor consensus was
performed on the variant sequences of HS1.2 by the
software AliBaba2.1 http://www.gene-regulation.com/
pub/programs/alibaba2/index.html. Additional file 1 lists
the transcription factors detected at least in ten loci. The full list can be inspected as Additional file 2. Additional files Note: in the three additional files, the Accessions
including at least one letter are picked from GenBank
http://www.ncbi.nlm.nih.gov/Entrez/, the others includ-
ing just numbers from the Trace Archive database
http://www.ncbi.nlm.nih.gov/Traces/trace.cgi. List of nonstandard abbreviations IgH: Immunoglobulin heavy chain; 3’RR: 3’ Regulatory Region; TFBS:
Transcription Factor Binding Sites. Additional material Additional file 1: Identified Transcription Factor Binding Sites (listed
if found more than 10 time). Additional file 2: Full list of identified Transcription Factor Binding
Sites. Additional file 3: List of sequences used for phylogenetics analysis
in figure 8. Additional file 1: Identified Transcription Factor Binding Sites (listed
if found more than 10 time). Additional file 2: Full list of identified Transcription Factor Binding
Sites. Additional file 3: List of sequences used for phylogenetics analysis
in figure 8. Additional file 3: List of sequences used for phylogenetics analysis
in figure 8. Author details
1
f 1Department of Genetics and Microbiology, University of Bari, Bari, Italy. 2Department of Botany, University of British Columbia, Vancouver, British
Columbia, Canada. 3Terry Fox Laboratory, BC Cancer Agency, Vancouver,
British Columbia, Canada. 4Department of Biology, University of Roma Tor
Vergata, Viale della ricerca scientifica. 00133 Roma, Italy. Acknowledgements
h
k We thank Giovanna Carignani for her suggestions and discussion on the
results about evolution, Marcello Brancato, Pasquale Mancini and Arteo
Ciancarelli for administration of founds. Part of the work was supported by
the MIUR PRIN N.20073RH73W003 (D. Frezza). We are also grateful to Lynell
Bates, Francesca Antonacci and Giuliana Giannuzzi for critical reading and
English improvement of the manuscript. Authors’ contributions PD’A was the main researcher and performed comparative genomics
analysis, database searches, dot plot analysis and data interpretation and
participated in manuscript writing and editing. MS carried out phylogenetic
analysis, data interpretation, and participated in manuscript editing. VG
sequenced the DNA samples, investigated the presence of Transcription
Factor Binding Site, and participated in manuscript editing. MR participated
in planning the experiment, in data interpretation, and in manuscript writing
and editing. DF ideated the work and planned the experiments, and
participated in manuscript writing and editing. All authors read and
approved the final manuscript. Dot plot analysis p
y
We identified 2 genomic contigs of Homo sapiens
(3’RR1, [GenBank:NC_000014.8:106152458-106175002],
and 3’RR2, [GenBank:NC_000014.8:106032614-10605
4732]), and one contig of Mus musculus [GenBank:
NC_000078.5:114466607-114497890], Oryctolagus cuni-
culus [GenBank:AY386698.1:7160-21816] and Canis
lupus
familiaris
[GenBank:AC187024.23:146314-
165755]. Finally, we assembled a contig of Ailuropoda
melanoleuca, sewing the scaffold3005_4 [GenBank:
ACTA01092430.1:1574-6589] and the scaffold3005_5
[GenBank:ACTA01100430.1:1-7968] by a stretch of 600
N. We performed a series of pairwise comparisons
among these six genomic contigs, by use of two dot plot Page 11 of 12 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
http://www.biomedcentral.com/1471-2148/11/71 inspected. The best-fitting substitution model was
selected using ModelGenerator [38], under the Akaike
information criterion (AIC1), as implemented in Multi-
Phyl online [39]. The following models were integrated
in the phylogenetic analysis: GTR + I + G for C-alpha;
HKY + I for HS3 and HS4; HKY + G for HS1.2. analysis softwares: Gepard http://mips.gsf.de/services/
analysis/gepard [34] for the human versus human dot
plots (Figure 4), and Blast2seq http://www.ncbi.nlm.nih. gov/blast/bl2seq/wblast2.cgi for the human versus others
species dot plots (Figure 5). Graphics were edited using
Adobe Illustrator. An unrooted tree was constructed using the maximum
likelihood method applied to nucleotides, as implemen-
ted in Garli version 0.96 http://www.bio.utexas.edu/
faculty/antisense/garli/Garli.html, with bootstrap percen-
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obtained with Opal [37] and the results were manually Received: 30 November 2010 Accepted: 15 March 2011
Published: 15 March 2011 Page 12 of 12 Page 12 of 12 D’Addabbo et al. BMC Evolutionary Biology 2011, 11:71
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Cite this article as: D’Addabbo et al.: Position and sequence
conservation in Amniota of polymorphic enhancer HS1.2 within the
palindrome of IgH 3’Regulatory Region. BMC Evolutionary Biology 2011
11:71. doi:10.1186/1471-2148-11-71
Cite this article as: D’Addabbo et al.: Position and sequence
conservation in Amniota of polymorphic enhancer HS1.2 within the
palindrome of IgH 3’Regulatory Region. BMC Evolutionary Biology 2011
11:71. 19. Cianci R, Giambra V, Mattioli C, Esposito M, Cammarota G, Scibilia G,
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Martinez-Labarga C, Rickards O, Scibilia G, Sferlazzas C, et al: Increased
frequency of the immunoglobulin enhancer HS1,2 allele 2 in coeliac
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Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious Court
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Analysis of Sociology and Anthropology of Sharia
Economic Law On Murabahah Dispute Settlement at
The Cirebon Religious Court Fadli Daud Abdullaha*, Tajul Arifinb, Abdalc
a* UIN Sunan Gunung Djati, Indonesia. e-mail: fadli.daud31@gmail.com
bUIN Sunan Gunung Djati, Indonesia. e-mail: tajularifin64@uinsgd.ac.id
cUIN Sunan Gunung Djati, Indonesia. e-mail: abdal@uinsgd.ac.id Article History journals.stratapersada.com/index.php/slr journals.stratapersada.com/index.php/slr Strata Law Review, 2023, Vol. 1, No. 2, 118–127
E-ISSN: 2986-8114 | P-ISSN: 2987-3185 |
doi: 10.59631/slr.v1i2.94
Advance Access publication September 22, 2023 © The Author(s) 2023. Published by CV. Strata Persada Academia.
This is an Open Access article distributed under the terms of the Creative Common
Attribution 4.0 International (CC BY 4.0) Strata Law Review, 2023, Vol. 1, No. 2, 118–127
E-ISSN: 2986-8114 | P-ISSN: 2987-3185
doi: 10.59631/slr.v1i2.94
Advance Access publication September 22, 2023 journals.stratapersada.com/index.php/slr
Analysis of Sociology and Anthropology of Sharia
Economic Law On Murabahah Dispute Settlement at
The Cirebon Religious Court
Fadli Daud Abdullaha*, Tajul Arifinb, Abdalc
a* UIN Sunan Gunung Djati, Indonesia. e-mail: fadli.daud31@gmail.com
bUIN Sunan Gunung Djati, Indonesia. e-mail: tajularifin64@uinsgd.ac.id
cUIN Sunan Gunung Djati, Indonesia. e-mail: abdal@uinsgd.ac.id
Article History
Submitted
Revised
Accepted
2023-09-12
2023-09-19
2023-09-22
Abstract
This research explores the settlement of Murabahah disputes through sociological and Strata Law Review, 2023, Vol. 1, No. 2, 118–127
E-ISSN: 2986-8114 | P-ISSN: 2987-3185
doi: 10.59631/slr.v1i2.94
Advance Access publication September 22, 2023 journals.stratapersada.com/index.php/slr
Analysis of Sociology and Anthropology of Sharia
Economic Law On Murabahah Dispute Settlement at
The Cirebon Religious Court
Fadli Daud Abdullaha*, Tajul Arifinb, Abdalc
a* UIN Sunan Gunung Djati, Indonesia. e-mail: fadli.daud31@gmail.com
bUIN Sunan Gunung Djati, Indonesia. e-mail: tajularifin64@uinsgd.ac.id
cUIN Sunan Gunung Djati, Indonesia. e-mail: abdal@uinsgd.ac.id
Article History
Submitted
Revised
Accepted
2023-09-12
2023-09-19
2023-09-22
Abstract
This research explores the settlement of Murabahah disputes through sociological and 1 Azharsyah Ibrahim and Arinal Rahmati, “Analisis Solutif Penyelesaian Pembiayaan Bermasalah di Bank
Syariah: Kajian pada Produk Murabahah di Bank Muamalat Indonesia Banda Aceh,” Jurnal Kajian Ekonomi
dan Bisnis Islam 10, no. 1 (2017): 75.
2 Mohd Winario, “Masalah Hukum Islam Perspektif Sosiologi Antropologi Hukum,” Jurnal Al Himayah 1,
no. 2 (2017): 269.
3 Erna Damayanti, “Aplikasi Murabahah pada Lembaga Keuangan Syariah,” el-Jizya : Jurnal Ekonomi Islam
5, no. 2 (November 1, 2018): 215.
4 Yeni Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” Journal Of Social
Science Research 3, no. 2 (2023): 6.
5 Tajul Arifin, Antropologi Hukum Islam, (Pusat Penelitian dan Penerbitan UIN Sunan Guung Djati Bandung,
2016), 9. Abstract This research explores the settlement of Murabahah disputes through sociological and
anthropological studies of Islamic economic law. The focal point of this analysis is Case Number
1/Pdt.G.S/2020/Pa.Cn, which is a lawsuit related to the Murabahah transaction heard at the
Cirebon Religious Court. This study utilized qualitative research methods, which were collected
through secondary data. The result of this study is that the decision-making process in resolving
Murabahah disputes at the Cirebon Religious Court significantly reflects the socio-
anthropological dimensions of Islamic economic law. This includes recognizing the social and
economic impacts of sharia transactions, particularly the large material losses resulting from
defaults. This underscores the importance of Sharia norms, ethical considerations in transactions,
and social responsibility in ensuring fairness in the Sharia economy. In addition, it recognizes the
challenges faced in reaching solutions within the framework of Sharia economics and emphasizes
the importance of collaboration among the parties involved in the process. Ultimately, the
implications of this judgment highlight how social and cultural elements in Sharia-compliant
societies influence economic transactions and provide a comprehensive understanding of the
dynamics of Sharia economic law in a practical context and its implications for case resolution in
Religious Courts. Keywords: Murabaha disputes; sharia economic law; sociology anthropology © The Author(s) 2023. Published by CV. Strata Persada Academia. This is an Open Access article distributed under the terms of the Creative Common
Attribution 4.0 International (CC BY 4.0) 119 | Strata Law Review, 2023, Vol. 1, No. 2, 118–127
Doi: 10.59631/slr.v1i2.94 METHOD The methodology used in this research is qualitative research. In this context, qualitative research
methods will allow researchers to explore the social, cultural and legal dynamics involved in the
enforcement of Murabahah. 6 The author uses secondary data as a source of data collection,
namely through literature studies such as analysis of books, journal articles and analysis of
documents such as Murabahah contracts and previous court settlements will be done textually. 7
The data will be analyzed using the theoretical approach of sociology and anthropology of Islamic
economic law to identify the social, cultural, and economic factors that influence these conditions. Data analysis techniques in this research include tracing or exploring the understanding of the
viewpoints of the parties involved in conservation, and presenting the findings in the form of in-
depth narratives to provide richer insights into the context of Islamic economic law in concrete
cases. Introduction 5 Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 120 Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 120 120 In this context, we are about to explore how social, cultural and economic factors play a role
in the interpretation and implementation of Islamic economic principles in the legal system. Murabahah disputes provide an interesting entry point to delve deeper into how Islamic
economic law is reflected in court decisions and the extent to which social and cultural factors
influence the final outcome of such agreements. By diving into this issue, we can better understand how sharia economic law thinking
interacts with social and cultural realities in Cirebon, as well as how these legal interpretations
influence court decisions in concrete cases. This analysis will provide a more comprehensive
insight into the dynamics of sharia economic law in the context of real practice and its
consequences in the settlement of cases in the Religious Courts. Through this multidisciplinary
approach, we hope to provide a more in-depth and contextual understanding of the role of sharia
economic law in this case, which in turn can make an important contribution to the development
of sharia economic law and legal thinking in the future. Rukajat, Ajat. Pendekatan Penelitian Kualitatif Qualitative Research Approach, (Deepublish, 20 Introduction In the era of globalization and modern legal complexity, multidisciplinary analysis is becoming
increasingly important in understanding legal phenomena. One area of interest is the
convergence between Sociology and Anthropology with Sharia Economic Law. In this context,
the analysis of Murabahah settlements in the Religious Courts is a major concern. This raises
profound questions about how social and cultural factors influence the interpretation and
application of Islamic economic principles in the legal system.1 The Sociology and Anthropology of Islamic Economic Law provides a deep insight into the
way people accommodate sharia values in their economic transactions. Through a sociological
perspective, we can explore how social norms and cultural values influence the practice of Islamic
finance. On the other hand, the anthropological approach opens a window into the structure of
social and cultural life that serves as a foundation for economic decision-making that follows
sharia principles.2 Murabahah is a financing in Islamic financial institutions, which often causes devastation
between banks and customers. Settlement resolution can be through litigation in court. In court,
the parties involved present arguments and evidence. The judge then issues a decision based on
the applicable law. However, settlements often arise because one party breaches the contract
without acceptable reasons, resulting in disagreements.3 Article 49 of Law No. 3 of 2006, which remains unchanged in Law No. 50 of 2009, grants the
Religious Courts authority in several aspects. This includes adjudicating marriage, such as
divorce, annulment of marriage, and maintaining joint property. The authority also includes
resolving inheritance settlements in Islam, waqf issues, polygamy permits, religious education,
as well as religious matters such as worship and fatwas. These powers remain in place without
significant change. Case Number 1/Pdt.G.S/2020/Pa.Cn which is the object of this analysis is a battle related to
Murabahah transactions in the Cirebon Religious Court. 4 In this context, multidisciplinary
analysis from the perspective of Sociology and Anthropology of Sharia Economic Law is
important. The Sociology perspective allows us to understand how social and cultural norms
influence the practice of Islamic finance, while the Anthropology perspective opens a window
into the structure of social and cultural life that underlies economic decision-making that follows
sharia principles. 6 Anggito, Albi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018), 7.
7 Rukajat, Ajat. Pendekatan Penelitian Kualitatif Qualitative Research Approach, (Deepublish, 2018), 21. 6 Anggito, Albi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018), 7. , Albi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018), 7.
Ajat. Pendekatan Penelitian Kualitatif Qualitative Research Approach, (Deepublish, 2018), 21. Decision of the Cirebon City Religious Court Case Number 1/Pdt.G.S/2020/Pa.Cn regarding
Murabaha Dispute Decision of the Cirebon City Religious Court Case Number 1/Pdt.G.S/2020/Pa.Cn regarding
Murabaha Dispute Decision of the Cirebon City Religious Court Case Number 1/Pdt.G.S/2020/Pa.Cn regarding
Murabaha Dispute A court decision is the final stage in the trial process to resolve a particular case. The
provisions regarding the court are regulated in Article 57 paragraph (2) of Law Number
48 of 1989, which designs the structure of the head part of the decision, including the
name of the court that handed down the decision, the identity of the parties involved in
the case, describing the problem, witness testimony, consideration of the judge and the 121 | Strata Law Review, 2023, Vol. 1, No. 2, 118–127
Doi: 10.59631/slr.v1i2.94 law, the ruling of the decision, the explanation part of the decision, and the part of the
decision endorsement in detail.8 law, the ruling of the decision, the explanation part of the decision, and the part of the
decision endorsement in detail.8 Case Number 1/Pdt.G.S/2020/PA.CN follows the same structure and content of the
decision, including the identity of the parties, the subject matter, and case chronology. This case involved a lawsuit for default on a murabaha financing product filed by PT
Bank Mandiri Cirebon Branch through its attorney Tatang Muliawan as the plaintiff,
against Minsya Malik as the defendant. This case began when the defendant applied for
a financing facility to the plaintiff in January 2012 for the purchase of a house, and the
plaintiff approved it.9 After the financing contract was executed, the respondent was obliged to pay the
installments, but he failed to do so in accordance with the agreement. The plaintiff had
given several warning letters to the defendant, but there was no adequate response. Therefore, the plaintiff decided to bring this matter to the Cirebon Religious Court, which
had the desire to resolve it. The plaintiff requested for the court to declare that the defendant had fulfilled the
promise in the financing, to order the defendant to pay an obligation of Rp 189,561,570.90,
and to confiscate the property used as collateral, namely a plot of land in Villa Casablanca
Housing. In addition, the plaintiff also requested that the defendant pay the court costs
incurred.10 During the conference process, the defendant was never present, despite being
officially summoned. The plaintiffs have provided written evidence to support their
claim, including letters, deeds of financing, and other evidence. Decision of the Cirebon City Religious Court Case Number 1/Pdt.G.S/2020/Pa.Cn regarding
Murabaha Dispute In addition, the plaintiffs
also called two witnesses who provided evidence regarding this case. In the final decision, the court decided to partially grant the plaintiff's claim, stating
that the defendant had breached the promise in the murabaha financing contract. The
court ordered the defendant to pay the entire obligation of Rp. 189,561,570.90, including
principal, margin/profit sharing, and penalty. The court also stated that a security seizure
of a piece of land should be made. The costs of the case were borne by the defendant. Thus, the court decision concluded this settlement by establishing the defendant's
obligation to pay to the plaintiff in accordance with the terms described in the financing
contract. 10 Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” 8. 9 Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” 6. 8 Pasal 57 Ayat (2) Undang-Undang Nomor 48 Tahun 1989. Considerations of the Cirebon City Religious Court in Deciding Case Decisions Consideration of the Panel of Judges in Answering the Plaintiff's Request in the Sharia Economic
Dispute regarding Default in the Murabahah Agreement. The Panel of Judges considered the
request submitted by the Plaintiff in discussing sharia economics related to default in the
Murabahah contract. In essence, this resolution occurred in the breach of promise made by the Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 122 122 Defendant in the context of the Al-Murabahah financing contract Number 19 which occurred on
February 13, 2012 before Notary Amilia, S.H. in Cirebon City. As a result of this breach of promise,
the Plaintiff suffered a material loss of Rp 189,561,570.90.11 Defendant in the context of the Al-Murabahah financing contract Number 19 which occurred on
February 13, 2012 before Notary Amilia, S.H. in Cirebon City. As a result of this breach of promise,
the Plaintiff suffered a material loss of Rp 189,561,570.90.11 The Judges noted that the Defendant never attended the conference despite being formally
invited, so there was no response or defense from the Defendant. Therefore, the Judge assumed
that the Defendant indirectly admitted and confirmed all of the claims and demands made by the
Plaintiff. The Defendant's confession, which in this case included a mummy confession, became
strong evidence based on Article 174 of the Law of Civil Procedure (HIR).12 In addition, the Panel of Judges also considered the validity of the Al-Murabahah financing
contract that was the basis for the rescue. They stated that the contract fulfills these conditions
and the pillars of the contract based on various legal considerations, including Article 22 of the
Compilation of Sharia Economic Law which regulates the pillars of the contract.13 This contract
is an agreement between PT Bank Syariah Mandiri Cirebon Branch as the Plaintiff and Minsya
Malik as the Defendant. The agreement letter has been signed by both parties, indicating their
understanding and acceptance of all contents as well as obligations and rights arising from the
contract.14 In addition, based on Articles 44 and 46 of the Compilation of Sharia Economic Law, a valid
contract is valid in accordance with sharia principles for the parties that enter into it. This
confirms that the Al-Murabahah financing contract No. Considerations of the Cirebon City Religious Court in Deciding Case Decisions 19 dated February 13, 2012 made by the
Plaintiff and the Defendant must be considered valid.15 Finally, the Panel of Judges also considered the claim for compensation submitted by the
Plaintiff. Based on legal considerations in accordance with Article 36 of the Compilation of Sharia
Economic Law and Article 1238 of the Civil Code, the Judge concluded that the Defendant had
broken its promise (default) and this had caused material losses to the Plaintiff. Therefore, the
Judge decided to punish the Defendant by paying material losses of Rp. 189,561,570.90 in
accordance with the Plaintiff's demands. In the overall analysis and discussion, the Panel of Judges held that the Defendant had
reneged on its promise in the Al-Murabahah financing contract and that the contract was valid
under sharia law. In addition, the claim for damages filed by the Plaintiff was also accepted. Thus,
the Judge's decision was in favor of the Plaintiff in this settlement, and the Defendant was ordered
to pay material damages in the amount determined. p
y
14 Triana et al., “Wanprestasi Akad Murabahah Nasabah Terhadap Bank Syariah,” 6. p
15 Pasal 44 Dan 46 Kompilasi Hukum Ekonomi Syariah. (
)
13 Pasal 22 Kompilasi Hukum Ekonomi Syariah. 11 Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” 6. 11 Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” 6.
12 Pasal 174 Hukum Acara Perdata (HIR). 1 Triana et al., “Wanprestasi Akad Murabahah Nasabah terhadap Bank Syariah,” 6.
2 Pasal 174 Hukum Acara Perdata (HIR) p
12 Pasal 174 Hukum Acara Perdata (HIR). ,
p
p
y
,
12 Pasal 174 Hukum Acara Perdata (HIR). (
)
3 Pasal 22 Kompilasi Hukum Ekonomi Syariah. p
y
14 Triana et al., “Wanprestasi Akad Murabahah Nasabah T p
12 Pasal 174 Hukum Acara Perdata (HIR). Analysis of Sociology and Anthropology of Sharia Economic Law on Murabahah Dispute
Decisions in the Cirebon City Religious Court Sociology is the scientific study of human society, including interactions, social structures,
institutions, and social dynamics. It focuses on understanding human social patterns and
behaviors in a variety of contexts, such as urban, rural, communities, families, and 123 | Strata Law Review, 2023, Vol. 1, No. 2, 118–127
Doi: 10.59631/slr.v1i2.94 organizations.16 Sociology uses scientific methods such as surveys, interviews, statistical analysis,
and experiments to collect data that describe and explain social phenomena. The goal is to
identify social trends, conflicts, changes, as well as factors that affect society and individuals
within society.17 organizations.16 Sociology uses scientific methods such as surveys, interviews, statistical analysis,
and experiments to collect data that describe and explain social phenomena. The goal is to
identify social trends, conflicts, changes, as well as factors that affect society and individuals
within society.17 Anthropology is a branch of social science that emerged from Europeans' interest in the
physical, customary and cultural differences in their societies. Anthropology mainly focuses on
people living in one geographical area, while sociology focuses more on patterns of social
interaction and community life. In essence, anthropology and sociology are similar, but their
focus is different in understanding and researching people and societies.18 ociology and anthropology are two social science disciplines that focus on understanding
society, culture, and human behavior, albeit with different approaches. Sociology is the scientific
study of human society, observing social interactions, structures and dynamics. Anthropology,
meanwhile, focuses on human cultures around the world, exploring the differences and
similarities in how people live and interact with the environment.19 Both use different research
methods, such as surveys and ethnography, and have different goals in explaining culture and
society. Despite their different focuses, they work together to answer basic questions about
people and society.20 The Sociology and Anthropology of Islamic Economic Law provides a deep understanding
of how societies integrate sharia values in their economic transactions.21 From a sociological
perspective, we can investigate the impact of social norms and cultural values on the
implementation of Islamic financial practices. Meanwhile, the anthropological approach opens
up a view of the social and cultural structures that form the basis for economic decision-making
that adheres to sharia principles. 22 In the sociological context of sharia economic law, the decision of the Cirebon Religious Court
Case Number 1/Pdt.G.S/2020/PA.CN on murabaha exemption reflects how sharia law and
values influence and push into the judicial system. 16 Janu Murdiyatmoko. Sosiologi: Memahami Dan Mengkaji Masyarakat, (PT Grafindo Media Pratama, 2007),
6.
17 Sunarto, Kamanto. Pengantar Sosiologi, (Universitas Indonesia Publishing, 2005), 3-12.
18 Tajul Arifin, “Antropologi Hukum Islam,” 1.
19 Damien Short. Sociological and Anthropological Approaches, (Human Rights: Politics and Practice, 2009), 93.
20 Delamont, Sara, and Paul Atkinson. "The Two Traditions in Educational Ethnography: Sociology and
Anthropology Compared." British Journal of Sociology of Education 1. 2 (1980): 141.
21 Henrika Kuklick, "Assessing Research in the History of Sociology and Anthropology." Journal of the
History of the Behavioral Sciences 35. 3 (1999): 230.
22 Winario, “Masalah Hukum Islam Perspektif Sosiologi Antropologi Hukum,” 269. y f
(
)
2 Winario, “Masalah Hukum Islam Perspektif Sosiologi Antropologi Hukum,” 269. 6 Janu Murdiyatmoko. Sosiologi: Memahami Dan Mengkaji Masyarakat, (PT Grafindo Media
6 p
gy
p
J
f
gy f
(
)
Henrika Kuklick, "Assessing Research in the History of Sociology and Anthropology." J
tory of the Behavioral Sciences 35. 3 (1999): 230. 17 Sunarto, Kamanto. Pengantar Sosiologi, (Universitas Indonesia Publishing, 2005), 3-12. Analysis of Sociology and Anthropology of Sharia Economic Law on Murabahah Dispute
Decisions in the Cirebon City Religious Court In this context, several social and legal aspects
emerge: The decision shows an effort to integrate sharia economic principles into the judicial system. The provisions stipulated in Article 57 paragraph (2) of Law No. 48 of 1989 serve as guidelines
for judges in drafting decisions that are in accordance with sharia principles. Article 57 paragraph
(2) provides a foundation for judges to consider the values, norms and principles of sharia
economics when they have to make decisions in cases relating to the economy. This includes Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 124 124 Fadli Daud Abdullah et al | matters such as the prohibition of usury, the principle of fairness in business transactions, and
other aspects that are in accordance with the principles of sharia economics. Thus, Article 57 paragraph (2) becomes an important tool in bridging between positive law
and sharia economic principles. This creates a legal framework that is more in line with sharia
economic values in the context of economic law in Indonesia. In a sociological analysis, we can
understand how the application of this article affects the actions and decisions of judges and its
impact on the development of sharia economics in society. This reflects how religious and ethical
aspects play a role in the judicial process.23 The ruling underscores the need to protect the rights of parties who are aggrieved by defaults
in murabaha contracts. The court ensured that the aggrieved party was given justice, which is a
fundamental principle in Islamic economic law that emphasizes social justice.24 This case involves PT Bank Syariah Mandiri Cirebon Branch, an Islamic financial institution. It reflects how Islamic financial institutions play a role in facilitating economic transactions that
comply with sharia principles. These institutions play an important role in encouraging usury-
free financial practices.25 This case involves PT Bank Syariah Mandiri Cirebon Branch, an Islamic financial institution. It reflects how Islamic financial institutions play a role in facilitating economic transactions that
comply with sharia principles. These institutions play an important role in encouraging usury-
free financial practices.25 The absence of the defendant in the judicial process reflects the challenges in resolving Islamic
economic rescues. The presence of the disputing party is an important part of the judicial process,
and absence can affect the legal proceedings. (
)
28 Muhammad Ilham and M Taufiq, “Penyelesaian Sengketa dalam Perspektif Antropologi Hukum,” Jurnal
Teraju 3, no. 01 (Maret 14, 2021): 19. 27 Uswatun Khasanah, “Perkembangan dan Penerimaan Masyarakat terhadap Perbankan Syariah di
Indonesia,” AL-MUTSLA 2, no. 2 (Desember 30, 2020): 150. 23 Erie Hariyanto, “Integrasi Mediasi Sebagai Model Penyelesaian Sengketa Perbankan Syari’ah Masa
Depan,” Jurnal Proceedings of Annual Conference for Muslim Scholars 1, no. 110 (2017): 1. (
j
p
)
(
)
26 Ahmad Mujahidin, Prosedur Penyelesaian Sengketa Ekonomi Syariah di Indonesia, (Ghalia Indonesia:
Bogor, 2010), 61. 23 Erie Hariyanto, “Integrasi Mediasi Sebagai Model Penyelesaian Sengketa Perbankan Syari’ah Masa
Depan,” Jurnal Proceedings of Annual Conference for Muslim Scholars 1, no. 110 (2017): 1.
24 Puteri Asyifa Octavia Apandy, Melawati, and Panji Adam, “Pentingnya Hukum Perlindungan
Konsumen dalam Jual Beli,” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 14.
25 Ayief Fathurrahman, “Prospek Pengembangan Ilmu Ekonomi Islam di Indonesia dalam Prespektif
Filsafat Ilmu (Sebuah Kajian Epistemik),” Jurnal La Riba 4, no. 2 (Desember 31, 2010): 314.
26 Ahmad Mujahidin, Prosedur Penyelesaian Sengketa Ekonomi Syariah di Indonesia, (Ghalia Indonesia:
Bogor, 2010), 61.
27 Uswatun Khasanah, “Perkembangan dan Penerimaan Masyarakat terhadap Perbankan Syariah di
Indonesia,” AL-MUTSLA 2, no. 2 (Desember 30, 2020): 150.
28 Muhammad Ilham and M Taufiq, “Penyelesaian Sengketa dalam Perspektif Antropologi Hukum,” Jurnal
Teraju 3, no. 01 (Maret 14, 2021): 19. g
f
f
f
(
)
Asyifa Octavia Apandy, Melawati, and Panji Adam, “Pentingnya Hukum Perlind
n dalam Jual Beli,” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 14. 23 Erie Hariyanto, “Integrasi Mediasi Sebagai Model Penyelesaian Sengketa Perbankan Syari’ah Masa
Depan,” Jurnal Proceedings of Annual Conference for Muslim Scholars 1, no. 110 (2017): 1.
24 Puteri Asyifa Octavia Apandy, Melawati, and Panji Adam, “Pentingnya Hukum Perlindungan 5 Ayief Fathurrahman, “Prospek Pengembangan Ilmu Ekonomi Islam di Indonesia da
Filsafat Ilmu (Sebuah Kajian Epistemik),” Jurnal La Riba 4, no. 2 (Desember 31, 2010): 314. 23 Erie Hariyanto, “Integrasi Mediasi Sebagai Model Penyelesaian Sengketa Perbankan Syari’ah Masa
Depan,” Jurnal Proceedings of Annual Conference for Muslim Scholars 1, no. 110 (2017): 1.
24 Puteri Asyifa Octavia Apandy, Melawati, and Panji Adam, “Pentingnya Hukum Perlindungan
Konsumen dalam Jual Beli,” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 14.
25 Ayief Fathurrahman, “Prospek Pengembangan Ilmu Ekonomi Islam di Indonesia dalam Prespektif
Filsafat Ilmu (Sebuah Kajian Epistemik),” Jurnal La Riba 4, no. 2 (Desember 31, 2010): 314.
26 Ahmad Mujahidin, Prosedur Penyelesaian Sengketa Ekonomi Syariah di Indonesia, (Ghalia Indonesia:
Bogor 2010) 61 ef Fathurrahman, Prospek Pengembangan Ilmu Ekonomi Islam di Indonesia dalam P
t Ilmu (Sebuah Kajian Epistemik),” Jurnal La Riba 4, no. 2 (Desember 31, 2010): 314. 24 Puteri Asyifa Octavia Apandy, Melawati, and Panji Adam,
Pentingnya Hukum Perlindungan
Konsumen dalam Jual Beli,” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 14.
25 Ayief Fathurrahman, “Prospek Pengembangan Ilmu Ekonomi Islam di Indonesia dalam Prespektif
Filsafat Ilmu (Sebuah Kajian Epistemik),” Jurnal La Riba 4, no. 2 (Desember 31, 2010): 314. Analysis of Sociology and Anthropology of Sharia Economic Law on Murabahah Dispute
Decisions in the Cirebon City Religious Court This represents the importance of the cooperation
of the parties involved in finalizing the settlement.26 These rulings reflect how the public can understand and accept the use of sharia economic
law in resolving economic settlements. Courts play an important role in educating the public
about the importance of complying with sharia principles in economic transactions.27 In the
decision of the Cirebon Religious Court Case Number 1/Pdt.G.S/2020/PA.CN regarding the
enforcement of murabaha, there are significant anthropological aspects of sharia economic law. This decision reflects the complex interaction between law, economics, and social values in a
society that adheres to sharia principles.28 In the view of legal anthropology, conflict has two meanings, namely negative and positive. The negative meaning is that conflict can damage social relations and community cohesion. Meanwhile, the positive meaning is that conflict can strengthen social ties and restore balance 125 | Strata Law Review, 2023, Vol. 1, No. 2, 118–127
Doi: 10.59631/slr.v1i2.94 between individuals or groups. 29 To achieve the positive meaning, the parties involved in the
conflict need to manage it maturely and peacefully, with or without a third party. between individuals or groups. 29 To achieve the positive meaning, the parties involved in the
conflict need to manage it maturely and peacefully, with or without a third party. Legal anthropology shows that law is not only limited to written rules or customs, but also
involves cultural elements in the resolution of a case. Although courts are a common way to seek
justice, mediation is also an important alternative to resolve conflicts.30 Analyzed from the
anthropological perspective of Islamic economic law, this decision reflects how Islamic
economics, particularly in the context of murabaha contracts, can have a significant social and
economic impact on individuals and communities. The default in this transaction resulted in a
material loss of Rp. 189,561,570.90 for the plaintiff, which illustrates how serious the economic
impact of breaches in the context of Islamic economics can be.31 When viewed from the aspect of sharia norms and ethics, this decision highlights the
influence of sharia norms and ethics in regulating economic transactions. The court confirmed
that the murabaha financing contract met the requirements and principles of sharia. This reflects
the importance of ethical values and adherence to religious principles in doing business and
transactions in an Islamic society. p
g (
p
)
0 Ilham and Taufiq, “Penyelesaian Sengketa dalam Perspektif Antropologi Hukum,” 21. Abdullah Taib, Asas-Asas Antropologi (Kuala Lumpur: Dewan Bahasa dan Pustaka, 1985), 1. q,
y
g
p
p
g
,
1 Sahlan, The Other Laws Di Era Otonomi Daerah, (Studi Antropologi Hukum), 153. 33 Rina Trisnawati, “Pengukuran Tanggung Jawab Sosial Perusahaan Perbankan Syariah di Indonesia,”
Jurnal Akuntansi dan Auditing Indonesia 16, no. 2 (2012): 103. J
g
(
)
34 Dewi Sukma Kristianti, “Integrasi Prinsip Syariah dalam Fungsi Intermediasi Lembaga Keuangan
Syariah,” Undang: Jurnal Hukum 3, no. 2 (Desember 1, 2020): 318. 32 Achmad Fikri Oslami, “Kedudukan Pengadilan Agama dan Basyarnas dalam Meny
Ekonomi Syariah,” AT-TASYRI’: Jurnal Ilmiah Prodi Muamalah, (Juni 26, 2022): 30. (
p
g
)
32 Achmad Fikri Oslami, “Kedudukan Pengadilan Agama dan Basyarnas dalam Menyelesaikan Sengketa
Ekonomi Syariah,” AT-TASYRI’: Jurnal Ilmiah Prodi Muamalah, (Juni 26, 2022): 30. CONCLUSION The conclusions drawn from the case analysis are as follows: First, the Cirebon City Religious
Court ruled that the defendant had breached the Murabahah financing contract and ordered them
to pay the outstanding obligations, totaling Rp. 189,561,570.90, including the principal, profit-
sharing margin, and penalties. The court also ordered the confiscation of the collateral property,
and the defendant was responsible for the case costs. This decision resolved the case by enforcing
the defendant's obligation to fulfill the terms of the financing contract. Secondly, the panel of
judges, in their decision, carefully considered the plaintiff's claims regarding the Murabahah
Agreement and found the defendant in default. They confirmed the validity of the contract under
Sharia economic law and accepted the plaintiff's claim for damages. Consequently, the court
ruled in favor of the plaintiff, ordering the defendant to pay the specified amount in material
damages. g
Overall, the Cirebon Religious Court's decision in resolving the Murabahah dispute
highlights the significant influence of sociological and anthropological aspects in Islamic
economic law within a society adhering to Sharia principles. It emphasizes the intricate interplay
between law, cultural values, and social dynamics in Sharia economic case resolutions. Furthermore, it underscores the integration of Islamic financial institutions into the economy and
underscores the importance of social responsibility in Islamic economic transactions. This
conclusion underscores the complexity and relevance of sociology and anthropology in Sharia
economic law within Indonesia's economic legal context. ACKNOWLEDGMENTS We sincerely express our deepest gratitude for the extraordinary guidance and support from Prof. Dr. Tajul Arifin, M.A. and Dr. H. Abdal, M.Si in our research article in the field of Anthropology
of Sharia Economic Law. The presence and guidance of both of them has helped us move further
in understanding and developing this research. We also want to express our deepest gratitude to our parents who always prayed for us and
provided moral support throughout our journey. Sincere prayers from parents are our invaluable
source of strength in facing every obstacle and struggle in this research. Thank you again, Prof. Dr. Tajul Arifin, M.A., Dr. H. Abdal, M.Si, and our parents, for this
extraordinary help and support. Hopefully the results of this research can be a useful contribution
to science and society. Analysis of Sociology and Anthropology of Sharia Economic Law on Murabahah Dispute
Decisions in the Cirebon City Religious Court In terms of social responsibility in economic transactions, this
decision shows the importance of social responsibility in Islamic economic transactions.32
Although the defendant was not present in the judicial process, the court ensured that the
plaintiff's rights were protected and the claim for compensation was in accordance with sharia
law. This reflects social responsibility in ensuring fairness in economic transactions.33 In the Integration of Islamic Financial Institutions, this case involves PT Bank Syariah Mandiri
Cirebon Branch, which is an Islamic financial institution. This reflects the integration of Islamic
financial institutions in the economy of a society that adheres to sharia principles. These
institutions play a role in providing financing assistance in accordance with sharia principles.34 The absence of the defendant in the judicial process reflects the challenges in resolving Islamic
economic settlements. The court has to work on the assumption that the defendant recognizes the
plaintiff's claim, which highlights the importance of collaboration of the parties involved in
resolving Islamic economic settlements. Overall, the decision of the Cirebon Religious Court in the murabahah settlement reflects how
anthropological aspects of economic law affect social and economic dynamics in a society that
adheres to sharia principles. By ensuring the fulfillment of ethical values and religious principles
in economic transactions, it participates in maintaining justice and integrity in the context of
Islamic economics. Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 126 Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 126 Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 126 Analysis of Sociology and Anthropology of Sharia Economic Law On Murabahah Dispute Settlement at The Cirebon Religious…
Fadli Daud Abdullah et al | 126 126 )
lbi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018). Apandy, Puteri Asyifa Octavia, Melawati, and Panji Adam. “Pentingnya Hukum Perlindungan
Konsumen dalam Jual Beli.” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 12–18. Abdullah, Taib. Asas-Asas Antropologi, (Kuala Lumpur: Dewan Bahasa dan Pustaka, 1985).
Achmad Fikri Oslami. “Kedudukan Pengadilan Agama dan Basyarnas dalam Menyelesaikan
Sengketa Ekonomi Syariah.” At-Tasyri Jurnal Ilmiah Prodi Muamalah, (Juni 26, 2022): 27–40.
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Achmad Fikri Oslami. “Kedudukan Pengadilan Agama dan Basyarnas dalam Menyelesaikan
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Ahmad Mujahidin, Prosedur Penyelesaian Sengketa Ekonomi Syariah di Indonesia, (Ghalia Indonesia:
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Sengketa Ekonomi Syariah.” At-Tasyri Jurnal Ilmiah Prodi Muamalah, (Juni 26, 2022): 27–40. Achmad Fikri Oslami. “Kedudukan Pengadilan Agama dan Basyarnas dalam Menyelesaikan
Sengketa Ekonomi Syariah.” At-Tasyri Jurnal Ilmiah Prodi Muamalah, (Juni 26, 2022): 27–40. g
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Anggito, Albi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018). Anggito, Albi, and Johan Setiawan. Metodologi Penelitian Kualitatif, (CV Jejak Publisher, 2018). Apandy, Puteri Asyifa Octavia, Melawati, and Panji Adam. “Pentingnya Hukum Perlindungan
Konsumen dalam Jual Beli.” Jurnal Manajemen & Bisnis Jayakarta 3, no. 1 (Juli 25, 2021): 12–18. Apandy, Puteri Asyifa Octavia, Melawati, and Panji Adam. “Pentingnya Hukum Perlindungan
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Redox Imbalance and Morphological Changes in Skin Fibroblasts in Typical Rett Syndrome
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Oxidative medicine and cellular longevity
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cc-by
| 8,187
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Research Article
Redox Imbalance and Morphological Changes in
Skin Fibroblasts in Typical Rett Syndrome Cinzia Signorini,1 Silvia Leoncini,1,2 Claudio De Felice,3 Alessandra Pecorelli,1,2
Ilaria Meloni,4 Francesca Ariani,4 Francesca Mari,4 Sonia Amabile,4
Eugenio Paccagnini,5 Mariangela Gentile,5 Giuseppe Belmonte,6 Gloria Zollo,1,2
Giuseppe Valacchi,7 Thierry Durand,8 Jean-Marie Galano,8 Lucia Ciccoli,1
Alessandra Renieri,4,9 and Joussef Hayek2 1 Department of Molecular and Developmental Medicine, University of Siena, 53100 Siena, Italy y f
y
5 Department of Life Sciences, University of Siena, 53100 Siena, Italy 6Department of Medicine Surgery and Neuroscience, University of Siena, 53100 Siena, Italy 6Department of Medicine Surgery and Neuroscience, University of Siena, 53100 Siena, Italy 7 Department of Life Science and Biotechnologies, University of Ferrara, 44121 Ferrara, Italy
8 7 Department of Life Science and Biotechnologies, University of Ferrara, 44121 Ferrara, Italy
8 8 Institut des Biomol´ecules Max Mousseron (IBMM), UMR 5247-CNRS-UM I-UM II-ENSCM, BP 14491 34093,
Montpellier Cedex 5, France p
Genetica Medica, Azienda Ospedaliera Universitaria Senese, 53100 Siena, Italy p
9 Genetica Medica, Azienda Ospedaliera Universitaria Senese, 53100 Siena, Italy Correspondence should be addressed to Cinzia Signorini; cinzia.signorini@unisi.it and Claudio De Felice; geniente@gmail.com Correspondence should be addressed to Cinzia Signorini; cinzia.signorini@unisi.it and Claudio De Felice; gen Correspondence should be addressed to Cinzia Signorini; cinzia.signorini@unisi.it and Claudio De Felice; geniente@gmail.com Received 10 March 2014; Revised 9 May 2014; Accepted 12 May 2014; Published 29 May 2014 Academic Editor: Ozcan Erel Academic Editor: Ozcan Erel Copyright © 2014 Cinzia Signorini et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Evidence of oxidative stress has been reported in the blood of patients with Rett syndrome (RTT), a neurodevelopmental disorder
mainly caused by mutations in the gene encoding the Methyl-CpG-binding protein 2. Little is known regarding the redox status
in RTT cellular systems and its relationship with the morphological phenotype. In RTT patients (n = 16) we investigated four
different oxidative stress markers, F2-Isoprostanes (F2-IsoPs), F4-Neuroprostanes (F4-NeuroPs), nonprotein bound iron (NPBI),
and (4-HNE PAs), and glutathione in one of the most accessible cells, that is, skin fibroblasts, and searched for possible changes in
cellular/intracellular structure and qualitative modifications of synthesized collagen. Significantly increased F4-NeuroPs (12-folds),
F2-IsoPs (7.5-folds) NPBI (2.3-folds), 4-HNE PAs (1.48-folds), and GSSG (1.44-folds) were detected, with significantly decreased
GSH (−43.6%) and GSH/GSSG ratio (−3.05 folds). Hindawi Publishing Corporation
Oxidative Medicine and Cellular Longevity
Volume 2014, Article ID 195935, 10 pages
http://dx.doi.org/10.1155/2014/195935 Hindawi Publishing Corporation
Oxidative Medicine and Cellular Longevity
Volume 2014, Article ID 195935, 10 pages
http://dx.doi.org/10.1155/2014/195935 Research Article
Redox Imbalance and Morphological Changes in
Skin Fibroblasts in Typical Rett Syndrome A marked dilation of the rough endoplasmic reticulum cisternae, associated with
several cytoplasmic multilamellar bodies, was detectable in RTT fibroblasts. Colocalization of collagen I and collagen III, as well as
the percentage of type I collagen as derived by semiquantitative immunofluorescence staining analyses, appears to be significantly
reduced in RTT cells. Our findings indicate the presence of a redox imbalance and previously unrecognized morphological skin
fibroblast abnormalities in RTT patients. 1. Introduction determines the clinical severity of the disease is a typical
feature of RTT [4], key clinical aspects include autistic
traits, epileptic seizures, breathing abnormalities, gait ataxia,
stereotypies, and loss of finalistic hands use [3]. Mutations
in the gene encoding the Methyl-CpG-binding protein 2
(MECP2) account for approximately 90% of cases with typical
RTT and are almost exclusively de novo [4]. Nine most Rett syndrome (RTT) predominantly affects females with an
incidence of 1 in 10,000–15,000 female births [1, 2]. In its
typical form, affected patients exhibit various neuropsychi-
atric features after 6–18 months [3] of apparently normal neu-
rodevelopment. Although phenotypical heterogeneity which Oxidative Medicine and Cellular Longevity 2 frequent mutations comprise more than 3/4 of all the
reported pathogenic ones [5]; in addition, MECP2 gene muta-
tions are usually categorized as missense or truncating,
including nonsense, frameshift, and large deletions, accord-
ing to the type of sequence change. isolated and cultured with standard protocols [28]. Cells were
grown in DMEM (Biochrom), supplemented with 10% fetal
bovine serum, 100 U/mL penicillin, 100 𝜇g/mL streptomycin,
and 2 mM L-glutamine. Cells were incubated at 37∘C with
5% CO2 until 80–90% confluence and routinely passed by
trypsin-EDTA (Irvine Scientific). Oxidative stress (OS) indicates a combination of events
resulting in a damage to biological molecules due to an
imbalance between cellular antioxidant defences and free
radicals production. OS appears to be involved in a large
number of human diseases, including cancer [6–8] neurode-
generative diseases [9, 10] and inflammatory bowel disease
[11]. Furthermore, cumulating evidence suggests the presence
of a redox imbalance in autism spectrum disorders (ASDs),
a condition with a high social impact due to the explosive
increase in its prevalence over the last four decades [12–18]. Our group and other laboratories have reported enhanced OS
markers levels in plasma and erythrocytes from patients with
RTT, thus suggesting the presence of a systemic OS in the
disease. However, to date, it is unclear not only why, but also
when, and where this OS derangement may occur [19–26]. i
Cells for analysis were seeded onto 100 mm tissue culture
plates (for NPBI and IsoP evaluations) and 12-well plates
(for 4-HNE PAs and GSH/GSSG ratio) containing the indi-
cated medium formulations. Fibroblasts at low passage were
employed for the analysis.l At confluence, the cells were scraped, transferred in a
tube, and washed twice with ice-cold PBS pH 7.4. 1. Introduction Cells
were then centrifuged at 600 g for 10 min and the pellet
resuspended in a final volume of 2 mL PBS. 2.3. Nonprotein Bound Iron (NPBI). Nonprotein bound iron
was determined as desferoxamine- (DFO-) chelatable free
iron (DFO-iron complex, ferrioxamine). DFO 25 𝜇M was
added to 1 mL of cell suspension to obtain a final concen-
tration of 25 𝜇M DFO and the cells were ruptured by the
addition of 1 mL water, freeze-thawing, and sonication. The
samples were then ultrafiltered in centrifuge filter devices
(VIVASPIN 4, Sartorius Stedim Biotech GmbH, Goettingen,
Germany) with a 30 kDa molecular weight cutoff and the
ultrafiltrate was stored at −20∘C until analysis. The DFO
excess was removed by silica (Silicagel 25–40 𝜇m; Merck,
Darmstadt, Germany) column chromatography (Varian Inc.,
CA, USA). The DFO-iron complex was determined by HPLC
and the detection wavelength was 229 nm [29]. g
y
In particular to date, little is known regarding the oxidant-
antioxidant status in RTT cellular systems and its possible
relationship with the morphological phenotype. Here, we
investigated the levels of different OS markers (F2-IsoPs, F4-
NeuroPs, NPBI, and 4-HNE PAs) and glutathione in primary
skin fibroblasts from patients with typical RTT, as well as
possible changes in the cellular/intracellular structure and/or
qualitative changes in the synthesized collagen. 2. Materials and Methods 2.1. Subjects. A total of 16 female patients with typical RTT
(mean age: 13.06 ± 6.5), as well as 8 healthy female controls
of comparable age (mean age: 13.2 ± 6.8), participated in the
study. Skin biopsies from the control group were obtained
from a skin biobank by selecting subjects without diagnosed
skin or collagen diseases (responsibility: Joussef Hayek). 2.4. Total (Sum of Free Plus Esterified) F2-Isoprostanes and F4-
Neuroprostanes Determinations. Butylated hydroxytoluene
was added to 900 𝜇L of cell suspension as an antioxidant
to obtain a final concentration of 90 𝜇M and the samples
were frozen at −70∘C until analysis. All isoprostane and
neuroprostane determinations were carried out by gas chro-
matography/negative ion chemical ionization tandem mass
spectrometry (GC/NICI-MS/MS) analysis after solid phase
extraction and derivatization steps. F2-Isoprostanes and F4-
neuroprostanes levels were normalized for the cell protein
content. g
p
y
y
All patients were consecutively admitted to the Child
Neuropsychiatry Unit of the University Hospital of Siena
(Head: Joussef Hayek). For all patients the MECP2 mutation
was demonstrated (mutation categories: missense mutation
𝑛= 8; early truncating mutation 𝑛= 6; late truncating
mutation 𝑛= 2), and a clinical severity score was calculated
using the previously reported scaling system [27] (mean
severity score: 15.9 ± 6.47; range: 5.0–28.0). All the examined
subjects were on a typical Mediterranean diet.t 2.5. Solid Phase Extraction and Derivatization Procedures. At
the time of the determination, the samples were sonicated by
ultrasound treatment for 30 seconds and then purified as pre-
viously reported [29]. Briefly, aqueous KOH (1 mM, 450 𝜇L)
was added to the cellular suspension. After incubation at
45∘C for 45 min, the pH was adjusted to 3 by adding HCl
(1 mM, 450 𝜇L). Each sample was spiked with tetradeuterated
prostaglandin F2𝛼(PGF2𝛼-d4) (500 pg in 50 𝜇L of ethanol),
as an internal standard, and ethyl acetate (10 mL) was added
to extract total lipids by vortex-mixing and centrifugation at
1,000 g for 5 min at room temperature. The total lipid extract
was applied onto an NH2 cartridge and the isoprostanes
in the final eluates were derivatized. The carboxylic group
was derivatized as the pentafluorobenzil ester whereas the
hydroxyl groups were converted to trimethylsilyl ethers [30]. 2.5. Solid Phase Extraction and Derivatization Procedures. At
the time of the determination, the samples were sonicated by
ultrasound treatment for 30 seconds and then purified as pre-
viously reported [29]. 2. Materials and Methods After fixation and permeabilization for
10 min at room temperature with 0.1% Triton X-100, cells
were blocked for 30 min at room temperature with PBS
containing 5% BSA. Fibroblasts were then incubated with
primary antibodies for collagen I and collagen III (Thermo
Fisher Scientific Inc., Rockford, IL, USA) in PBS with 1%
BSA at 4∘C overnight. After washing, cells were incubated
with secondary antibodies Alexa Fluor 568 and Alexa Fluor
488 (Life Technologies Corporation, Monza, Italy) for 1 h at
room temperature. Nuclei were stained with 1 𝜇g/mL DAPI
(Sigma-Aldrich S.r.l., Milan, Italy) for 1 min. Coverslips were
mounted onto glass slides using antifade mounting medium
1,4-diazabicyclooctane in glycerine (DABCO). Observations
and photographs were made with a Leitz Aristoplan light
microscope (Leica, Milan, Italy) equipped with fluorescence
apparatus. Incubation in primary antibodies was omitted in
negative controls.hl 2.8. Intracellular Redox Status. Usually, cellular glutathione
(GSH) exists mainly in the reduced form whereas the oxi-
dized disulfide form (GSSG) is present in small amounts. The GSH/GSSG ratio is often taken as an indicator of
cellular redox status. Intracellular GSH and GSSG levels were
determined by an enzymatic recycling procedure according
to Tietze [32] and Baker et al. [33]. The SH group of
the molecule reacts with 5,5-dithiobis(2-nitrobenzoic acid)
(DTNB), producing a yellow-coloured 5-thio-2-nitrobenzoic
acid (TNB), and the disulfide is reduced by NADPH in
the presence of GSH reductase. GSSG was determined after
derivatization step of GSH by reaction with 2-vinylpyridine. The rate of TNB formation was monitored at 420 nm. GSH
and GSSG levels were normalized for protein content.lti At confluence, after medium removal, cultured fibroblasts
were washed twice with PBS pH 7.4 and treated with 5% 5-
sulfosalicylic acid (w/v) solution for 30 min at 4∘C. The acidic
extracts were stored at −70∘C until the assay. The protein
extracts were obtained by cellular lysis with NaOH 0.1 M. g
The relative intensity of fluorescence was measured in
regions of interest (ROI) by using the Software LEICA
AF6000 (Leica Microsystems-Germany). 2.9. 4-HNE Protein Adducts. 4-HNE PAs are markers of
protein oxidation due to aldehyde binding from lipid perox-
idation sources [34], determined by Western blot technique. Cell proteins (30 𝜇g protein, as determined by using Bio-Rad
protein assay; BioRad, Hercules, CA, USA) were resolved on
4–20% SDS-PAGE gels (Lonza Group Ltd., Switzerland) and
transferred onto a hybond ECL nitrocellulose membrane (GE
Healthcare Europe GmbH, Milan, Italy). 2. Materials and Methods Briefly, aqueous KOH (1 mM, 450 𝜇L)
was added to the cellular suspension. After incubation at
45∘C for 45 min, the pH was adjusted to 3 by adding HCl
(1 mM, 450 𝜇L). Each sample was spiked with tetradeuterated
prostaglandin F2𝛼(PGF2𝛼-d4) (500 pg in 50 𝜇L of ethanol),
as an internal standard, and ethyl acetate (10 mL) was added
to extract total lipids by vortex-mixing and centrifugation at
1,000 g for 5 min at room temperature. The total lipid extract
was applied onto an NH2 cartridge and the isoprostanes
in the final eluates were derivatized. The carboxylic group
was derivatized as the pentafluorobenzil ester whereas the
hydroxyl groups were converted to trimethylsilyl ethers [30]. j
y
A 3 mm skin punch biopsy was performed after obtained
written informed consent of either the parents or the legal
tutors of the patients (responsibility: Joussef Hayek). Biopsies
from control subject were performed in the Dermatology
Unit of the University Hospital of Siena. The study was con-
ducted with the approval of the Institutional Review Board
of the University Hospital Azienda Ospedaliera Universitaria
Senese. 2.2. Fibroblasts Isolation and Culture. Following informed
consent signature, skin biopsies (about 3-4 mm3) were per-
formed using the Punch Biopsy procedure. Fibroblasts were 3 Oxidative Medicine and Cellular Longevity 2.6. F2-Isoprostane GC/NICI-MS/MS. Measured ions were
the product ions at m/z 299 and m/z 303 derived from
the [M−181]−precursor ions (m/z 569 and m/z 573) pro-
duced from 15-F2t-IsoPs and the tetradeuterated derivative of
prostaglandin F2𝛼(PGF2𝛼-d4), respectively [29, 30]. for 2 hours at 4∘C, dehydrated in a graded series of alcohol,
embedded in Araldite resins, and polymerized in oven for
48 hours at 60∘C. Sixty nm thin sections, obtained with a
Reichert ultramicrotome, were routinely stained with uranyl
acetate and lead citrate and observed with a TEM Fei Tecnai
G2 spirit at 100 Kv. 2.7. F4-NeuroPs GC/NICI-MS/MS. Measured ions were the
product ions at m/z 323 and m/z 303 derived from the
[M−181]−precursor ions (m/z 593 and m/z 573) produced
from oxidized DHA and the tetradeuterated derivative of
PGF2𝛼, respectively [29, 31]. 2.11. Immunofluorescence Double Staining. The localization
of two main type of collagen synthetized by skin fibroblasts
was evaluated by an immunofluorescence assay. Primary
human fibroblasts, grown on glass coverslips at a density
of 2 × 104 cells/cm2, were fixed in 4% paraformaldehyde
for 10 min at 4∘C. 2. Materials and Methods After blocking in 3%
nonfat milk (BioRad, Hercules, CA, USA), the membranes
were incubated overnight at 4∘C with goat polyclonal anti 4-
HNE adduct antibody (cod. AB5605; Millipore Corporation,
Billerica, MA, USA). Following washes in TBS Tween and
incubation with specific secondary antibody (mouse anti-
goat horseradish peroxidase-conjugated, Santa Cruz Biotech-
nology Inc., CA, USA) for 1 h at room temperature, the
membranes were incubated with ECL reagents (BioRad,
Hercules, CA, USA) for 1 min. The bands were visualized by
autoradiography. Quantification of the relevant bands was
performed by digitally scanning the Amersham Hyperfilm
ECL (GE Healthcare Europe GmbH, Milan, Italy) and mea-
suring immunoblotting image densities with ImageJ software. 2.12. Statistical Analysis. Results were expressed as medians
with interquartile ranges or means ± standard deviation. Differences between groups were evaluated by the non-
parametric Mann-Whitney rank sum test, Wilcoxon rank
test, or Kruskal-Wallis test analysis of variance (ANOVA),
as appropriate. The MedCalc ver. 12.1.4 statistical software
package (MedCalc. Software, Mariakerke, Belgium) was used
for data analysis. Two-sided 𝑃values <0.05 were considered
as significant. 3. Results 3.1. Cell Oxidant and Antioxidant Status. Biochemical signs
of lipid and protein oxidative damage, together with the
antioxidant cellular defense, were evaluated in skin fibroblasts
from RTT and healthy control subjects. Increased lipid
oxidative damage was evidenced as indicated by increased
levels of total (i.e., sum of free and esterified form) F2-IsoPs
(7.5-folds) and F4-NeuroPs (12-folds), both deriving from
membrane polyunsaturated fatty acids, that is, arachidonic
(AA) and docosahexaenoic (DHA) acid, respectively (Figures
1(a) and 1(b)). Biochemical signs of protein oxidative damage
consequent to a lipid peroxidation event were indicated
by increased (1.48-folds) 4-HNE PAs levels for which a
significant increase was also detected (Figure 1(c)). Oxidative 2.10. Transmission Electron Microscopy (TEM). Cultured
fibroblasts were fixed in 2.5% glutaraldehyde in 0.1 M cacody-
late buffer pH 7.2 (CB) for 3 hours at 4∘C. After a rinse in
CB, the material was postfixed in 1% osmium tetroxide in CB Oxidative Medicine and Cellular Longevity 4 0
200
400
600
800
1000
(pg/mg protein)
Healthy controls
Typical RTT
Total F2-IsoPs
∗
(a)
0
200
400
600
800
1000
(pg/mg protein)
Total F4-NeuroPs
∗
Healthy controls
Typical RTT
(b)
0
5
10
15
20
25
4-HNE PAs (×106 a.u.)
∗∗
Healthy controls
Typical RTT
(c)
0
0.2
0.4
0.6
0.8
1
NPBI (nmol/mg protein)
∗
Healthy controls
Typical RTT
(d)
Figure 1: Increased levels of total (i.e., sum of free and esterified form) F2-IsoPs, total F4-NeuroPs, 4-HNE PAs, and NPBI in RTT skin fibrob-
last as compared to the control cells. ∗𝑃< 0.0001,
∗∗𝑃= 0.0013. Data are expressed as means ± standard deviation. Legend: F2-IsoPs,
F2-isoprostanes; F4-NeuroPs, F4-neuroprostanes; 4-HNE PAs, 4-hydroxy-2-nonenal protein adducts; NPBI, nonprotein bound iron. (b)
0
0.2
0.4
0.6
0.8
1
NPBI (nmol/mg protein)
∗
Healthy controls
Typical RTT
(d) (d) (c) Figure 1: Increased levels of total (i.e., sum of free and esterified form) F2-IsoPs, total F4-NeuroPs, 4-HNE PAs, and NPBI in RTT skin fibrob-
last as compared to the control cells. ∗𝑃< 0.0001,
∗∗𝑃= 0.0013. Data are expressed as means ± standard deviation. Legend: F2-IsoPs,
F2-isoprostanes; F4-NeuroPs, F4-neuroprostanes; 4-HNE PAs, 4-hydroxy-2-nonenal protein adducts; NPBI, nonprotein bound iron. 0
0.4
0.8
1.2
1.6
Healthy controls
Typical RTT
Reduced GSH
(nmol/mg protein)
∗
(a)
0
0.4
0.8
1.2
1.6
GSSG
∗∗
(nmol/mg protein)
Healthy controls
Typical RTT
(b)
Figure 2: Significant reduction in cellular GSH and significant increase of GSSG in RTT skin fibroblast as compared to control cells. 3. Results ∗𝑃<
0.0001,
∗∗𝑃= 0.0033. Data are expressed as means ± standard deviation. Legend: GSH reduced glutathione; GSSG, oxidized glutathione. 0
0.4
0.8
1.2
1.6
GSSG
∗∗
(nmol/mg protein)
Healthy controls
Typical RTT
(b) (b) (a) Figure 2: Significant reduction in cellular GSH and significant increase of GSSG in RTT skin fibroblast as compared to control cells. ∗𝑃<
0.0001,
∗∗𝑃= 0.0033. Data are expressed as means ± standard deviation. Legend: GSH reduced glutathione; GSSG, oxidized glutathione. and total cellular F4-NeuroPs (Rho = 0.84, 𝑃= 0.001) and
NPBI versus total cellular F2-IsoPs (Rho = 0.69, 𝑃= 0.019). No significant relationships between each of the investigated
molecules (i.e., F2-IsoPs, F4-NeuroPs, 4-HNE Pas, GSH and
GSSG) and the MECP2 mutation categories were observed (𝑃
value range: 0.461–0.981). damage was concomitant to an imbalance in the principal
antioxidant cytoplasmic agent in so far as a significant
reduction (−43.6%) in cellular GSH, a significant increase
(1.44-folds) of GSSG (Figures 2(a) and 2(b)), and a significant
reduction (−3.05 folds) of GSH/GSSG ratio were reported. Lipid peroxidation events in RTT skin fibroblasts were found
to be related to the levels of NPBI, a prooxidant agent. NPBI was significantly increased (2.3-folds) (Figure 1(d)),
with significant positive correlations observed between NPBI 3.2. Cell Morphology Study. To evaluate the effect, if present,
of the oxidant/antioxidant imbalance evidenced in RTT 5 Oxidative Medicine and Cellular Longevity M
RER
G
V
1𝜇m
(a)
RER
V
MLB
1𝜇m
(b)
Figure 3: Transmission electron microscopy of control (a) and RTT (b) fibroblasts cultures. Skin fibroblasts, either from control subjects
or RTT patients, show a flattened morphology with extensive tapering cytoplasmic processes. An euchromatic and oval-shaped nucleus
was present in central position of the cells, with clumps of heterochromatin next to the nuclear envelope. The cytoplasm contains many
vesicles with variable electron density, a prominent Golgi complex, and mitochondria. Rough endoplasmic reticulum (RER) cisternae in
RTT fibroblasts appear more dilated than in control. Some large multilamellar bodies (MLB) are frequently detectable in the cytoplasm of
the RTT fibroblast cells. (G) Golgi complex, (M) mitochondrion, and (V) vesicle. Bar = 1 𝜇m. RER
V
MLB
1𝜇m
(b) M
RER
G
V
1𝜇m
(a) (b) (a) Figure 3: Transmission electron microscopy of control (a) and RTT (b) fibroblasts cultures. Skin fibroblasts, either from control subjects
or RTT patients, show a flattened morphology with extensive tapering cytoplasmic processes. 3. Results An euchromatic and oval-shaped nucleus
was present in central position of the cells, with clumps of heterochromatin next to the nuclear envelope. The cytoplasm contains many
vesicles with variable electron density, a prominent Golgi complex, and mitochondria. Rough endoplasmic reticulum (RER) cisternae in
RTT fibroblasts appear more dilated than in control. Some large multilamellar bodies (MLB) are frequently detectable in the cytoplasm of
the RTT fibroblast cells. (G) Golgi complex, (M) mitochondrion, and (V) vesicle. Bar = 1 𝜇m. Healthy controls
Typical RTT
Col III
Col III
Col I
Col I
Figure 4: Double immunofluorescence staining shows the localization of type I collagen (central column, red color) and type III collagen
(left column, green color). Images are merged in the right panel and the yellow color indicates overlap of the staining. The colocalization of
types I and III collagen is reduced in RTT skin fibroblasts. Legend: Col I, type I collagen; Col III, type III collagen. Col I Col I Figure 4: Double immunofluorescence staining shows the localization of type I collagen (central column, red color) and type III collagen
(left column, green color). Images are merged in the right panel and the yellow color indicates overlap of the staining. The colocalization of
types I and III collagen is reduced in RTT skin fibroblasts. Legend: Col I, type I collagen; Col III, type III collagen. granules were also detectable (Figure 4). Likewise, in these
same cells, fluorescence relative intensity for type I collagen
was significantly reduced (𝑃= 0.00997) (Figure 5). fibroblasts, the physiological cellular condition was evaluated
by observation of two key typical features: the morphology
and the collagen distribution.i At transmission electron microscope significant ultra-
structural differences between control and RTT fibroblasts
were observed. In particular, a marked dilation of the rough
endoplasmic reticulum cisternae was detectable in the skin
RTT fibroblasts, along with evidence of cytoplasmic multil-
amellar bodies (Figures 3(a) and 3(b)). Immunofluorescence
double staining showed a reduced degree of colocalization
of type III and type I collagen in RTT skin fibroblasts when
compared to control cells. Staining for type I collagen was
found to be more evident in RTT cells, where perinuclear Oxidative Medicine and Cellular Longevity Although enhanced plasmatic
OS markers levels suggest a systemic OS status, to date no
indications are present in order to infer what tissues/cellular
systems other than blood could be potentially damaged by
the OS imbalance in RTT. A preliminary suggestion that an
oxidative process should occur at the cellular level was con-
tained in our recent study where oxidative posttranslational
modifications on SRB1 receptor in primary fibroblast cultures
were observed [36]. Fibroblasts have been used in the RTT
scientific research to evaluate gene mutation and epigenetic
process [37], differentiation to induced pluripotent stem (iPS)
[38], cellular response subsequent to MECP2 mutation [39],
reduction of stathmin-like 2 [40], and the effects of NB54
and other rationally designed aminoglycoside derivatives as
potential therapeutic agents for nonsense MECP2 mutations
in RTT [41]. Fibroblasts have been extensively employed
to investigate OS in different pathophysiological processes
such as genetic neurodegenerative diseases [42], Parkinson’s
disease [43], aging [44], and response to etiological agents
[45, 46]. Moreover, lipid peroxidation events are known to
be relevant to the fibroblast function, as relationship between
mechanotransduction and lipid metabolites has been previ-
ously investigated in keloids [47].h Our reported results of decreased GSH levels and
GSH/GSSG ratio indicate a reduced antioxidant defence in
RTT cells and suggest that oxidative events are likely to be
chronic, thus determining a consumption of glutathione in
its reduced form. An alternative explanation could be that the
MECP2 mutation-harboring cells may have coexisting defects
in the synthesis and/or recycling of glutathione, thus leading
to an uncontrolled free radicals action. Of course, further
study is needed in order to clarify this point.i Overall, our data indicate that a significant oxidation of
DHA, the precursor acid for F4-NeuroPs, and AA, precursor
of F2-IsoPs, likely triggered by NPBI, occurs in skin fibrob-
lasts of patients with MECP2 mutation and clinical RTT and
confirm the biological relevance of such key mediators of lipid
peroxidation. Skin dermis is known to be consisting of 80% collagen
type I, with its remaining fraction being made mostly of
collagen type III [54]. In this context, the fibroblast shows a
pivotal role for collagen production, [55]. The biochemical markers so far employed for measuring
OS are not to be considered as equal in terms of the con-
veyed information. Oxidative Medicine and Cellular Longevity Oxidative Medicine and Cellular Longevity 6 0
100
200
300
400
500
600
700
Relative intensity
N.S. Col III
Col I
∗
Healthy controls
Typical RTT
Figure 5: Relative intensity of fluorescence for types I and type
III collagen in RTT and control skin fibroblasts. Software LEICA
AF6000 (Leica Microsystems-Germany). Data are expressed as
median ± semiinterquartile range ∗𝑃= 0.0062; N.S.: no significant
difference (𝑃= 0.4361). Legend: Col I, type I collagen; Col III, type
III collagen. this fatty acid represents a normal constituent of all cell
membranes. In particular, human fibroblasts are able to
synthetize DHA [51] and incorporate it in their membrane
phospholipids [52]. Furthermore, variations of the DHA
content in the membrane of fibroblasts have been implicated
in neuropsychiatric disorders, with lowered levels evidenced
in patients with schizophrenia and bipolar disorder [53]. Our
results indicate an increased oxidation of DHA in RTT fibrob-
lasts, thus underlying an increased susceptibility of these cells
to oxidative damage. This process, in turn, could contribute
to changes in the fatty acid composition of membranes with
consequent cellular damage. 4HNE, which is formed from arachidonic acid or other
unsaturated fatty acids following free radical attack, can bind,
by Michael addition, to proteins, particularly, to cysteine, his-
tidine, or lysine residues. Thanks to its ability to form adducts
to the proteins, 4HNE is not only considered as a reliable
marker of OS, but also has a biological impact by changing
protein function [34]. Our findings of increased 4HNE-PAs
can be considered as a long-term consequence of enhanced
lipid peroxidation, further contributing to cellular damage. Figure 5: Relative intensity of fluorescence for types I and type
III collagen in RTT and control skin fibroblasts. Software LEICA
AF6000 (Leica Microsystems-Germany). Data are expressed as
median ± semiinterquartile range ∗𝑃= 0.0062; N.S.: no significant
difference (𝑃= 0.4361). Legend: Col I, type I collagen; Col III, type
III collagen. Glutathione, the main cellular antioxidant defence, pre-
venting the damage to key cellular components induced by
reactive oxygen species, exists in both reduced (GSH) and
oxidized (GSSG) states. In its reduced state, the thiol group of
cysteine is able to donate a reducing equivalent (H+ + e−) to
other unstable molecules, such as ROS, whereas in donating
an electron, glutathione itself becomes reactive but is ready to
react with another reactive glutathione to form GSSG. erythrocytes samples [26, 35]. 4. Discussion Our findings demonstrate, for the first time, the presence
of an extensive redox imbalance in primary skin fibroblasts
cultures obtained from patients with RTT by adding new
evidence to the concept of an OS imbalance as key pheno-
typical features of MeCP2 deficiency in RTT. Earlier clues
for an abnormal OS balance in RTT patients harbouring
MECP2 gene mutations are to date limited to plasma and Abbreviations 4-HNE:
4-Hydroxy-2-nonenal
4-HNE PAs: 4-Hydroxy-2-nonenal protein adducts
AA:
Arachidonic acid
DHA:
Docosahexaenoic acid
F2-IsoPs:
F2-isoprostanes
F4-NeuroPs: F4-neuroprostanes
GSH:
Reduced glutathione
GSSG:
Oxidized glutathione
IsoPs:
Isoprostanes
MECP2:
Methyl-CpG-binding protein 2—human
gene Authors’ Contribution The conception of the paper was performed by Cinzia Sig-
norini, Claudio De Felice, Silvia Leoncini, Lucia Ciccoli,
Alessandra Renieri, and Joussef Hayek. The experimental
design was performed by Cinzia Signorini and Claudio De
Felice. MECP2 mutation determinations were performed
by Ilaria Meloni, Francesca Ariani, Francesca Mari, Sonia
Amabile, and Alessandra Renieri. Clinical assessement was
performed by Joussef Hayek, Claudio De Felice, and Alessan-
dra Renieri. Skin biopsies were performed by Joussef Hayek. Samples were prepared by Cinzia Signorini, Silvia Leoncini,
Alessandra Pecorelli, Gloria Zollo, Giuseppe Belmonte, Mar-
iangela Gentile, Eugenio Paccagnini, Sonia Amabile, and
Ilaria Meloni. NPBI assays were performed by Silvia Leoncini. Isoprostanes and neuroprostanes assays were performed by
Cinzia Signorini, Thierry Durand, and Jean-Marie Galano. 4-HNE-PAs assays were carried out by Alessandra Pecorelli,
and Giuseppe Valacchi. Gluthatione assays were carried out
by Silvia Leoncini and Gloria Zollo. Immunocytochem-
istry was performed by Giuseppe Belmonte and Alessandra
Pecorelli. TEM was done by Eugenio Paccagnini and Mari-
angela Gentile. Data analysis was done by Claudio De Felice,
Cinzia Signorini, and Silvia Leoncini. All the authors equally
contributed in data interpretation, paper drafting, and paper
approval. Given that OS is known to be a major determinant of
aging [73, 74], it is conceivable that aging phenomena in
RTT, including skin fibroblasts morphological changes, may
be caused through OS mechanisms. Conflict of Interests The authors declare that there is no conflict of interests
regarding the publication of this paper. Disclosure Cofirsts: Cinzia Signorini, Silvia Leoncini, Claudio De Felice,
and Alessandra Pecorelli. Colasts: Lucia Ciccoli, Alessandra
Renieri, and Joussef Hayek. p
gy p
p
g
A condition of oxidative stress has been previously
reported in aging skin [67]. Skin aging is known to be mainly
due to fragmentation/loss of type I collagen fibrils, conferring
strength, and resiliency in association with metalloproteinase
activation, involved in type I collagen degradation [68]. Although, no evidence of wound healing alterations or derma
laxity has not been reported in RTT, an accelerated ageing
process is known to occur in the affected patients. Our results
suggest the occurrence of a possible reduction in type I
collagen, a feature of aging skin, while they show a clear redox
imbalance in RTT skin fibroblasts. Therefore, it is conceivable
that a premature skin aging may occur in RTT patients, a
hypothesis which is in line with prior evidence of premature
senescence phenomena in the disease [69–72]. Oxidative Medicine and Cellular Longevity In particular, F2-IsoPs, the gold standard
molecules for the OS in vivo evaluation [35, 48], are the
end-products of arachidonic acid (AA) oxidation, a polyun-
saturated fatty acid abundant in both brain grey and white
matter. On the other hand, F4-NeuroPs are the oxidative
end-products of docosahexanoic acid (DHA), abundant in
neuronal membranes [49]. NPBI is a prooxidant factor, asso-
ciated with hypoxia, hemoglobin oxidation, and subsequent
heme iron release [50]. Besides being a major component of the extracellular
matrix in a variety of internal organs and skin in adults, type
III collagen is critical for fibrillogenesis in the development
of apparatus such as skin and cardiovascular system [56, 57]. Overall in such tissues, type III collagen is colocalized, within
the same fibril, with the most abundant member of the family,
type I collagen, and regulates the diameter of type I collagen
fibrils, which have to meet the physiological requirements of
different tissues at different developmental stages [54, 58–62].h Our data demonstrate that both AA and DHA undergo
significant oxidation in RTT fibroblasts. Although DHA is
known to be particularly abundant in neuronal membranes, ff
The reported ultrastructural changes are to be considered
as a new finding to be added to the mitochondrial changes 7 Oxidative Medicine and Cellular Longevity MeCP2: Methyl-CpG-binding protein 2—human
protein
NPBI:
Nonprotein bound iron
OS:
Oxidative stress
PUFAs: Polyunsaturated fatty acids
ROS:
Reactive Oxygen Species
RTT:
Rett syndrome
TEM:
Transmission electron microscopy. previously reported in RTT skin fibroblasts [63]. Since no
abnormalities in wound repair and/or healing have been
reported in RTT patients, these ultrastructural features are
to be considered as subclinical characteristics of the disease. Marked dilation of the rough endoplasmic reticulum cister-
nae and cytoplasmic multilamellar bodies were observed for
the first time in this study. Dilated rough endoplasmic retic-
ulum cisternae can be considered as a nonspecific adaptive
response due to either increased secretory activity or as the
result of the cellular response to noxae of different nature [64,
65]. On the other hand, the presence of multilamellar bodies
could be interpreted as an expression of cellular damage. In particular, those structures suggest the occurrence of
autophagy phenomena of unclear pathogenesis [66]. 5. Conclusion Our study demonstrates for the first time the occurrence
of lipid peroxidation in RTT fibroblasts, together with a
reduced antioxidant cellular defense with a major impact on
cell morphology. We speculate about a possible functional
involvement of these changes in the skin fibroblasts of RTT
patients which must be taken into account when evaluating
this cellular model of the disease. Our findings suggest that
OS is a generalized phenomenon in RTT, thus affecting
cellular systems and tissues apparently unrelated to the
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1225570—Bando Malattie Rare to AR. The present research
project has been mainly funded by the Italian Health Ministry
and Tuscan Region. This research is dedicated to all the
Rett girls and their families. The authors thank Dr. Pierluigi
Tosi, Dr. Silvia Briani, and Dr. Roberta Croci from the
Administrative Direction of the Azienda Ospedaliera Senese
for continued support to our studies and for prior purchasing
of the gas spectrometry instrumentation. They also thank References Subbaiah, “Differential effects of eicos-
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https://openalex.org/W4226141622
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https://zenodo.org/records/6410659/files/CAS-EurASc%20WG1_2022-04-04.pdf
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English
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Ocean-based climate action
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HAL (Le Centre pour la Communication Scientifique Directe)
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Lead authors: Jean-Pierre Gattuso (CNRS-Sorbonne University-Iddri, France), Nianzhi Jiao (Xiamen University,
China), Fahu Chen (Institute of Tibet Plateau), Jean Jouzel (Laboratoire des Sciences du Climat et
de l’Environnement, France), Corinne Le Quéré (University of East Anglia, UK), Yonglong Lu
(Xiamen University, China), Paul Tréguer (University of Western Brittany, France), Karina von
Schuckmann (Mercator Ocean, France), Zhong Lin Wang (Beijing Institute of Nano Energy and
Systems, China), Jing Zhang (East China Normal University/Shanghai Jiao Tong University, China) Contributing authors: Alexandre K. Magnan (Iddri, France), Jihua Liu (Shandong University, China), Faming Wang
(Chinese Academy of Sciences, China), Phillip Williamson (University of East Anglia, UK),
Jiangning Zeng (Second Institute of Oceanography, China) Ocean-based
CLIMATE
ACTION Ocean-based
CLIMATE
ACTION
FRONTIER FORUM ON PROGRESS
IN OCEAN SCIENCE AND TECHNOLOGY Oc FRONTIER FORUM ON PROGRESS
IN OCEAN SCIENCE AND TECHNOLOGY Chinese Academy of Sciences (CAS) – European Academy of Sciences (EurASc)
Progress in Ocean Science and Technology Ocean-Based Climate Action Citation: Gattuso J.-P., Jiao N., Chen F., Jouzel J., Le Quéré C., Lu Y., Tréguer P., von Schuckmann K., Wang
Z. L. & Zang J., 2022. Ocean-based climate action. 12 p. Chinese Academy of Sciences and
European Academy of Sciences. DOI: 10.5281/zenodo.6410659 Gattuso J.-P., Jiao N., Chen F., Jouzel J., Le Quéré C., Lu Y., Tréguer P., von Schuckmann K., Wang
Z. L. & Zang J., 2022. Ocean-based climate action. 12 p. Chinese Academy of Sciences and
European Academy of Sciences. DOI: 10.5281/zenodo.6410659 Abstract As a consequence of anthropogenic perturbations the global ocean is warming, acidifying, losing
oxygen and sea ice, and sea level is rising. While drastic reduction of the emission of greenhouse
gases is urgently needed, which includes ocean energy substitution for fossil energy, we show that
the ocean offers numerous opportunities to reduce the causes and consequences of climate change,
globally and locally. A wide range of ocean-based measures to enhance societal climate adaptation
are currently implemented worldwide to deal either with coastal risks or changes in ocean
resources. Ocean-related measures should not be considered as a substitute for climate mitigation
on land or non ocean-based adaptation measures, which must be strongly pursued for the benefit of
the atmosphere, the ocean, and socio-ecological systems worldwide. Ocean-Based Climate Action Ocean-Based Climate Action Foreword The China–Europe Frontier Forum on “Progress in Ocean Science and Technology”
(POST) was held in Shanghai and on line on 20-21 October 2020 in the framework of
the imminent launch of the UN decade of Ocean Science for Sustainable
Development (2021-2030). The POST Frontier Forum was attended by about 300 participants. Thirteen invited
speakers made presentations during three sessions on: the Earth System and the
future ocean in a changing climate; progress in ocean sciences and technology; and
ocean sustainable development. The POST Frontier Forum was intended to enhance collaborations between China
and Europe, and identified the following frontier topics for China-Europe action,
which includes contributions on: The POST Frontier Forum was intended to enhance collaborations between China
and Europe, and identified the following frontier topics for China-Europe action,
which includes contributions on: - Ocean based solutions for climate change mitigation and adaptation that offer a
policy-relevant framework for decision and action; - The global coastal ocean to make it sustainable for the well-being of human
societies; - The "Digital Twin of the Ocean" as component of the “Digital Earth” initiatives,
which would contribute to enhance the understanding of the role of the ocean in
the changing climate. The present report deals with “Ocean-based climate action”. Co-lead by Jean-Pierre
Gattuso (EurASc) and Nianzhi Jiao (CAS), a working group gathered the efforts of
16 lead and contributing authors (9 from Europe and 9 from China). It aims to be a landmark on the preparation on the POST Frontier Forum n°2 to be
held in Europe and on-line. Paul Tréguer
University of Brest, France Paul Tréguer
University of Brest, France Jing Zhang East China Normal University, Shanghai East China Normal University, Shanghai 2 2 1. Introduction The global ocean is warming, acidifying and losing oxygen and sea ice, and sea level is rising. As a
result, keystone species and ecosystems such as warm-water coral reefs, seagrass meadows and kelp
forests face high to very high risks even under low carbon dioxide (CO2) emissions (Bindoff et al.,
2019). Moreover, unless comprehensive and intense adaptation efforts are undertaken, low-lying
coastal settlements will face moderate to high sea-level rise risks by the end of the century, even
under full and timely implementation of the Paris Agreement, with nearly all the world!s regions are
projected to experience an increase in coastal flooding throughout the 21st century (IPCC, 2021). This calls for a dramatic scaling up of efforts towards ambitious mitigation and adaptation. The ocean offers opportunities to reduce the causes and consequences of climate change, globally
and locally, as shown by The Ocean Solutions Initiative (Gattuso et al., 2018) and other recent
reports (Jiao et al., 2011, Hoegh-Guldberg et al., 2019; Because the Ocean 2019; von Schuckmann
et al., 2020). However, countries have poorly used ocean-based measures for tackling climate
change and its impacts, in their Nationally Determined Contributions (NDCs; Gallo et al. 2017)
under the Paris Agreement. Opportunities for countries to adopt more ocean-inclusive mitigation
and adaptation strategies, include the first UNFCCC Global Stocktake in 2023, the UN 2030
Sustainable Development Goals, and the UN Ocean Decade for Sustainable Development (Ryabinin
et al., 2019) In this report we assess 19 ocean-based measures to support climate policies and the revision of
NDCs in the areas of mitigation and adaptation (Fig. 1). The categories considered are closely based
on Gattuso et al. (2018) and Magnan et al. (2018). The US National Academies of Sciences,
Engineering, and Medicine (2019, 2021a,b) produced three reports which are at least partly relevant
to the ocean. In this report we assess 19 ocean-based measures to support climate policies and the revision of
NDCs in the areas of mitigation and adaptation (Fig. 1). The categories considered are closely based
on Gattuso et al. (2018) and Magnan et al. (2018). The US National Academies of Sciences,
Engineering, and Medicine (2019, 2021a,b) produced three reports which are at least partly relevant
to the ocean. 3 3 Figure 1. Overview of the main ocean-based measures for climate action. Modified from Gattuso et al. (2018) and Abram et al. (2019). 1. Introduction Marine renewable energy
Pollution reduction
Restoration and conservation
of vegetation
Enhancing open-ocean
productivity
Enhancing weathering and
alkalinization
Carbon capture and storage
Marine bioenergy with
carbon capture and storage
Enhancing
societal
adaptation
Addressing
the causes of
climate change
Cloud
brightening
Pollution
reduction
Conservation
Assisted
evolution
Restoration and
enhancement of
habitats
Supporting biological and
ecological adaptation
(including ecosystem-based management)
Managing solar
radiation
Relocate and diversify
economics activities
Relocate people
Improving risk reduction
policies
Community-based
adaptation
Infrastructure-based
adaptation
Early warning, precautionary
approach, emergency
response system
Surface albedo
enhancement
Taking
action Conservation Restoration and
enhancement of
habitats Assisted
evolution Pollution
reduction Supporting biological and
ecological adaptation
(including ecosystem-based managemen Addressing
the causes of
climate change Enhancing
societal
adaptation Managing solar
radiation Cloud
brightening Surface albedo
enhancement Figure 1. Overview of the main ocean-based measures for climate action. Modified from Gattuso et al. (2018) and Abram et al. (2019). 2.1. Addressing the causes of climate change Renewable energy. Ocean energy substitution for fossil energy. The focus is on the extraction of
physical (and potentially chemical) energy from or over the marine environment that is relatively
rapidly replenished from natural sources, including from offshore wind. Hydrogen generation from
seawater or by algae is not covered here; despite recent technical advances, such approaches are
still very much at early stages of development. Restoration and conservation of vegetation. (hereafter "Vegetation”) Restoration and conservation
of coastal vegetation to enhance CO2 uptake and avoid further emissions. Vegetation refers to the
implementation of the solution at the global scale (e.g. restoring all the human-induced degraded
salt marshes, mangroves and seagrass habitats of the planet). Vegetation (l) refers to the ongoing
implementation of the solution at the local scale (< ~100 km2). Seaweed cultivation can also
contribute to reduced emissions if the biomass is either stored in the deep sea, or used to
manufacture lasting products, or used in bioenergy with carbon capture and storage (BECCS). Enhancing Open Ocean Productivity. (hereafter “Fertilization”) is the enhancement of ocean
productivity by adding nutrients. The focus here is on i) the open ocean; ii) primary production by
phytoplankton (and hence carbon uptake); and iii) the use of iron as the added (micro)nutrient. Alkalinization is the addition of natural or man-made alkalinity, including intentional dissolution of
calcium carbonate or other minerals such as olivine to enhance CO2 removal and/or carbon storage,
this may be particularly beneficial for areas with hypoxia and acidification. Hybrid methods correspond to measures involving both land and ocean components. These
methods include: i) Marine-fueled bioenergy with carbon capture and storage (marine BECCS); ii)
marine- or land-fueled biomass energy + accelerated weathering of limestone; iii) marine or land 4 renewable energy based negative emissions electricity/H2 with ocean alkalinity production; iv) soil
or ocean storage of marine organic carbon and biochar; v) burial of land crop waste in ocean
sediment; and vi) subsurface ocean or under sea floor storage of land-based direct air capture
(DAC) or CO2 generated by BECCS. Other methods initially considered but not included in this
analysis are: i) abiotic seawater extraction and use/storage of CO2; and ii) Increasing marine
consumption of and/or reducing marine emissions of other GHGs such as CH4, N2O, etc. 2.2. Supporting biological and ecological adaptation Pollution reduction corresponds to the reduction of marine and land-based pollution, including
non-CO2 drivers of ocean acidification (e.g. nitrogen, phosphorus and organic carbon from
agricultural, industrial, urban and domestic sources causing eutrophication). Restoring hydrology is about the maintenance and restoration of hydrological regime and delivery
of water and sediment from watersheds to the coastal marine environment. Eliminating over-exploitation of living resources (including vegetation and fish stocks) and over-
extraction of nonliving resources (e.g., sand, minerals) through management measures. Protection of marine habitats and ecosystems through spatial measures including marine protected
areas and notake reserves. Assisted evolution is the human intervention to accelerate the rate of naturally occurring
evolutionary processes. The purpose of assisted evolution is to change certain characteristics of an
organism; for example, the resistance of corals and bivalves to stress such as elevated temperature
and lower pH. Synthetic biology, which involves genome editing using natural or synthetic genes, is
not considered because, to our knowledge, its feasibility has not been evaluated on marine species
other than in the aquaculture industry. Relocation and reef restoration. Relocation refers to introduction of species, ecosystems and
habitats where they were not historically present, but current and future climatic conditions are
expected to allow them to exist. Restoration refers to the enhancement of degraded habitats and
ecosystems, and the creation of new habitats. Only coral and oyster reefs are considered here, as
vegetated ecosystems (mangroves, salt marshes and seagrass habitats) are already considered in the
"Restoration and conservation of vegetation” measure above. 2.4. Enhancing societal adaptation A wide range of ocean-based measures to enhance societal climate adaptation are currently
implemented worldwide to deal either with coastal risks (including shoreline erosion and temporary
flooding; Oppenheimer et al. 2019) or changes in ocean resources (e.g. in fish stocks at the coast
and in the open ocean; Bindoff et al. 2019). Various categorizations exist to package such a
diversity —for example with respect to coastal risks (protect, advance with ground elevation,
accommodate, and retreat; Nicholls 2018, Oppenheimer et al. 2019)— and to provide decision-
makers and practitioners with simplified guidance to develop adaptation strategies at various scales. Here we describe six measures: (a) Community-based adaptation; (b) Improving risk reduction
policies; (c) Infrastructure-based adaptation; (d) Relocate people; (e) Relocate and diversify
economic activities; and (f) Early warning, precautionary approach, emergency response system. One of the main conclusions from scientific literature and experience gained through practice is that
the relevance of any of these (categories of) measures in terms of their potential to reduce climate-
related risk, highly depends on the specificities of the context and conditions under which they are
implemented (e.g., institutional leadership, social acceptability, affordability, legal frameworks, etc.;
Duvat et al. 2020, Magnan and Duvat 2020, Magnan et al. 2020). As a result, policy clustering is
complicated for societal adaptation measures as characteristics (effectiveness, feasibility, co-
benefits, disbenefits, governability, etc.) necessarily vary from one context to another. One measure
could provide a solution in one case but a maladaptation in another (i.e. when vulnerability to
climate change is insidiously exacerbated instead of being reduced), for example over time or if it
implies negative collateral effects on neighboring or economically/socially connected systems. Some general lessons can however be highlighted distinguishing between: measures that do not
raise major concern whatever the context of implementation; measures for which climate relevance
cannot be decided a priori; and measures for which we still lack experience. A first set of measures, comprising (a) and (b) described above, have low disbenefits (i.e.,
associated adverse impacts and other undesirable consequences, including opportunity costs), have
a more or less direct but proven influence on climate risk reduction, and do not face strong barriers
in terms of their governability. Community-based adaptation addresses a major concern raised in
the scientific literature: the need to engage local people and communities in both the design and
implementation of adaptation-related responses. This is important for three reasons. 2.3. Solar radiation management Solar radiation management (or modification) refers to the intentional modification of the Earth!s
shortwave radiative budget with the aim of reducing warming. Two approaches have been described
in connection with the ocean. Marine cloud brightening involves the spraying of seawater into the lower atmosphere to enhance
the production, longevity and brightness of stratocumulus clouds. This approach is also called
marine sky brightening because sea spray climate engineering is sometimes as efficient in clear-sky
conditions as in cloudy-sky conditions. Albedo enhancement. Increase surface ocean albedo by producing long-lived ocean foam or by
artificially increasing sea-ice cover in polar regions. Only the former is considered here. 5 5 The term "low regret!$#is used to show that there are costs as well as benefits for these actions. However, on balance
1
the benefits are considered greater, and therefore many of these measures could also be considered as "no regret”.
6 2.4. Enhancing societal adaptation First, because
these people usually play a central role in implementation (e.g., when raising risk-awareness);
second, because they are the ultimate beneficiaries of any adaptation measure; and third, because
social acceptability is a critical criteria to decide the feasibility of any adaptation-related measure. Improving risk reduction policies (e.g. limit new buildings in risk-prone areas at the coast) or
shifting toward less fish-dependent consumption patterns and markets can be considered relatively
low regret in that they contribute to reduce exposure to climate events and/or pressure to climate-
1
sensitive natural resources. It is however important to note that despite these categories apparently
being low regret, they are not cost-free and require well-informed planning and effective
coordination over a wide range of stakeholders, scales and timeframes. For a second set of measures, comprising (c) to (f), whether or not they contribute to adaptation or
maladaptation, will intrinsically depend on the geographical, policy and societal context of their
implementation. While seawalls and other Infrastructure-based adaptation can protect against sea
level rise in densely populated coasts, they can be counterproductive to natural environments (e.g. sand-dune systems, mangroves and coral reefs) as they tend to undermine ecosystems!# natural The term "low regret!$#is used to show that there are costs as well as benefits for these actions. However, on balance
1
the benefits are considered greater, and therefore many of these measures could also be considered as "no regret”. 6 6 adjustments to ocean changes, inland migration, and buffering function against storm surges. In the
former case, Infrastructure-based adaptation describes a decisive, unavoidable climate solution,
while in the latter it carries a high risk of maladaptation. The benefits of Relocating people are also
context-dependent: if planned and at a local-scale (e.g. within an island), such relocation can help
save lives, and it is therefore decisive (Magnan and Duvat 2020); but if unplanned or forced,
relocation can generate multiple and ramifying detrimental effects on both the displaced people and
host communities, and therefore must be considered risky and maladaptive (Haasnoot et al. 2021). The same caution applies to Relocating and diversifying economic activities, which can either
secure local jobs and economies, or generate the opposite effect. Early warning, precautionary
approach, emergency response system is another illustration of adaptation measures that can play a
decisive role as a vehicle for maladaptation over time. It is clear that early warning systems (e.g. 2.4. Enhancing societal adaptation tsunamis superimposed on sea-level rise) are a critical tool to alert decision-makers and populations
in case of the occurrence of potentially damaging extreme events such as tropical cyclones or ocean
heat waves. In the same way, developing cyclone shelters for example is a way to provide secure
places to people in the case of high impacts, particularly useful in low-lying countries. These
measures could however have counterproductive effects if not accompanied with a series of
measures including awareness campaigns and sustainable funding. It has been shown for example
in Bangladesh that when too frequent, precautionary early warnings about cyclones that finally do
not hurt the area can lead to lowering the trust people have in alerts, and therefore a decrease in
local communities!#preparedness to extreme events. Similarly, the development of cyclone shelters
in areas affected by intense cyclones but of low occurrence (e.g., Tuamotu atolls in French Figure 2. Policy clusters of the main ocean-based measures for climate action. Modified from Gattuso et al. (2019). 3. Policy clusters of ocean-based action Ocean-based measures to enhance both global mitigation and local coastal adaptation can be
clustered into overarching policy-relevant clusters (Fig. 2). Two clustering exercises were recently
performed based on key features according to their state of implementation, effectiveness to reduce
climate-related ocean drivers globally, e%ectiveness to reduce impacts/risks locally, and potential
co-benefits and disbenefits. Gattuso et al. (2019) grouped 18 ocean-related measures into four
policy-relevant categories: Decisive, Low Regret, Unproven and Risky. Another clustering (Gattuso
et al., 2021) grouped a subset of 12 measures into three clusters (Decisive, Low Regret, Concept
Stage). We use here the more complete groupings of Gattuso et al. (2019). Decisive measures address the causes of climate change: Marine renewable energy and Carbon
Capture and Storage (CCS). Marine renewable energy has the theoretical potential to meet all
global electricity requirements, although requiring further infrastructure development. Whilst some
local adverse impacts are inevitable, these can be minimized. Importantly, CCS is a Decisive
measure only if implemented in a way which avoids significant leakage. When ocean-based CCS is
deployed for enhanced oil recovery, that application negates its climate mitigation benefits. Four
societal adaptation measures can also be considered Decisive (Infrastructure-based adaptation,
Relocating and diversifying economic activities, Relocating people, and early warning and
emergency systems), but can also be Risky depending on the context within which they are
implemented, as discussed below. Low Regret measures provide both climatic and non-climatic benefits, with few disbenefits
(associated adverse impacts and other undesirable consequences, including opportunity costs). For
example, Conservation measures can protect carbon-rich coastal ecosystems from direct human
disturbance and loss, and play an important role in limiting local climate impacts. Similarly,
Restoring and enhancing coastal vegetation supports ecological adaptation whilst providing storm
protection, contributing to food security, and enhancing biodiversity. It can also increase carbon
uptake, at levels that may be locally and/or nationally significant. Nevertheless, because of the
limited total area for restoring such blue carbon ecosystems, this action can only make a very small
contribution to climate mitigation at the global scale (Bindoff et al., 2019). Pollution reduction in
coastal waters removes contaminants and excess nutrients that impair ecosystem function, thereby
supporting ecosystem-based adaptation (Jiao et al., 2011). Reduced pollution from shipping can
also, to a limited degree, address the causes of climate change. The societal measures Community-
based adaptation and Improving risk reduction policies are also considered as Low Regret,
providing self-evident benefits. 2.4. Enhancing societal adaptation Decisive
Policy clusters
Already implemented in the
real-world
High effectiveness to
reduce climate-related
ocean drivers globally (for
mitigation actions)
Range of low to high
effectiveness to reduce
impacts/risks locally
Relatively limited uncertain-
ties, and few disbenefits
Currently at concept stage
Potentially low to moderate
effectiveness to reduce
climate-related ocean
drivers globally
Potentially low to moderate
effectiveness to reduce
impacts/risks locally
Potentially low-to-
moderate disbenefits
Unproven
Risky
Currently at concept stage
Potentially high
effectiveness to reduce
climate-related ocean
drivers globally
Potentially low to high
effectiveness to reduce
impacts/risks locally
Potentially high
disbenefits
Already implemented in
the real-world
Low effectiveness to
reduce climate-related
ocean drivers globally
Moderate-to-high
effectiveness to reduce
impacts/risks locally
High non-climatic co-
benefits and no-to-very-
limited disbenefits
Low Regret
Ocean-based measures
= Mitigation (reducing sources of GHG)
Address the causes of climate change
Address the impacts of climate change
= Mitigation (increasing sinks of GHG)
= Solar Radiation management
= Ecological/Societal Adaptation
Bioenergy with carbon capture and storage
Enhancing open-ocean productivity
Surface albedo enhancement
Relocating & diversifying economic activities
Relocating people
Restoring and increasing coastal vegetation
Restoring and enhancing habitats
Reducing atmospheric pollution
Pollution reduction
Marine renewable energy
Infrastructure-based adaptation
Improving risk-reduction policies
Enhancing weathering and alkalinization
Early warning and emergency systems
Cloud brightening
Assisted evolution
Carbon capture and storage
Conservation
Community-based adaptation Policy clusters Policy clusters Decisive
Already implemented in the
real-world
High effectiveness to
reduce climate-related
ocean drivers globally (for
mitigation actions)
Range of low to high
effectiveness to reduce
impacts/risks locally
Relatively limited uncertain-
ties, and few disbenefits Low effectiveness to
reduce climate-related
ocean drivers globally Moderate-to-high
effectiveness to reduce
impacts/risks locally
Hi h
li
ti Currently at concept stage
Potentially low to moderate
effectiveness to reduce
climate-related ocean
drivers globally
Potentially low to moderate
effectiveness to reduce
impacts/risks locally
Potentially low-to-
moderate disbenefits Currently at concept stage
Potentially low to moderate
effectiveness to reduce
climate-related ocean
drivers globally
Potentially low to moderate
effectiveness to reduce
impacts/risks locally
Potentially low-to-
moderate disbenefits Figure 2. Policy clusters of the main ocean-based measures for climate action. Modified from Gattuso et al. (2019). 7 Polynesia, Pacific) can be perceived by local populations as useless investments conflicting with
more urgent needs (e.g. support to improve roads and houses, or to educational and economic
activities), and therefore been disregarded as a risk prevention option. 2.4. Enhancing societal adaptation Making shelters a place for
daily life activities, even if not focussed on reducing climate risk (e.g., social and traditional
activities), is often critical to sustain the relevance of this measure as an adaptation solution. 3. Policy clusters of ocean-based action However, these actions are not cost-free, requiring well-informed
planning and effective coordination over a wide range of spatial and temporal scales. It is critical to
note that, in many contexts, Low Regret measures will only be effective under the lowest levels of
warming (Bindoff et al., 2019). Unproven measures are illustrated by Marine bioenergy with carbon capture and storage, and
some forms of Assisted evolution. The former would use macroalgae (seaweed) or cultivated
microalgae as the biomass source for bioenergy. Such measures have potential but their practicality
and cost-effectiveness for climatic benefits have yet to be demonstrated. Assisted evolution 8 8 envisages alterations to species and genetics; the feasibility of such actions is uncertain, and they
are also considered Risky. Risky measures are mostly defined based on their potentially high disbenefits: Enhancing open-
ocean productivity through ocean fertilization; Enhancing weathering and alkalinization, by adding
CO2-absorbing materials to the ocean; and the solar radiation management techniques of Marine
cloud brightening and Surface albedo enhancement, neither of which would ameliorate ocean
acidification. Whilst all these actions have a very large theoretical potential to address climate
change globally, only the first one has been tested in the field, with limited success. Risky measures
may also have unintended adverse consequences and some are short-lived, implying a long-term
commitment. Much more attention needs to be given to their international governance and public
acceptability before they can be considered for implementation as climate policy responses. Some societal adaptation measures cannot be classified in a single policy cluster because their
effectiveness critically depends on the environmental and societal contexts of their implementation
(Fig. 2). While seawalls and other infrastructure-based adaptation can protect against sea level rise
in densely populated coasts, they can be counterproductive to natural environments (e.g. sand-dune
systems, mangroves and coral reefs) as they tend to undermine ecosystems!#natural adjustments to
ocean changes, inland migration, and future ability to provide coastal protection. In the former case,
Infrastructure-based adaptation is Decisive while in the latter it is Risky. The benefits of Relocating
people are also context-dependent: if planned and at a local-scale (e.g. within an island), such
relocation can help save lives, and it is therefore Decisive; but if unplanned or forced, relocation
can generate multiple and ramifying detrimental effects on both the displaced people and host
communities, and it is therefore Risky. 3. Policy clusters of ocean-based action The same caution applies to Relocating and diversifying
economic activities, which can either secure local jobs and economies, or generate the opposite
effect; and to Early warning and emergency systems (see above). 4. Ongoing and future activities Several programmes, projects and other activities are currently on-going or planned. First, some of
the measures described above are rapidly being implemented. Significant progress is being made on
deployment of capacity of marine renewable energy, which was deemed decisive in previous
assessments. For example, China built more offshore wind capacity in 2021 than the rest of the
world in the last 5 years . Its 26 GW now accounts for half of the world's 54 GW total. 2 Relevant research projects planned or on-going include Ocean Carbon Negative Emissions (ONCE;
Jiao at al., 2020) and harvesting energy from waves (Wang, 2017) in China, Ocean-based Negative
Emission Technologies (OceanNETs; www.oceannets.eu) and Marine carbon sinks in
decarbonisation pathways (CDRmare; https://cdrmare.de/en/) in Europe. It should also be
mentioned that the United Nations has proclaimed a Decade of Ocean Science for Sustainable
Development (2021-2030) to support efforts to reverse the cycle of decline in ocean health and
gather ocean stakeholders worldwide behind a common framework that will ensure ocean science
can fully support countries in creating improved conditions for sustainable development of the
Ocean (Ryabinin et al., 2019). 9 5. Conclusion It is now clear that the ocean is a key driver of Earth!s climate system and a critical element in the
response to rising greenhouse gas. It moderates global warming by absorbing more than 90% of the
excess heat and about a quarter of anthropogenic carbon emissions. Ocean-based actions could
provide major benefits to society but it is critical that their implementation is sustainable, and that
they do not add further stress to the already severe consequences of ocean warming, acidification,
deoxygenation and sea level rise. Ocean-related measures should not be considered as a substitute
for climate mitigation on land or non ocean-based adaptation measures, which must also be strongly
pursued for the benefit of the atmosphere, the ocean and socio-ecological systems worldwide. Ocean-based climate action should prioritise Decisive and Low Regret measures, improve
knowledge on the Unproven measures, and very cautiously weigh the Risky ones. It has been argued that defining a "gross marine product” index — a measure of the oceans!#natural
capital — would be invaluable for achieving the goals of SDG 14 (Lu et al., 2016; Sumaila et al.,
2021). It would also highlight the benefits of ocean-climate action. International discussions and ocean governance are essential, even if slow going. There are,
however, reasons for hope. For example, the ocean, climate and biodiversity policy agendas, which
have been siloed for decades are now slowly converging as part of the the Ocean and Climate
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Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:26640484 Published Version
doi:10.1056/nejmp1209711 Published Version
doi:10.1056/nejmp1209711 Citation Cutler, David, Elizabeth Wikler, and Peter Basch. 2012. “Reducing Administrative Costs
and Improving the Health Care System.” N Engl J Med 367 (20) (November 15): 1875–1878. doi:10.1056/nejmp1209711. Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility PERSPECTIVE Preparing for Medicare Bundled Payments marks
of
true
success
or
failure. require treatment. CMS recognizes
the importance of random varia-
tion and the need for actuarially
stable populations in its Medicare
Shared Savings Program, in which
organizations cannot participate
unless they serve at least 5000
beneficiaries. The bundled-pay-
ment initiative sets no such lim-
its, and medium-sized hospitals
typically have 100 to 200 cases
for their highest-volume types of
Medicare episodes. At these lower
volumes, hospitals may have large
year-to-year shifts in average
spending for particular episode
types owing to random variation
in illness severity. risk corridors that allow hospi-
tals to share both gains and loss-
es as they acclimate to the pro-
gram. CMS has begun to discuss
changes to the proposed finan-
cial model with applicants. If
hospitals are confident that the
program will financially reward
successful clinical performance,
many more will be willing to
pursue the opportunities for care
improvement that this program
seeks to encourage. The Bundled Payments for Care
Improvement Initiative has great
potential to engage hospitals in
clinical redesign and care coordi-
nation that could improve both
care and efficiency. Hospitals al-
ready have incentives through
Medicare’s DRG payment system
to make inpatient care more effi-
cient, but few have invested in
managing care after discharge. The bundled-payment initiative
provides an opportunity for hos-
pitals to gain experience with
coordinating care across a con-
tinuum of services for discrete
clinical conditions. Nonetheless,
program managers must be vigi-
lant to ensure that the financial
incentives don’t cause stinting on
care or avoidance of high-risk pa-
tients.4 Disclosure forms provided by the authors
are available with the full text of this article
at NEJM.org. From the Heller School for Social Policy
and Management, Brandeis University,
Waltham, MA. For example, our simulations
showed that 25% of hospitals
with 100 to 125 annual admis-
sions for congestive heart failure
would incur financial losses of
at least 11% simply because their
patients in the program’s first
year differ from those in the pe-
riod used in setting their target
prices.3 Another 25% of these
hospitals would achieve finan-
cial gains of 6.1% or more. Share Your Story Such
random variation in illness sever-
ity could overwhelm the effect
of performance improvements in
determining a hospital’s short-
term financial outcomes —
making early wins and losses
artifacts of variation rather than 1. Welch WP. Bundled Medicare payment
for acute and postacute care. Health Aff
(Millwood) 1998;17:69-81. 2. RTI International. Post-acute care epi-
sodes: expanded analytic file data chart
book: report to the Assistant Secretary of
Planning and Evaluation, June 2011. The success of the initiative
will depend on whether it protects
participating hospitals against
losses resulting from both ran-
dom and systematic variation in
illness severity. Certain design
features will make it much more
attractive to hospitals, including
risk adjustment, stop-loss pro-
tection for high-cost cases, an
ability to exclude cases with high-
cost primary diagnoses from epi-
sode definitions, and so-called g
J
3. Tompkins C, Ritter G, Mechanic R, Perloff
J, Chapman J. Analysis of financial risk and
risk mitigation options in the Medicare Bun-
dled Payment for Care Improvement pro-
gram. Waltham, MA: Brandeis University,
June 28, 2012 (http://sihp.brandeis.edu/ihs/
publications/Bundled%20Payments%20 4. Mechanic RE, Altman SA. Payment reform
options: episode payment is a good place to
start. Health Aff (Millwood) 2009;28:w262-
w271. DOI: 10.1056/NEJMp1210823
Copyright © 2012 Massachusetts Medical Society. From the Heller School for Social Policy
and Management, Brandeis University,
Waltham, MA. Reducing Administrative Costs and Improving the Health
Care System
David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. Health Care Efficiency Index 2010
National Progress Report, the UnitedHealth Center for Health Reform and Modernization, the McKinsey Report: Overhauling the
U.S. Healthcare Payment System 2007, and Milliman: Electronic Transaction Savings Opportunities for Physician Practices, 2006. † This solution includes electronic adoption and automation of prior authorization. Potential Savings for Health Care Providers from Reforms to Simplify Administrative Activities.* * The estimate for adoption of electronic transactions represents potential savings per year for the electronic processing of claim
submissions, eligibility inquiries and requests, claims status requests, payment, and remittance transactions. It assumes uptake
of 85%. The amount of savings per physician is based on estimates of the total number of physicians in the United States in 2010,
published by the Bureau of Labor Statistics. ACA denotes Affordable Care Act, HITECH Health Information Technology for Eco
nomic and Clinical Health Act, and HHS Health and Human Services. Data are from the U.S. Health Care Efficiency Index 2010
National Progress Report, the UnitedHealth Center for Health Reform and Modernization, the McKinsey Report: Overhauling the
U.S. Healthcare Payment System 2007, and Milliman: Electronic Transaction Savings Opportunities for Physician Practices, 2006. † This solution includes electronic adoption and automation of prior authorization. with the history of health care,
shows how. attempts have been made to use
federal policy to lead this sort of
reform, they have so far come up
short. The Health Insurance Por-
tability and Accountability Act
(HIPAA) of 1996 introduced man-
datory standards for the elec-
tronic processing of common ad-
ministrative transactions. Before
HIPAA, more than 400 different
formats were used for electronic
health care claims; after HIPAA,
there was just one. But HIPAA
was not detailed enough, was not
implemented rapidly enough, and
allowed payers to request addi-
tional data from providers. The
Department of Health and Hu-
man Services (DHHS) was slow
to put out HIPAA regulations,
and those it issued were suffi- Institute of Medicine (IOM), the
United States spends $361 billion
annually on health care adminis-
tration2 — more than twice our
total spending on heart disease
and three times our spending on
cancer. Also according to the IOM,
fully half of these expenditures
are unnecessary. Standardization is a central
factor in reducing administrative
costs. The Federal Reserve low-
ered the administrative costs of
banking by standardizing the way
that computer systems from dif-
ferent banks communicated with
one another. Reducing Administrative Costs and Improving the Health
Care System
David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. istrative tasks is one of the most
frustrating aspects of modern
medicine. T
he average U.S. physician
spends 43 minutes a day in-
teracting with health plans about
payment, dealing with formularies,
and obtaining authorizations for
procedures.1 In addition, physi- cians’ offices must hire coders,
who spend their days translating
clinical records into billing forms
and submitting and monitoring
reimbursements. The amount of
time and money spent on admin- T Indeed, for the system as a
whole, administrative tasks are ex-
tremely costly. According to the n engl j med 367;20 nejm.org november 15, 2012 1875 1875 PERSPECTIVE Reducing Administrative Costs Potential Savings for Health Care Providers from Reforms to Simplify Administrative Activities.*
Solution
Total Annual Savings
for Providers ($)
Steps Needed to Achieve Savings
Adoption of electronic transactions
11.0 billion
Implement the ACA, regulate the integration of billing and
administrative systems, encourage provider adoption
Integrated administrative and clinical
health systems
2.1 billion
Implement HITECH and expand certification criteria for elec-
tronic health records to include administrative provisions
National provider enrollment and
credentialing program
0.9 billion
Implement the ACA and promote regulations to standardize
and unify provider enrollment and credentialing sys-
tems across public and private entities
Standardized reporting requirements
0.1 billion
Promote the HHS National Strategy for Quality Improve
ment and support regulatory and legislative efforts to
standardize federal, state, and private-market reporting
requirements
Stabilized enrollment in public programs
1.8–2.9 billion
Implement the ACA, promote federal and state legislation
to further streamline enrollment (including continuous
eligibility policies for adults), and endorse regulations
to coordinate benefits and networks across programs
Widespread automation†
2–6 billion
Implement the ACA, work to integrate with HITECH provi-
sions, and support public and private innovation
Total savings accrued to providers
17.9–23.0 billion
Savings per physician
29,000
* The estimate for adoption of electronic transactions represents potential savings per year for the electronic processing of claim
submissions, eligibility inquiries and requests, claims status requests, payment, and remittance transactions. It assumes uptake
of 85%. The amount of savings per physician is based on estimates of the total number of physicians in the United States in 2010,
published by the Bureau of Labor Statistics. ACA denotes Affordable Care Act, HITECH Health Information Technology for Eco
nomic and Clinical Health Act, and HHS Health and Human Services. Data are from the U.S. n engl j med 367;20 nejm.org november 15, 2012 * The estimate for adoption of electronic transactions represents potential savings per year for the electronic processing of claim
submissions, eligibility inquiries and requests, claims status requests, payment, and remittance transactions. It assumes uptake
of 85%. The amount of savings per physician is based on estimates of the total number of physicians in the United States in 2010,
published by the Bureau of Labor Statistics. ACA denotes Affordable Care Act, HITECH Health Information Technology for Eco
nomic and Clinical Health Act, and HHS Health and Human Services. Data are from the U.S. Health Care Efficiency Index 2010
National Progress Report, the UnitedHealth Center for Health Reform and Modernization, the McKinsey Report: Overhauling the
U.S. Healthcare Payment System 2007, and Milliman: Electronic Transaction Savings Opportunities for Physician Practices, 2006.
† This solution includes electronic adoption and automation of prior authorization. Reducing Administrative Costs and Improving the Health
Care System
David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. The
ACA requires the DHHS to set
more detailed rules for processing
administrative interactions. To im-
prove compliance and strengthen
enforcement, it imposes finan-
cial penalties on health plans that
don’t adopt these standardized
procedures. Currently, providers
are not required to adopt elec-
tronic transactions, but the hope
is that the promise of increased
efficiency will promote adoption. If ACA implementation goes as
intended and widespread utiliza-
tion and automation are achieved,
providers could save about $11 bil-
lion per year.3 Finally, coverage policies will
need to be addressed. Currently,
many Medicaid patients “churn” The possibilities for reducing administrative
complexity are immense. The reforms we
describe could save as much as $20 billion
annually for providers (roughly $29,000
per physician), or $40 billion annually
for all stakeholders. may be costly to transmit. For
example, a provider may bill for
magnetic resonance imaging, but
a payer’s rules may stipulate that
it will approve the charge only if
the provider demonstrates that
the procedure was medically nec-
essary — for example, by sub-
mitting documentation of a work-
ing diagnosis with relevant test
results and prescriptions. Such
information is contained only in
the medical record. To address
this problem, the ACA will make
the transmission of claims at-
tachments more uniform; how-
ever, a more advanced approach
would automatically integrate ap-
propriate information from bill-
ing systems with the correspond-
ing clinical information from
electronic health records (EHRs). from one policy to another fre-
quently. This movement adds ad-
ditional expense to practice, since
staff in providers’ offices must
determine which insurer is cover-
ing the patient each month and
how much to collect from the in-
surer and the patient. If the fed-
eral government allowed and en-
couraged states to have an annual
open-enrollment period, as pri-
vate insurers do, coupled with
12-month continuous eligibility
policies for nonelderly adults
(giving them continuous access
to Medicaid coverage even if fam-
ily income fluctuates throughout
the year), it could save providers
nearly $3 billion annually. There are areas that the ACA
omitted that could also benefit
from standardization. Credential-
ing and other systems that are
used to establish contracts be-
tween providers and health plans
are riddled with redundancy, with
many organizations collecting vir-
tually identical information from
providers. Reducing Administrative Costs and Improving the Health
Care System
David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. Similarly, Walmart
made suppliers conform to its
computer standards if they want-
ed to sell to the retail giant —
which led to enormous standard-
ization of retail information
systems. What can be done to reduce
these costs? Though some argue
that a single-payer system would
eliminate many administrative ex-
penses, that solution seems un-
likely to be embraced in the United
States. Nevertheless, administra-
tive expenses are one area of
health care in which large sav-
ings might be realized particu-
larly rapidly (see table). The expe-
rience of other industries, along In health care, only one orga-
nization has the sort of influence
that Walmart and the Federal Re-
serve have in their domains: the
federal government. But though 1876 n engl j med 367;20 nejm.org november 15, 2012 PERSPECTIVE Reducing Administrative Costs ciently vague that payers and
providers never agreed on a truly
common standard. Granted, there
was only one form, but payers’
additional data requests, which
varied both among payers and
among health plans offered by a
given payer, defeated the stan-
dardization effort. The result for
providers was a continued mess,
which discouraged the investment
necessary to achieve electronic
interchange. cess, but a coordinated, nation-
wide credentialing system that is
employed across the public and
private sectors could save nearly
$1 billion per year for providers. Further savings could be achieved
if processes for establishing payer–
provider contracts were also stan-
dardized and conducted electroni-
cally.5 The DHHS could mandate
both changes under Section 10109
of the ACA, but so far it hasn’t. There is a mechanism for doing
that: the Health Information Tech-
nology for Economic and Clinical
Health (HITECH) Act, which pro-
vides financial incentives for the
acquisition of EHRs and specifies
standards for the electronic trans-
mission of clinical data; the sec-
retary of health and human ser-
vices could expand these criteria
to include standards for electron-
ic transmission of administrative
data (such as billing information). Doing so could save providers as
much as $2 billion annually.5 Standardization will not solve
all the problems, however. Payers
may be required to accept stan-
dard billing forms electronically,
but the supplemental informa-
tion required to approve a claim Building on recent state-level
and private-sector successes, the
Affordable Care Act (ACA) took a
second bite at the apple, and so
far things are going better. Reducing Administrative Costs The cost of administrative com-
plexity: administrative intricacies add no
value to health care — but the costs keep
stacking up. MGMA Connex 2004;4:36-41. 5. Health care cost containment — how
technology can cut red tape and simplify
health care administration: working paper 2. Minneapolis: UnitedHealth Center for Health
Reform and Modernization, 2009. The lack of this kind of lead-
ership was a key obstacle to reduc-
ing administrative costs through
HIPAA. Since the ACA’s passage,
the need is greater than ever. Doctors have thousands of rea-
sons to hope that reforms are on
the way. DOI: 10.1056/NEJMp1209711
Copyright © 2012 Massachusetts Medical Society. DOI: 10.1056/NEJMp1209711
Copyright © 2012 Massachusetts Medical Society. DOI: 10.1056/NEJMp1209711
Copyright © 2012 Massachusetts Medical Society. Reducing Administrative Costs Reducing Administrative Costs form and push through changes
that benefit the system as a whole. Only the federal government has
the clout in health care to effect
these changes. Thus, it may be
necessary to establish a senior-
level office in the DHHS focused
solely on implementation and in-
novation in the realm of admin-
istrative simplification. Such an
office would lead regulatory ef-
forts in standardization and inte-
gration of billing with clinical
records, advocate for federal and
state legislation to reduce churn-
ing in public programs, and co-
ordinate new regulations affect-
ing administrative transactions. Disclosure forms provided by the authors
are available with the full text of this article
at NEJM.org. could save as much as $20 billion
annually for providers (roughly
$29,000 per physician), or $40 bil-
lion annually for all stakeholders. And $2 billion of these savings
would accrue to the federal gov-
ernment — a relatively small but
valuable contribution to reducing
the deficit. For the individual
physician, these savings could
translate into more time and re-
sources for direct patient care —
and therefore into improved pro-
fessional satisfaction. From the Department of Economics (D.C.)
and the Ph.D. Program in Health Policy (E.W.),
Harvard University, Cambridge, MA; and
MedStar Health, Washington, DC (P.B.). 1. Casalino LP, Nicholson S, Gans DN, et al. What does it cost physician practices to in-
teract with health insurance plans? Health
Aff (Millwood) 2009;28:w533-w543. (
)
2. Yong PL, Saunders RS, Olsen L, eds. The
healthcare imperative: lowering costs and
improving outcomes — workshop series
summary. Washington, DC: National Acad-
emies Press, 2010. Unlike other proposals for re-
ducing costs, such as restricting
access to care, reducing adminis-
trative complexity could garner
broad bipartisan support. The
major stumbling block is that
the constituency for administra-
tive simplification is broad but
diffuse. Achieving these reforms
will require bold steps by policy-
makers to rise above the commo-
tion surrounding health care re- 3. US healthcare efficiency index: national
progress report on healthcare efficiency. Nashville: Emodeon Business Services, 2010. 4. Pope C. The cost of administrative com-
plexity: administrative intricacies add no
value to health care — but the costs keep
stacking up. MGMA Connex 2004;4:36-41. 3. US healthcare efficiency index: national
progress report on healthcare efficiency. Nashville: Emodeon Business Services, 2010. 4. Pope C. Reducing Administrative Costs and Improving the Health
Care System
David Cutler, Ph.D., Elizabeth Wikler, B.A., and Peter Basch, M.D. The typical physician
spends more than 3 hours annu-
ally submitting nearly 18 differ-
ent credentialing forms, with staff
spending an additional 20 hours.4
Some private-sector initiatives are
working to streamline this pro- The possibilities for reducing
administrative complexity are im-
mense. The reforms we describe 1877 n engl j med 367;20 nejm.org november 15, 2012 PERSPECTIVE The Reciprocity of Recognition — What Medicine Exposes
about Self and Other Rita Charon, M.D., Ph.D. left ear. I remembered in a flash
how hard the social worker and I
had worked to arrange an ENT
evaluation despite Mrs. N.’s lack
of insurance and citizenship. I
remembered the couple barging
into my office some weeks later,
terrified, crying, breathless, con-
vinced that she was going to die. They had been told she needed
an MRI to rule out a brain tumor,
but they’d left the ENT clinic be-
lieving she had a brain tumor. Happily, I could reassure them
otherwise. Now, hearing her say
“79,” I realized that she was
hearing and on her way to speak- M
rs. N. announced trium-
phantly that she had be-
come a U.S. citizen. Her husband
— on whose English she depend-
ed, though she’d arrived from Al-
bania 5 years earlier — said,
“She took the test, and then she
said the words with her hand like
this.” He put his hand over his
heart. She grinned and blushed,
seeming younger than her 50
years. When she answered one of
my questions with a quick “79,”
I startled. Wait a minute, I thought,
she doesn’t speak English. ing fluent English. I wasn’t sur-
prised to find her blood pressure
normal, her dizzy spells and head-
aches gone. M
rs. N. announced trium-
phantly that she had be-
come a U.S. citizen. Her husband — on whose English she depend-
ed, though she’d arrived from Al-
bania 5 years earlier — said,
“She took the test, and then she
said the words with her hand like
this.” He put his hand over his
heart. She grinned and blushed,
seeming younger than her 50
years. When she answered one of
my questions with a quick “79,”
I startled. Wait a minute, I thought,
she doesn’t speak English. Thanks to Mrs. N., I also saw
something within myself that I
treasure and cultivate and can
sometimes claim: the leaning-
forward internist, the sleeves-
rolled-up doctor. With the ascen-
dance of practice-based learning
and its emphasis on self-
assessment and lifelong learning,
medicine has come to value the
capacity of practice to provide a
mirror not only for occasional self-
reflection but for constant self- It was then that she shyly
pointed to the hearing aid in her 1878 n engl j med 367;20 nejm.org november 15, 2012
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Could a Focus on the “Why” of Taxonomy Help Taxonomy Better Respond to the Needs of Science and Society?
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Could a Focus on the “Why” of
Taxonomy Help Taxonomy Better
Respond to the Needs of Science
and Society? Leighton Pritchard 1, C. Titus Brown 2, Bailey Harrington 1, Lenwood S. Heath 3,
N. Tessa Pierce-Ward 2 and Boris A. Vinatzer 4* 1 Strathclyde Institute for Pharmacy and Biomedical Sciences (SIPBS), University of Strathclyde, Glasgow, United Kingdom,
2 Department of Population Health and Reproduction, University of California, Davis, Davis, CA, United States, 3 Department
of Computer Science, Virginia Tech, Blacksburg, VA, United States, 4 School of Plant and Environmental Sciences, Virginia
Tech, Blacksburg, VA, United States Genomics has put prokaryotic rank-based taxonomy on a solid phylogenetic foundation. However, most taxonomic ranks were set long before the advent of DNA sequencing and
genomics. In this concept paper, we thus ask the following question: should prokaryotic
classification schemes besides the current phylum-to-species ranks be explored,
developed, and incorporated into scientific discourse? Could such alternative schemes
provide better solutions to the basic need of science and society for which taxonomy was
developed, namely, precise and meaningful identification? A neutral genome-similarity
based framework is then described that could allow alternative classification schemes to
be explored, compared, and translated into each other without having to choose only
one as the gold standard. Classification schemes could thus continue to evolve and
be selected according to their benefits and based on how well they fulfill the need for
prokaryotic identification. Edited by:
Iain Sutcliffe,
Northumbria University,
United Kingdom Reviewed by:
Barny Whitman,
University of Georgia,
United States
Stephanus Nicolaas Venter,
University of Pretoria, South Africa *Correspondence:
Boris A. Vinatzer
vinatzer@vt.edu Specialty section:
This article was submitted to
Evolutionary and Genomic
Microbiology,
a section of the journal
Frontiers in Microbiology
Received: 01 March 2022
Accepted: 29 April 2022
Published: 19 May 2022 Specialty section:
This article was submitted to
Evolutionary and Genomic
Microbiology,
a section of the journal
Frontiers in Microbiology PERSPECTIVE
published: 19 May 2022
doi: 10.3389/fmicb.2022.887310 PERSPECTIVE
published: 19 May 2022
doi: 10.3389/fmicb.2022.887310 PERSPECTIVE
published: 19 May 2022
doi: 10.3389/fmicb.2022.887310 Received: 01 March 2022
Accepted: 29 April 2022
Published: 19 May 2022 Received: 01 March 2022
Accepted: 29 April 2022
Published: 19 May 2022 THE WHY OF TAXONOMY In an insightful article in 2021 in the International Society of Microbial Ecology Journal,
Hugenholtz and colleagues provided a comprehensive review of the history of prokaryotic
taxonomy and highlighted current and future challenges (Hugenholtz et al., 2021). The article
contributed rich context for the ongoing debate over taxonomy and nomenclature, in particular,
in regard to the uncultured majority of prokaryotes (Rinke et al., 2013), and built a strong
argument for genome-based taxonomy. However, we believe that improving taxonomy using
genomics should not stop us from more fundamentally rethinking both its structure and
applications and answering the question of why we practice taxonomy in the first place.h Keywords: taxonomy, genomics, identification, prokaryotes, phylogeny, taxonomic ranks, species Citation: Pritchard L, Brown CT, Harrington B,
Heath LS, Pierce-Ward NT and
Vinatzer BA (2022) Could a Focus on
the “Why” of Taxonomy Help
Taxonomy Better Respond to the
Needs of Science and Society? Front. Microbiol. 13:887310. doi: 10.3389/fmicb.2022.887310 i
The why of taxonomy becomes clear when we consider all three elements of taxonomy:
classification, nomenclature, and identification (Cowan, 1965). Importantly, only when taxonomy
permits identification of an unknown as a member of a named group, a taxon, with characteristics
that are distinct and relevant (and, therefore, predicts that the unknown has these same distinct May 2022 | Volume 13 | Article 887310 Frontiers in Microbiology | www.frontiersin.org 1 Pritchard et al. Why of Taxonomy Some of the assumptions relating to genome-based
taxonomy can also be questioned if we consider the why
of taxonomy. For example, an assumption that phylogenetic
clades based on the alignment of core genes or proteins
should be the only basis for the circumscription of named
groups prioritizes vertical transfer of genomic information. However, in many societally-important circumstances, such
as antimicrobial resistance or the presence of pathogenicity
islands, the phenotype of interest may be governed by
horizontally-transferred genes (Soucy et al., 2015). In these
circumstances, a classification that prioritizes the phenotype
and considers lateral transfer of genomic information might
be more useful. Such a classification might be better facilitated
by a system of individual genome accessions with flexible
labelling (like tags in a Google Mail inbox) than a hierarchical
naming scheme. Hugenholtz et al. (2021) argue that
hierarchical taxonomic ranks and binomial species are a
necessity because of biologists’ reluctance to take up new
systems, such as the rank-free PhyloCode (Cantino and de
Queiroz, 2020). However, reluctance to change is not an
argument against the utility of change and, in any case,
might very well apply more to taxonomists than to
biologists overall. and relevant characteristics), can it answer to scientific and
societal needs. In this context, classification becomes a prerequisite
for meaningful identification by creating clear and distinct
boundaries of practical relevance between groups of microbes. The need for nomenclature also follows from identification as
unambiguous naming is critical for effective communication,
and possibly societal action (e.g., selection of the appropriate
clinical treatment), following identification. i
Here are some examples of what we intend by meaningful
identification of microbes. Citation: In basic science, identification may
simply consist in finding the position of an organism in a
phylogenetic tree to reveal its evolutionary relationship to other
organisms. Beyond single organisms, reliable identification of
community members may delineate community structure to
understand system-level responses central to the environmental
roles of microbes. From a societal and policy-making perspective,
meaningful identification of an unknown as a member of a
taxon may predict a threat, such as the potential to cause
disease, and may trigger regulatory action under national or
international laws, such as import/export restrictions or
implementation of quarantine or isolation. On the other hand,
identification as a member of a group with beneficial
characteristics, may lead to intellectual property protection. Therefore, from the perspective of identification, it becomes
clear that taxonomy answers important needs in both basic
science and society. Nonetheless, there are challenges inherent to taxonomy
that cannot be avoided. Circumscription of existing groups
requires revision as new knowledge becomes available, and
such reclassification necessarily requires translation from
one named taxon to another, for example, when reading
literature about the same organism before and after
reclassification occurred. Also, there is more than one
reasonable hierarchical classification system. For this reason,
and because we do not have perfect knowledge and
understanding of the hierarchical process of evolution, it
is inevitable that no single human-created model will capture
all useful categorizations of organisms—regardless of the
claim that “biologists now agree that taxonomy should
be based on evolutionary relationships as the most natural
way of arranging organisms” (Hugenholtz et al., 2021). QUESTIONING THE CURRENT
PRACTICE OF TAXONOMY When we focus on identification, aspects of current taxonomy
that some taxonomists may consider to be unchangeable tenets
and needs of taxonomy can be seen to serve only the how
of the current practice of taxonomy, but not the why of taxonomy
itself. In our view, several elements of classical taxonomy can
be reassessed on these grounds, such as: the reliance on historic
and subjective taxonomic ranks when a different number and
distribution of ranks might be more useful; making a distinction
between “taxonomy” and “strain typing” when the boundary
between the two is arguably subjective; considering species
and subspecies to be the smallest recognizable taxonomic units
when the possession of laterally-transferred functional regions,
such as pathogenicity islands, may be a more appropriate reason
for demarcating a group of isolates; requiring name-bearing
type strains to describe species when the vast majority of
prokaryotes are likely fastidious or otherwise practically
unculturable; the attachment to Latin binomials which draw
attention to a limited set of properties; and the insistence on
a single scheme of stable and unique hierarchical names to
describe a collection of items that could be partitioned usefully
in many other ways. In the current era of databases that can
provide persistent stable IDs to individuals, we believe it is
time for microbiology to adopt the advantages that technology
brings to data organization, while preserving the best features
of classical taxonomy. Frontiers in Microbiology | www.frontiersin.org WHERE TO GO FROM HERE? If we accept that our current taxonomic system is conditioned
by history and just one of many reasonable choices, perhaps
we could dare to try some unconventional solutions to
answer the why of taxonomy within the landscape of genomic
data. For example, what if we acknowledged that the distinction
between named species and subspecies on one hand and
informal within-species clades, clonal complexes, and outbreak
strains on the other hand is subjective and these taxa could
all be handled using a single set of rules? Would it help
us understand biology better if we were to give species
complexes, within-species clades, and other monophyletic
groups, the same importance as current taxonomic ranks,
as proposed in the PhyloCode (Cantino and de Queiroz,
2020)? What if we could use a neutral framework of genome
identifiers to explore and compare new ways to infer May 2022 | Volume 13 | Article 887310 Frontiers in Microbiology | www.frontiersin.org 2 Why of Taxonomy Pritchard et al. a coordinate in genome space can be automatically assigned
and used as an identifier even before the genome is classified
as a member of an already described, or still to be named,
taxonomic group. If this genome is of an emerging pathogen,
the identifier can be used for clear communication about
an ongoing disease outbreak from the moment the genome
has been sequenced without having to wait for a validly
published name. An example from virology is that one
cannot search for the earliest reports of SARS-CoV-2 by
searching for “SARS-CoV-2” since scientists referred to it
as “2019-nCoV” until the Coronaviridae study group of
the International Committee on Taxonomy of Viruses decided
on its name (Coronaviridae Study Group of the International
Committee on Taxonomy of Viruses, 2020). A LIN-based
identifier for the first SARS-CoV-2 genome, as we propose,
may have enabled ready tracing of SARS-CoV-2 genomes,
without
the
confusion
imposed
by
nomenclature
changes. evolutionary relationships between organisms, beyond core
gene phylogenies? What value could be gained from approaches
that combine genome similarity with similarity in gene
content reflecting adaptation to different ecological niches? Is it possible to construct complementary phylogenetic or
even non-phylogenetic classification systems, similar to library
cataloging systems, such as the subject-based Dewey system? WHERE TO GO FROM HERE? Specialized schemes could be based on the content of
functional classes of genes (corresponding to subjects in
the Dewey system), such as pathogenicity/virulence genes
that are important in a biosecurity context, where the risk
is governed by gene content more than evolutionary
relationship. p
To implement, compare, and perhaps unify these alternative
classification schemes, we would need a “Rosetta Stone” to
translate between them. We are thus building a “genomic
coordinate system” as part of the genomeRxiv platform using
the Life Identification Number (LIN) approach (Vinatzer
et al., 2017; Tian et al., 2020) analogous to a map grid
reference, which hierarchically subdivides and labels the
entire prokaryotic genome space into uniquely-labelled
volumes (or voxels) of sequence-similar genomes that, at
their finest resolution, contain a single genome uniquely
identified with its “coordinate” (its LIN). We believe that
this is a practical, quantitative, automatable, stable, and
robust solution to the problem of translating among
classification schemes, for example, between validly published
prokaryotic named species and genome-based species clusters
(Sanford et al., 2021). More in general, classifications of
prokaryote genomes made by one scheme, such as descent
from a common ancestor, or “bona fide species definitions,”
can then be expressed as combinations of uniquely-labelled
voxels and compared to similar combinations obtained by
alternative classification schemes, such as presence or absence
of specific genes. For example, besides assigning plant growth
promoting bacteria to named species based on common
ancestry, they could also be assigned to a taxon called “plant
growth promoters.” When additional bacteria are found to
promote plant growth, they could be added to this function-
based taxon. The LINs of the genomes reclassified as “plant
growth promoters” however would not change, maintaining
stability. In conclusion, we propose to treat genome sequence data
neutrally to build a genotypic framework. We do not propose
to privilege a specific set of genes, or a specific evolutionary
model or reconstruction method as an immutable truth, or
“gold standard,” against which all other schemes would
be measured. Instead, we propose a whole-genome framework
on which alternative choices of phylogenetic and phenotypic
classification schemes can be compared. Like a coordinate
system on a map, this framework provides an address for
each genome and links to any classification information
within any taxonomic system. WHERE TO GO FROM HERE? We expect this framework
to provide a landscape on which classification systems that
best respond to the needs of science and society can continue
to be developed based on the latest biological, biotechnological,
and ecological discoveries. DATA AVAILABILITY STATEMENT The original contributions presented in the study are included
in the article/supplementary material; further inquiries can
be directed to the corresponding author. AUTHOR CONTRIBUTIONS The LIN-based coordinate scheme is hierarchical, but
purely descriptive. It neither requires nor imposes an
evolutionary model. It is neutral on the questions of
nomenclature and classification. It requires no consensus
on a single scheme but instead enables meaningful translation
among alternative schemes. For example, the validly published
species names, informal phylotypes, and population clusters
within the Ralstonia solanacearum species complex were
all circumscribed using LINs allowing the identification of
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unknown and unclassified, prokaryotes whose sheer number
currently poses a significant problem for nomenclature and
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of this Genomic Life Inc. LH and BV report in accordance with Virginia Tech
policies and procedures and their ethical obligation as researchers, that they have
a financial interest in this Genomic Life Inc. that may be affected by the publication
of this manuscript. They have disclosed those interests fully to Virginia Tech,
and they have in place an approved plan for managing any potential conflicts
arising from this relationship. Cowan, S. T. (1965). Principles and practice of bacterial taxonomy. J. Gen. Microbiol. 39, 143–153. doi: 10.1099/00221287-39-1-143 Hugenholtz, P., Chuvochina, M., Oren, A., Parks, D. H., and Soo, R. M. (2021). Prokaryotic taxonomy and nomenclature in the age of big sequence data. ISME J. 15, 1879–1892. doi: 10.1038/s41396-021-00941-x The remaining authors declare that the research was conducted in the absence
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nature12352 Publisher’s Note: All claims expressed in this article are solely those of the
authors and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product that may
be evaluated in this article, or claim that may be made by its manufacturer, is
not guaranteed or endorsed by the publisher. Sanford, R. A., Lloyd, K. G., Konstantinidis, K. T., and Löffler, F. E. (2021). Microbial taxonomy run amok. Trends Microbiol. 29, 394–404. doi: 10.1016/j. tim.2020.12.010 Sharma, P., Johnson, M. A., Mazloom, R., Allen, C., Heath, L. S., Lowe-Power, T. FUNDING Development of the genomeRxiv platform is supported by the
United States National Science Foundation (DBI-2018522) and
the United Kingdom Biotechnology and Biological Sciences
Research Council (BB/V010417/1). The funders have no role
in study design, data collection and analysis, decision to publish,
or preparation of the manuscript. May 2022 | Volume 13 | Article 887310 Frontiers in Microbiology | www.frontiersin.org 3 Why of Taxonomy Pritchard et al. Frontiers in Microbiology | www.frontiersin.org REFERENCES M.,
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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
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Assessment of condition in pejerrey Odontesthes bonariensis (Atheriniformes: Atherinopsidae) populations: which index works best?
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Neotropical ichthyology/Neotropical Ichthyology
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Assessment of condition in pejerrey Odontesthes bonariensis
(Atheriniformes: Atherinopsidae) populations: which index works best? Claudio R. M. Baigún1, Darío C. Colautti1 and Fabian Grosman2 The pejerrey Odontesthes bonariensis is the most important target species in temperate freshwater fisheries of Argentina, and
assessment of condition has been a regular practice and common diagnostic tool. Most pejerrey fishery studies have used
Fulton’s (K) index, without testing whether underlying assumptions or requirements were met. We analyzed and contrasted
the applicability of K, Kn and Wr indices to assess condition status in several pejerrey populations inhabiting Pampean lakes. Our results showed that whereas Wr and Kn displayed significant condition changes across length at some study lakes, Kn
portrayed a small range of variation. We also noted that pejerrey maximum length and size structure strongly varied among
populations probably due to the characteristics of trophic niche changes through lifespan, depending on lake limnological
characteristics and zooplankton availability. We conclude that the K index should be disregarded in those cases where
populations show allometric growth and size ranges strongly vary. In turn, the Kn index appears to be only appropriate for
regular within population assessment, being difficult to apply when comparisons between populations are needed and when
they exhibit different weight-length relationship slopes. Finally, the Wr index should be strongly preferred if the objective is to
perform comparisons between pejerrey populations, particularly when population structure is not well known, stocking has
been used for population recovery, lakes are strongly supported by limnological changes, data are limited to only one or few
samplings and metaphoetesis is suspected in pejerrey populations. O peixe-rei Odontesthes bonariensis é a espécie mais importante na pesca de água doce da região temperada da Argentina, e
a avaliação de sua condição corpórea tem sido uma prática normal e uma ferramenta de diagnóstico bastante utilizada. Grande
parte dos estudos sobre a pesca do peixe-rei utiliza o índice de Fulton (K), sem testar se seus pressupostos são atendidos. Nós
analisamos e comparamos a aplicabilidade dos índices K, Kn e Wr para a avaliação do fator de condição em várias populações
de peixe-rei em lagos dos Pampas. Nossos resultados mostram que, enquanto o Wr e o Kn dependeram significativamente do
comprimento corporal em alguns lagos, o Kn apresentou uma pequena amplitude de variação. Foi também notado que o
comprimento máximo e a estrutura de tamanho variaram fortemente entre populações, provavelmente devido às mudanças
ontogenéticas no nicho trófico, dependendo das características limnológicas e da disponibilidade de zooplâncton. 1IIB-INTECH, Camino de Circunvalación Laguna, Km 6, 7130 Chascomús, Argentina. claudiobaigun@intech.gov.ar
2Instituto Multidisciplinario sobre Ecosistemas y Desarrollo Sustentable, Facultad Ciencias Veterinarias, Universidad Nacional del Centro,
7300 Azul, Argentina. Neotropical Ichthyology, 7(3):439-446, 2009
Copyright © 2009 Sociedade Brasileira de Ictiologia Neotropical Ichthyology, 7(3):439-446, 2009 p
y
gy
( )
Copyright © 2009 Sociedade Brasileira de Ictiologia Introduction The increasing importance of pejerrey recreational fisheries
and the development of some commercial fisheries in large
shallow Pampean lakes have challenged managers and
biologists to provide comprehensive management guidelines
and cues for assessing pejerrey population status. This is a
critical issue since Pampean lakes exhibit highly dynamic
changes in their trophic status related to natural hydrological
modifications associated with rain cycles (López et al., 2001). Such modifications may affect pejerrey populations by
changing recruitment, mortality, growth patterns, food
availability and, ultimately, body condition. Since rapid
assessment methods for pejerrey population have included
condition estimates as a regular and effective diagnostic
method, even outside Pampean lakes and also for culture
purposes, it is therefore essential to review and define how
well different indices portray population condition under
different ecological scenarios and population characteristics. The aim of this study was to analyze and discuss the
application of the most common condition indices used for
pejerrey populations in Pampean lakes, testing their
application for regular fish population assessment. We also
analyze here how lake ecological characteristics may influence
condition assessments and how interpretation may be
affected by intrinsic index characteristics. The increasing importance of pejerrey recreational fisheries
and the development of some commercial fisheries in large
shallow Pampean lakes have challenged managers and
biologists to provide comprehensive management guidelines
and cues for assessing pejerrey population status. This is a
critical issue since Pampean lakes exhibit highly dynamic
changes in their trophic status related to natural hydrological
modifications associated with rain cycles (López et al., 2001). Such modifications may affect pejerrey populations by
changing recruitment, mortality, growth patterns, food
availability and, ultimately, body condition. Since rapid
assessment methods for pejerrey population have included
condition estimates as a regular and effective diagnostic
method, even outside Pampean lakes and also for culture
purposes, it is therefore essential to review and define how
well different indices portray population condition under
different ecological scenarios and population characteristics. A common practice in freshwater fisheries biology is to
scrutinize fish condition as an indicator of well being and for
comparing populations or stocks. Condition indices portrayed
by morphometric measurements represent a basis for
developing an explanatory hypothesis about biological
responses or different ecological scenarios for populations
(Liao et al., 1995). Several indices have been proposed in the
literature (Bolger & Connolly, 1989) and reviewed by Froese
(2006). Material and Methods During January-February 2004, we sampled pejerrey
populations from eight Pampean lakes located in Buenos Aires
Province (Fig. 1). At each lake, three sites (inshore and open
waters) were sampled using two sets of standardized gill-net
with mesh sizes of 30, 38, 42, 50, 60, 66, 76 and 80 mm) measured
between opposite knots, each with a length of 25 m, and a
seine beach net, with the aim of obtaining representative
samples of fish populations and fish community. Capture per
unit effort was estimated from gill nets considering one fishing
night (12 h) as a standard effort unit and mesh size (Baigún,
1989). g
p
y (
)
Most pejerrey studies have focused on the use of Fulton’s
(K) index (Ricker, 1975) and the cephalic index (Ringuelet,
1964). The K index has been used, for example, by Freyre et
al., (1969) in Chascomús, Salada Grande, El Carpincho, Monte,
Alsina and Cochicó lakes and by Grosman & Sergeña (1996)
in the Encadenadas de Tornquist lakes. Several other examples
are found in technical reports prepared by the Undersecretary
of Fishing Activities of Buenos Aires province (http://
www.maa.gba.gov.ar/pesca/index.php), which performed
regular surveys in different lakes for several years. Since some
of these surveys were carried out on a punctual basis, even
comparing condition among populations from different lakes,
it seems necessary to clarify the constraints of using condition
indices based on the characteristics of samples and
populations. Other alternatives such as relative weight (Wr)
(Wege & Anderson, 1983) have been neglected or ignored,
despite the fact that such index has become popular in
assessing North American fish populations (Blackwell et al.,
2000). For pejerrey, Baigún & Anderson (1994) provided for
the first time the required standard relationship for the species,
whereas Colautti et al. (2006) developed a standard regression
for only Pampean lake populations. The weight (W), standard length (SL) and total length
(TL) of the fishes were measured with 1 g or 1 mm precision. Thirty pejerrey stomachs were collected per lake and
preserved in 10% formalin for determining food items. Assessment of condition in pejerrey Odontesthes bonariensis
(Atheriniformes: Atherinopsidae) populations: which index works best? Concluímos
que o índice K deve ser desconsiderado nos casos em que as populações apresentam variações alométricas marcantes no
crescimento e na amplitude de tamanhos. O índice Kn parece ser apropriado apenas para avaliações de uma única população,
não sendo apropriado para comparações entre populações quando elas exibem diferentes inclinações na relação peso-
comprimento. Finalmente, o índice Wr é recomendado se o objetivo for fazer comparações entre populações de peixe-rei,
particularmente quando a estrutura populacional não é bem conhecida, a estocagem tenha sido usada para a recuperação
populacional, os lagos apresentam grandes variações limnológicas, os dados se limitam a uma ou poucas amostras e suspeita-
se da ocorrência de mudanças ontogenéticas na dieta. Key words: Fish plumpness, Pampean lakes, Fishery management. 439 440 Assessment of condition in Odontesthes bonariensis: which index works best? Introduction Physiological indices such as hepatosomatic,
mesenteric and visceral indices represent a direct measure of
fish nutritional status, whereas indirect indices such as
condition factor, relative condition factor and relative weight
provide external measurements of overall health (Brown &
Murphy, 2004). Such indices have been widely used as
indicators of the nutritional state of fish (Gutreuter &
Childress, 1990), assuming that condition changes are a
consequence of physiological or ecological alterations
(Sutton et al., 2000). Some constraints for the application of
condition indices are obvious, but several limitations are more
subtle and are therefore usually ignored. The aim of this study was to analyze and discuss the
application of the most common condition indices used for
pejerrey populations in Pampean lakes, testing their
application for regular fish population assessment. We also
analyze here how lake ecological characteristics may influence
condition assessments and how interpretation may be
affected by intrinsic index characteristics. Condition assessment has been a regular practice and
has been applied as a diagnostic tool for pejerrey (Odontesthes
bonariensis) population surveys (Freyre, 1976). The pejerrey
is the most valuable target species in most of the warm
temperate lakes and reservoirs of Argentina. This species
originally inhabits lakes and lagoons of Pampean region
(Argentina) and Rio Grande do Sul, Brazil (Dyer, 2006), but
has also been successfully stocked in other basins of Brazil,
Argentina and even other South American countries due to
its fishing values. The high quality of pejerrey has also
encouraged its culture in places far from its native distribution
range, such as Japan and Italy (Somoza et al., 2008). p j
y
Wr = (W/Ws).100 The Ws value derived from a standardized equation
represents the weight of a fish exhibiting better than average
for a given species. According to Anderson & Gutreuter (1983),
a Ws value of 100 ± 5 should be considered indicative of an
optimum condition within a physiological and ecological
framework. Baigún & Anderson (1994) defined a standard
regression based on populations inhabiting temperate lakes
and reservoirs of Argentina. However, to estimate Ws values,
we used the equation presented by Colautti et al. (2006)
established for only Pampean pejerrey populations using the
regression-line-percentile technique (Murphy et al., 1990). This equation that predicts weight from standard length is:
log Ws= 5.2669 + 3.1625 log SL Fig. 1. Geographical location of sampled lakes in the Pampean
region of Argentina. by measuring conductivity, dissolved oxygen and lake area
(Table 1). Zooplankton composition at each lake was also
characterized by estimating the abundance of cladocerans
and copepods (macrozooplankton) and determining the
qualitative food items in pejerrey stomachs. Samples were
taken in at least two locations per lake by filtering twenty
liters each in order to determine organisms/l using the methods
described in Paggi & Paggi (1995). To determine if index values were related to fish length,
we tested the significance of the slope regression between all
pooled data. We also estimated mean values and their
respective coefficient of variation by length interval and
pooled lengths for each lake. Length intervals were obtained
from Baigún & Anderson (1994) who defined a stock,
preferred, quality, memorable and trophic length range. Total
length determined by these authors was transformed to
standard length. However, we added a substock group which
was defined as the number of fish between 12 cm and 21 cm
standard length. To determine the trends in variation of each
index as a function of length, we plotted the individual index
data and displayed also the average index values for each
length category by lake. Finally, to assess size distribution
and its potential effect on condition, we also estimated a
proportional reproductive stock index (PRS). The PRS is
defined as the ratio between the number of pejerrey larger
than 21 cm (Ls) and the number of pejerrey equal to or larger
than 12 cm. The PRS is conceptually equivalent to the
proportional stock density index (Anderson, 1980) and is a
suitable indicator of size distribution within a population. Material and Methods In order
to test pejerrey condition for each population and to compare
the results, we applied different indices as summarized below:
a) Fulton’s condition index (K): a) Fulton’s condition index (K): Fulton’s index (Ricker, 1975) is the ratio of the observed
weight (W) at a specific length with respect to a fish whose
length (L) increases following a cubic (isometric) relationship
(Ricker, 1975). The formula for this index is: (
,
)
K = (W/L3).C
where C is a constant, usually 105 when metric units are used. b) Relative condition factor (Kn) Le Cren (1951):
Kn = W/We where C is a constant, usually 105 when metric units are used. (
)
Kn = W/We where (We) is the length specific mean weight predicted by
the population weight-length relationship, i.e., We = a Lb,
where a and b are the regression coefficients. Unlike the Fulton 441 C. R. M. Baigún, D. C. Colautti & F. Grosman Fig. 1. Geographical location of sampled lakes in the Pampean
region of Argentina. index, the Le Cren index considers that weight could increase
in an allometric way if b differs from 3. The Kn index represents
the true population variation around the mean condition value
independent of fish size, allowing comparisons of different
fish from the same sample, independent of length. c) Relative weight (Wr): This index, originally developed by Wege & Anderson
(1978), represents a refinement of Kn and is defined as the
ratio of the weight (W) of a fish to the length specific standard
weight (Ws) predicted by a weight-length regression for the
species, which must be obtained using the regression-line-
percentile (RLP) developed by Murphy et al. (1991). Unlike
the simple regression required by the Le Cren index, RLP
uses data from different populations fitting a curve to the
75th-percentile weights and must meet several requirements
(Murphy et al., 1990; Brown & Murphy, 1996). Such
constraints were considered by Colautti et al. (2006), who
developed a standard regression for pejerrey in Pampean
lakes. In accordance with these authors, we used 12 cm as the
minimum reliable size for pejerrey Wr estimation. p j
y
Wr = (W/Ws).100 Results The study lakes differed in general limnological
characteristics displaying the mosaic of environmental
conditions usually exhibited by Pampean lakes. Also, general
fish abundance and pejerrey composition varied according
to lake (Table 1). In turn, Table 2 exhibits the parameters a
(intercept), b (regression coefficient), r (correlation
coefficient), and N (number of specimens analyzed) of the
length-weight relationships, whereas statistical parameters
of the indices used are shown in Table 3. Mean K index
showed values greater than 1 in almost all lakes, whereas
mean Wr exhibited values smaller than 100 except in only one
lake. A Wr between 95 and 100 has been considered indicative
of good condition in the literature (Wege & Anderson, 1978). In turn Kn values ranged around 1 and, as expected, exhibited
the lowest variation. Also, general limnological characteristics were obtained Assessment of condition in Odontesthes bonariensis: which index works best? 442 Fig. 2. Relationship between standard length and (a) K index,
(b) Kn index and (c) Wr index for pejerrey populations in
Pampean lakes. In a first attempt to determine to what extent condition
indices vary across length, we analyzed the relationship
between the different indices and pejerrey length for the
pooled populations (Fig. 2). Only the K-length regression
showed a significant correlation and slope (r = 0.32; p < 0.0001). However, since K has been the most used index but at the
same time has demonstrated instability due to ignoring
allometric growth, we explored in more detail to what extent
condition values were affected across length in individual
lakes (Fig. 3). In Colon and Igartua lakes, the general condition
of fish was good, where Wr and Kn followed a similar trend
but differed from K. In Puan and Los Chilenos lakes where
both K and Wr increased with length, the K slope was larger
and population values showed a broader range compared to
Wr. For both indices, there was a large contrast between
substock and memorable fish size condition, changing for
instance the K index from 0.9 to 1.84 and Wr index from 74 to
125 in Los Chilenos Lake. In turn, Kn did not show a significant
variation across length. In both lakes, pejerrey populations
were dominant and those individuals larger than 200 mm
showed a piscivorous diet, with condition values being above
the average condition and the highest among sampled
populations. Results In La Salada Lake, Wr and K exhibited the lowest
mean values, which can be related to very low zooplankton
abundance and lack of piscivory. Finally, in Segovia and
Tranier lakes, all indices showed same variation in profiles. The K and Wr indices assumed high mean values suggesting
a good condition across length. Nonetheless, Kn remained
around one, and followed closely the Wr variation due to the
b parameter of the weight-length equations being very similar
to the b of the pejerrey standard weight equation. In both
lakes, pejerrey appeared as the highly dominant species with
zooplankton abundance also being high. Fig. 2. Relationship between standard length and (a) K index,
(b) Kn index and (c) Wr index for pejerrey populations in
Pampean lakes. Discussion Lake
N
a
b
r2
Tranier
196
-5.176
3.136
0.992
Puan
160
-5.971
3.440
0.994
Los Chilenos
162
-6.371
3.604
0.988
La Segovia
117
-5.245
3.147
0.976
La Brava
190
-4.972
3.006
0.986
Igartua
391
-5.066
3.071
0.978
Colon
176
-5.107
3.080
0.988
La Salada
137
-4.788
2.890
0.993 Such constraints are probably a main limitation for pejerrey
population assessment on a regional scale, since lakes
strongly differ in terms of ecological characteristics, thus
influencing fish bionomic features (growth, length, weight). Moreover, its application would not be recommended where
only punctual or occasional surveys are performed. As
proposed by Froese (2006), the Kn index should be used only
within samples, and it could be useful and applicable where
species condition is monitored for long time periods in the
same population. However, it could be indicative of spawning
period and/or decrease in foraging activity (Gomiero & Braga,
2005). Since in Pampean lakes, managers are often interested
in allocating both recreational and commercial activity, Kn
index appears to be of little value to support decisions based
on length or growth comparisons among lakes. Table 3. Statistical parameters of K, Kn and Wr indices in
sampled lakes. SD: standard deviation. Index
Colon Igartua Puan
Los
Chilenos
La
Brava
La
Salada
La
Segovia Tranier
Mean Wr 94.17 97.82 89.04
81.34
80.60 70.64 97.07 107.13
Max Wr 117.45 146.86 123.33 125.40 104.92 82.61 120.39 126.17
Min Wr
69.28 59.88 71.01
48.79
59.69 59.84 66.81
86.98
SD Wr
8.33
7.81
11.84
17.29
7.09 5.601 11.85
8.15
Mean K
1.18
1.24
1.16
1.04
1.10
0.99
1.27
1.37
Max K
1.54
1.85
1.80
1.84
1.43
1.00
1.67
1.65
Min K
0.84
0.77
0.86
0.53
0.87
0.82
0.89
1.01
SD K
0.13
0.11
0.23
0.30
0.10 0.053
0.17
0.13
Mean Kn 1.00
1.00
1.00
1.01
1.00
1.00
1.01
1.00
Max Kn
1.23
1.51
1.26
1.36
1.29
1.10
1.25
1.18
Min Kn
0.73
0.62
0.79
0.67
0.78
0.90
0.69
0.82
SD Kn
0.09
0.08
0.09
0.14
0.08 0.053
0.12
0.08 In turn, Wr application has not been a common practice Fig. 3. Relationship between K, Kn and Wr values and length
intervals for study lakes. average conditions. However, most of these studies obtained
unrealistic condition values since slope of weight-length
relationship was rarely isometric (b = 3). For example, slopes
from weight-length relationships computed from 74 pejerrey
populations in different lakes or time periods presented by
Colautti et al. Discussion In this paper, we tested the ability of different indices to
assess pejerrey condition in Pampean lakes. We compared
the application of such indices during the summer period
when pejerrey populations do not exhibit reproductive
patterns, thus removing the effects of gonad development
on fish weight. Condition indices have been historically used
by biologists as surrogate indicators of changes in physiological characteristics related to bioecological factors. In Pampean lakes by far, the K index has been used as the
main index for assessing pejerrey populations relating
condition with trophic conditions, and spawning periods. Moreover, some previous studies presented K values
associated with their confidence limits across length as
suggested by Freyre (1976) to determine departures from Table 1. Limnological characteristics and pejerrey population features in study lakes. Z: zooplankton; F: fish; I: insects. PRS:
proportional reproductive stock. CPUE: catch per unit effort. Table 1. Limnological characteristics and pejerrey population features in study lakes. Z: zooplankton; F: fish; I: insects. PRS:
proportional reproductive stock. CPUE: catch per unit effort. Lake
Colon
Igartua
La Brava
Segovia
Puan
Los Chilenos
Tranier
La Salada
Area (ha)
36
51
420
89
793
450
57
5500
Conductivity (µS/cm)
5970
1980
963.3
2210
3380
1500
624
6896
Zooplankton (individuals x10-3/100L)
1.38
150
176.44
217.73
42.68
17.6
150.63
12.5
Species richness
9
5
6
3
2
7
2
6
CPUE
24.30
28
43.13
14.52
12.63
4.22
52.60
37
Pejerrey population characteristics
PRS
31.5
48
97
37
50
27
58.4
47
% pejerrey
19.7
99.5
51.93
95
97.7
87.5
99.5
66.5
Food items <200mm
Z I
Z
Z I
Z I
Z
Z
Z
Z
Food items >200mm
F
Z
Z
Z F
F
F
Z
Z C. R. M. Baigún, D. C. Colautti & F. Grosman 443 Table 2. Estimated parameters of the weight-length-
relationships for the studied lakes. N: number of sampled fish;
a: intercept; b: regression coefficient; r: correlation coefficient. populations should have the same slope (b) in the weight-
length relationship (Bolger & Connolly, 1989). However, the
b coefficient changes with season (Lima et al., 2002) and
populations, thus precluding proper analysis. Our results
showed that whereas Wr and K displayed significant condition
changes across length in some study lakes, Kn showed a
small variation range (0.9-1.1). This feature indicates that Kn
exhibits low sensitivity to portray condition differences,
particularly for large-size species. Discussion In the case of pejerrey, Wr
was related to length structure indices (Baigún & Anderson,
1994) and CPUE (Colautti et al., 2006), showing its potential
as a reliable tool for measuring fisheries response to
management regulations. An additional advantage of Wr but
not found in other condition indices is that management
objectives can be recommended based on target values
(Murphy et al., 1991). Yet, Wr would not be free of constraints,
and some authors cautioned about its length dependence
(Murphy et al., 1990; Willis et al., 1991; Cone, 1989, 1990;
Hansen & Nate, 2005). However, Neuman & Murphy (1991) for assessing and comparing pejerrey populations, although
a standardized weight-length relationship was available
(Baigún & Anderson, 1994). Recently, Colautti et al. (2006)
proposed a new relationship based only on Pampean
populations, taking into account main requirements for
properly establishing such equation (Murhy et al., 1990;
Brown & Murphy, 1996). Relative weight can be related to
biological features such as growth, prey availability,
population density, stocking density, P/B ratio, fishing
regulations, hydrological variations, water quality, etc (see
Blackwell et al., 2000 for review). In the case of pejerrey, Wr
was related to length structure indices (Baigún & Anderson,
1994) and CPUE (Colautti et al., 2006), showing its potential
as a reliable tool for measuring fisheries response to
management regulations. An additional advantage of Wr but
not found in other condition indices is that management
objectives can be recommended based on target values
(Murphy et al., 1991). Yet, Wr would not be free of constraints,
and some authors cautioned about its length dependence
(Murphy et al., 1990; Willis et al., 1991; Cone, 1989, 1990;
Hansen & Nate, 2005). However, Neuman & Murphy (1991) We conclude that although condition indices will still be
used as diagnostic and assessment tools for pejerrey
populations due to their simplicity, their application should
be considered with caution taking into account their
advantages and inherent limitations. Fulton’s index should
be disregarded in those cases where populations show
allometric growth and where size range strongly varies, as
seems to be the case for most of the pejerrey populations
reviewed. The Kn index appears to be only appropriate for
regular within population assessment and therefore of more
limited utility, where it is difficult to apply when comparisons
between populations are needed and when they exhibit
different weight-length relationship slopes. Discussion 6. Variability of weight-length regression slopes within
lakes sampled at different years (adapted from Colautti et al.,
2006)
Fig. 4. Distribution of weight-length regression slopes of 74
sampled populations (adapted from Colautti et al., 2006). Fig. 6. Variability of weight-length regression slopes within
lakes sampled at different years (adapted from Colautti et al.,
2006). Fig. 4. Distribution of weight-length regression slopes of 74
sampled populations (adapted from Colautti et al., 2006). Fig. 4. Distribution of weight-length regression slopes of 74
sampled populations (adapted from Colautti et al., 2006). Fig. 6. Variability of weight-length regression slopes within
lakes sampled at different years (adapted from Colautti et al.,
2006). Fig. 5. Distribution of maximum standard length from 74
sampled populations (adapted from Colautti et al., 2006). considered that Wr variation as a function of length can be
attributed to different bioecological characteristics. In our
study, we adopted length interval criteria according to Baigún
& Anderson (1994) guidelines, by assuming that length
intervals should have some fisheries meanings (Murphy et
al., 1990). We propose that zooplankton quantity and quality
are a major factor influencing pejerrey body condition (Colautti
et al., 2003). Unlike other Pampean fish species, pejerrey can
modify its trophic niche, where adult growth depending on
zooplankton structure and fish prey abundance changes from
strictly zooplanktivorous to piscivorous through its lifespan
(Ringuelet et al., 1980; Escalante, 2001). In Puan and Los
Chilenos, for example, pejerrey larger than 200 mm showed a
piscivorous diet and the largest condition as reflected by
both K and Wr indices but not by Kn. In such cases, it was
not unexpected that Wr may be related to length as trophic
niche changes according to growth. This effect should be
reflected by condition changes, and thus we encourage
estimating condition indices by length intervals when
possible. Fig. 5. Distribution of maximum standard length from 74
sampled populations (adapted from Colautti et al., 2006). for assessing and comparing pejerrey populations, although
a standardized weight-length relationship was available
(Baigún & Anderson, 1994). Recently, Colautti et al. (2006)
proposed a new relationship based only on Pampean
populations, taking into account main requirements for
properly establishing such equation (Murhy et al., 1990;
Brown & Murphy, 1996). Relative weight can be related to
biological features such as growth, prey availability,
population density, stocking density, P/B ratio, fishing
regulations, hydrological variations, water quality, etc (see
Blackwell et al., 2000 for review). Discussion (2006) showed that most slope values were not
isometric (b > 3) and above 3 (Fig. 4). In fact, isometric slope
only represented 16% of study cases, demonstrating that a
slope of b = 3 is a common assumption that was mostly not
fulfilled, ranging in our study lakes from 2.89 to 3.60. A major
limitation for K index use is its inability to compare condition
between populations unless similar length intervals are used. Length dependence by this index is easy to demonstrate by
replacing W by its respective length relationship (aLb) in the
index formula. Clearly, if length increment is isometric, K is
defined by only the parameter “a” and therefore becomes
length independent; otherwise, length dependence becomes
positive or negative according to the b = 3 value. We propose
that K is only appropriate for indexing fish of close length
and populations where b = 3, which may be quite uncommon
in Pampean lakes. Using maximum length as proxy for infinite
length (Froese & Binohlan, 2000), it is apparent that growth
strongly varies among populations from 27 to 53 cm (Fig. 5),
probably depending on zooplankton quality and limnological
differences between lakes. Moreover, even within the same
population, the weight-length relationship slope showed a
noticeable variation over years (Fig. 6). Fig. 3. Relationship between K, Kn and Wr values and length
intervals for study lakes. Le Cren’s Kn index relaxes length dependence, but this
index appears suitable for species or body waters where Assessment of condition in Odontesthes bonariensis: which index works best? 444 Fig. 6. Variability of weight-length regression slopes within
lakes sampled at different years (adapted from Colautti et al.,
2006). Fig. 4. Distribution of weight-length regression slopes of 74
sampled populations (adapted from Colautti et al., 2006). considered that Wr variation as a function of length can be
attributed to different bioecological characteristics. In our
study, we adopted length interval criteria according to Baigún
& Anderson (1994) guidelines, by assuming that length
intervals should have some fisheries meanings (Murphy et
al., 1990). We propose that zooplankton quantity and quality
are a major factor influencing pejerrey body condition (Colautti
et al., 2003). Unlike other Pampean fish species, pejerrey can
modify its trophic niche, where adult growth depending on
zooplankton structure and fish prey abundance changes from Fig. 6. Variability of weight-length regression slopes within
lakes sampled at different years (adapted from Colautti et al.,
2006). Fig. Literature Cited Froese, R. & C. Binohlan. 2000. Empirical relationships to estimate
asymptotic length, length at first maturity and length at
maximum yield per recruit in fishes, with a simple method to
evaluate length frequency data. Journal of Fish Biology, 56:
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weight (Wr): interpretative indices for fish populations and
communities. Pp. 27-33. In: Gloss, S. & B. Shupp (Eds.). Practical fisheries management: more with less in the 1980’s. New York Chapter American Fisheries Society, Bethesda, MD. Gomiero, L. M. & F. M. S. Braga. 2005. The condition factor of
fishes from two river basins in São Paulo state, Southeast of
Brazil. Acta Scientiarum, 27: 73-78. Anderson, R. O. & S. J. Gutreuter. 1983. Length, weight and
associated structural indices. Pp. 283-300. In: Nielsen, L. A. &
D. L. Johnson (Eds.). Fisheries Techniques. American Fisheries
Society, Bethesda, MD. Grosman, F. & S. Sergueña. 1996. Parámetros biológicos y sociales
de una pesquería deportiva de pejerrey (Odontesthes
bonariensis). Pp. 133-141. In: Actas VI Jornadas Pampeanas
de Ciencias Naturales, Santa Rosa (La Pampa). Baigún, C. R. M. 1989. Evaluación de recursos pesqueros en aguas
continentales mediante el uso de redes enmalladoras. Clímax, 7:
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for estimation of growth of Largemouth Bass and White
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10: 434-441. Baigún, C. R. M. & R. O. Anderson. 1994. Structural indices for
stock assessment and management recommendations for
pejerrey Odonthestes bonariensis in Argentina. North American
Journal of Fisheries Management, 13: 600-618. Hansen, M. J. & N. A. Nate. 2005. A method for correcting the
relative weight (Wr) index for seasonal patterns in relative
condition (Kn) with length as applied to Walleye in Wisconsin. North American Journal of Fisheries Management, 25: 1256-
1262. Blackwell, B., M. L. Brown & D. W. Willis. 2000. Relative weight
(Wr) status and current use in fisheries assessment and
management. Review in Fisheries Sciences, 88: 1-44. Le Cren, E. D. 1951. The length-weight relationship and seasonal
cycle in gonad weight and condition in the perch Perca fluviatilis. Journal of Animal Ecology, 20: 201-219. Bolger, T. & P. L. Connoly. 1989. The selection of suitable indices
for the measurements and analysis of fish condition. Journal of
Fish Biology, 34: 171-182. Brown, M. L. & M. L. Murphy. 1996. Selection of a minimum
sample size for application of the regression-line-percentile
technique. Literature Cited North American Journal of Fisheries Management,
16: 427-432. Liao, H., H. C. Pierce & D. Whal. 1995. Relative weight (Wr) as a
field assessment tool: relationship with growth, prey biomass
and environmental conditions. Transactions of the American
Fisheries Society, 124: 387-400. Brown, M. L. & M. L. Murphy. 2004. Seasonal dynamics of direct
and indirect condition indices in relation to energy allocation in
largemouth bass Micropterus salmoides (Lacepede). Ecology
of Freshwater Fish, 13: 23-36. Lima Jr., S. E., I. Braz Cardone & R. Goitein. 2002. Determination
of a method for calculation of allometric condition factor of
fish. Acta Scientiarum, 24(2): 397-400. López, H. L., C. R. M. Baigún, J. M. Iwaszkiw, R. L. Delfino &
O. Padin. 2001. La cuenca del Salado: uso y posibilidades de
sus recursos pesqueros. La Plata, Universidad Nacional de la
Plata, 60p. Colautti, D. C., M. Remes Lenicov & G. E. Berasain. 2003. Vulnerabilidad del pejerrey Odontesthes bonariensis a la pesca
deportiva en función de su condición. Biología Acuática, 20: 49-55. Murphy, B. R., M. L. Brown & T. A. Springer. 1990. Evaluation
of the relative weight (Wr) index with new applications to
walleye. North American Journal of Fisheries Management,
10: 85-97. Colautti, D. C., M. Remes Lenicov & G. E. Berasain. 2006. A
standard weight equation to assess the body condition of
pejerrey Odontesthes bonariensis. Biocell, 30: 131-135. Cone, R. S. 1989. The need to reconsider the use of condition
indices in fishery science. Transactions of the American Fisheries
Society, 119: 510-514. Murphy, B. R., D. W. Willis & T. A. Springer.1991. The relative
weight index in fisheries management: status and needs. Fisheries,
16: 30-38. Cone, R. S. 1990. Properties of relative weight and other condition
indices. Transactions of the American Fisheries Society, 119:
1052-1057. Neuman, R. M. & B. R. Murphy. 1991. Evaluation of the relative
weight (Wr) index for assessment of the white crappie and
black crappie populations. North American Journal of Fisheries
Management, 11: 543-555. Dyer, B. S. 2006. Systematic revision of the South American
silversides (Teleostei, Atheriniformes). Biocell, 30: 69-88. Paggi, J. de & J. Paggi. 1995. Determinación de la abundancia y
biomasa zooplanctónica. Pp. 315-323. In: Lopretto, E. E. & G. Tell (Eds.). Ecosistemas de aguas continentales. Metodologías
para su estudio. La Plata, Ediciones Sur. Escalante, A. 2001. Alimentación natural del pejerrey. Pp. 67-75. In: Grosman, F. (Ed.). Discussion The Wr index
should be strongly preferred in regular surveys if the objective
is to perform comparisons between pejerrey populations,
particularly when population structure is not well known, C. R. M. Baigún, D. C. Colautti & F. Grosman 445 Freyre, R. L., C. Togo, J. Zetti & S. Mollo. 1969. Estudios ictiológicos
sobre poblaciones, correlaciones somáticas y correlaciones
biocenóticas en lagunas bonaerenses. Convenio Estudio Rique-
za Ictícola. Trabajos Técnicos Cuarta Etapa (1968-1969). Consejo Federal de Inversiones, Ministerio de Asuntos Agrarios,
La Plata. stocking has been used for population recovery, lakes are
supported strongly by limnological changes, data are limited
to only one or few samplings, and metaphoetesis is suspected
in pejerrey populations. We believe that the Wr index is better
than K since it minimizes the skewness due to length effect
and is preferable to Kn because it portrays the condition not
only at the population level but also from a species perspective. Froese, R. 2006. Cube law, condition factor and weight-length
relationships: history, meta-analysis and recommendations. Journal of Applied Ichthyology, 22: 241-253. Literature Cited Fundamentos biológicos, económicos y
sociales para una correcta gestión del recurso pejerrey. Azul,
Buenos Aires, Editorial Astyanax, 212p. Freyre, R. L. 1976. Normas para la inspección y determinación del
estado actual de ambientes pesqueros pampásicos. Ministerio
de Asuntos Agrarios de la Provincia de Buenos Aires. Ricker, W. E. 1975. Computation and interpretation of biological
statistics of fish populations. Bulletin of Fisheries Research
Board of Canada, 191: 1-382. Assessment of condition in Odontesthes bonariensis: which index works best? 446 Ringuelet, R. A. 1964. Un ejemplo de criterio normativo para la
explotación de un recurso íctico de aguas continentales. La pes-
ca comercial del pejerrey en la laguna de Chascomús (1958). Agro, 6: 61-78. Ringuelet, R. A., R. Iriart & A. H. Escalante. 1980. Alimentación del
pejerrey (Basilichthys bonariensis bonariensis, Atherinidae) en
laguna de Chascomús (Buenos Aires, Argentina). Relaciones
ecológicas de complementación y eficiencia trófica del plancton. Limnobios, 1: 447-600. Somoza, G. M., L. A. Miranda, G. E. Berasain, D. Colautti, M. Remes Lenicov & C. A. Strüssmann. 2008. Historical aspects,
current status, and prospects of pejerrey aquaculture in South
America. Aquaculture Research, 39: 784-793. Sutton, N. S. G., T. P. Bult & R. L. Haedrich. 2000. Relationships
among fat weight, body weight, water weight, and condition
factors in wild Atlantic salmon parr. Transactions of the American
Fisheries Society, 129: 527-538. Wege, G. J. & R. O. Anderson. 1978. Relative weight (Wr): a new
index of condition for largemouth bass. Pp: 79-91. In: Novinger,
G. & J. Dillard. (Eds.). New approaches to the management of
small impoundments. American Fisheries Society, North Cen-
tral Division, Special Publication 5, Bethesda, Maryland, 132p. Willis, D. W., C. S. Guy & B. R. Murphy. 1991. Development and
evaluation of a standard weight (Ws) equation for yellow perch. North American Journal of Fisheries Management, 11: 374-380. Accepted July 2, 2009
Published September 30, 2009 Accepted July 2, 2009
Published September 30, 2009
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Supplementary Figure S3 Supplementary Figure S3 Supplementary Figure S3 Supplementary Figure S3. Time courses of pH (A) and oxygen (B) for 30 samples in presence of enzalutamide continuous
treatment. The plots correspond to the simulation in figure 3B. Supplementary Figure S3. Supplementary Figure S3. Time courses of pH (A) and oxygen (B) for 30 samples in presence of enzalutamide continuous
treatment. The plots correspond to the simulation in figure 3B. Time courses of pH (A) and oxygen (B) for 30 samples in presence of enzalutamide continuous
treatment. The plots correspond to the simulation in figure 3B.
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Percusión corporal a través de la Esku Dantza. Efectos sobre las emociones en estudiantes de grado en Ciencias de la Actividad Física y el Deporte (Body percussion through Esku Dantza. Effects on emotions in students of Physical Activity and Sport Scienc
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2022, Retos, 45, 326-336
© Copyright: Federación Española de Asociaciones de Docentes de Educación Física (FEADEF) ISSN: Edición impresa: 1579-1726. Edición Web: 1988-2041 (https://recyt.fecyt.es/index.php/retos/index)
Percusión corporal a través de la Esku Dantza. Efectos sobre las emociones en estudiantes de
grado en Ciencias de la Actividad Física y el Deporte
Body percussion through Esku Dantza. Effects on emotions in students of Physical Activity
and Sport Sciences
Silvia Garcías de Ves, Alfredo Joven Pérez, Eloísa Lorente-Catalán
Universidad de Lérida (España)
Resumen. La Percusión Corporal es un contenido que se está utilizando en Educación Física (EF) para desarrollar competencias
vinculadas a la Expresión Corporal.Tras observar que existen evidencias científicas de sus posibles beneficios socioemocionales
sobre las personas que la practican, este estudio pretende analizar si una práctica de percusión corporal, concretamente la Esku
Dantza, una danza colectiva que utiliza patrones rítmicos con palmadas para relacionarse con sus compañeros/as, puede
producir cambios en el estado emocional de los/las estudiantes de formación inicial del profesorado de EF. Se administró el
cuestionario POMS a 82 estudiantes universitarios, 28 mujeres (34.1%) y 54 hombres (65.9%) al llegar y finalizar la sesión.
La propuesta siguió un proceso pedagógico progresivo que dio lugar a aumentar los valores de tensión y vigorosidad así como
disminuir los valores depresión, rabia y fatiga. Al finalizar la intervención, los/las estudiantes expresaron palabras como
sentirse enérgicos/as, felices y motivados/as. Estos resultados podrían reafirmar los posibles beneficios de estas prácticas,
promoviendo la actividad física a través de prácticas artísticas, no competitivas; así como generar impacto emocional que,
sumado a un aprendizaje significativo, les haga interiorizar esta práctica y genere la motivación necesaria para implementarla en
sus futuros ámbitos profesionales (educativos, deportivos, terapéuticos, etc) o incluso pueda utilizarse como estrategia para
incorporar la danza entre el género masculino.
Palabras clave. Educación física; formación inicial del profesorado; expresión corporal; estados de ánimo; aprendizaje
cooperativo.
Abstract. Body Percussion is a content that is being used in Physical Education (PE) to develop skills related to Body
Expression. After observing that there is scientific evidence of its possible socioemotional benefits on people who practice it,
this study aims to analyze whether a practice of body percussion, specifically Esku Dantza, a collective dance that uses rhythmic
patterns with clapping to interact with their peers, it can lead to changes in the emotional state of students in initial PE teacher
training.. The POMS questionnaire was administered to 82 university students, 28 women (34.1%) and 54 men (65.9%)
upon arrival to class (Pre) and upon completion (Post).The proposal followed a progressive pedagogical process that resulted
in increasing the values of tension and vigor as well as decreasing the values of depression, anger and fatigue. At the end of
the intervention, the students expressed words such as feeling energetic, happy and motivated. These results could reaffirm
the possible benefits of these practices, promoting physical activity through artistic practices, not competitive; as well as
generating emotional impact that, added to a significant learning, makes them internalize this practice and generates the
necessary motivation to implement it in their future professional fields (educational, sports, therapeutic, ...) or can even be
used as a strategy to incorporate dance between the male gender.
Keywords. Physical education; initial teacher training; body expression; states of mood; cooperative learning.
Introducción
El constante cambio de la sociedad actual sugiere
una continua y reflexiva adecuacion del sistema educativo. Las demandas de aprendizaje emergentes requieren formar personas activas con autoconfianza, curiosas, emprendedoras e innovadoras, deseosas de participar en la sociedad a la que pertenecen, de crear valor
individual y colectivo, capaces de asumir como propio
Fecha recepción: 01-10-21. Fecha de aceptación: 11-03-22
Silvia Garcías de Ves
sgarcias@inefc.es
- 326 -
el valor del equilibrio entre el esfuerzo y la recompensa. Una enseñanza diferente para poder satisfacer a unos
alumnos y alumnas que han ido cambiando con la sociedad (LOMCE, 2013). La calidad educativa debe promover el desarrollo de todos los dominios de aprendizaje (físicos, de estilo de vida, afectivos, sociales y
cognitivos), y al mismo tiempo debe presentar oportunidades para que el alumnado desarrolle habilidades
esenciales, como el liderazgo, la comunicación y el trabajo en equipo (UNESCO, 2015).
En este estudio nos centramos en la formación inicial de los futuros profesores y profesoras de EF. La EF
es una materia obligatoria en la educación obligatoria
Retos, número 45, 2022 (3º trimestre)
cuya calidad vendrá determinada, en parte, por el desarrollo de la motricidad a través de metodologías activas, dinámicas y reflexivas, dando mucha importancia
al aprendizaje continuo (Cañabate, Tesouro, Puigggali,
& Zagalaz, 2019). Algunos autores se enfocan en modelos pedagógicos consolidados como el aprendizaje cooperativo (Palomares-Montero & Chisvert-Tarazona,
2016; Sánchez-Molina, González-Martí, & HernándezMartínez, 2021;Velázquez, Fraile & López-Pastor, 2014).
Por otro lado, los contenidos donde la educación
emocional, la igualdad y la perspetiva de género se han
integrado en las recomendaciones de la LOMLOE (Ley
Organica 3/2020, de 29 de diciembre, por la que se
modifica la Ley Organica 2/2006, de 3 de mayo, de
Educacion). Esta nueva ley manifiesta utilizar la EF y el
deporte para favorecer el desarrollo personal y social,
afianzar los habitos de actividades fisico-deportivas para
favorecer el bienestar fisico y mental, asi como medio
de desarrollo personal y social.
Cuevas (2019) menciona la necesidad de crear propuestas didácticas para las clases de EF que faciliten experiencias positivas del alumnado. Para ello se plantea
cinco elementos con los cuales se puede jugar para estructurar el proceso de enseñanza – aprendizaje: el espacio, el tiempo, el material, el alumnado y el/la docente, siendo este último el más relevante para conseguir una EF de calidad.
El papel activo del alumnado para la construcción
del aprendizaje y el tipo de animación que promueve
el/la docente condiciona la motivación del alumnado.
Cañabate et al. (2019) afirman que uno de los factores
más influyentes en el proceso de enseñanza-aprendizaje
para garantizar el éxito en la EF es la actitud y la motivación del profesorado. Aunque son escasos los estudios
específicos que tengan como objetivo de investigación
las actitudes hacia la Expresión Corporal (EC) (Arias,
Fernández, & San Emeterio, 2020), alguno de estos estudios muestran cómo los estudiantes ven influenciada
su actitud frente a la EC dependiendo de la actitud del
docente, existiendo diferencias dependiendo del género (Arias, Fernández, & Valdés, 2021). También defienden la necesidad, por ejemplo en el caso de la danza, de
que «el educador reconozca que este contenido permite un trabajo para la educacion del cuerpo y del movimiento, permite el desarrollo de la creatividad, la
relacion entre compañeros, el conocimiento de uno mismo, el conocimiento de otras culturas y el desarrollo de
la capacidad expresiva del alumnado» (García, Pérez, &
Calvo, 2015, p.36).
Actualmente, las emociones han cobrado relevancia
Retos, número 45, 2022 (3º trimestre)
en educación (Duran, Lavega, Planas, Muñoz, & Pubill,
2014; Lavega-Burgués, March-Llanes, & Moya-Higueras, 2018; Torrents, Mateu, Planas, & Dinusova, 2011).
Por ello, se cree necesario seguir investigando sobre las
emociones que genera la EC (Armada, 2017; Górritz,
Garcías, & Mateu, 2020; Rovira, López-Ros, Lagardera,
Lavega, & March, 2014; Ruano, 2004) ya que, sabiendo
que la EC y la danza son herramientas que permiten
conocer y revelar el mundo interno, sensaciones, emociones o ideas del propio alumnado (Gómez-Carmona,
Redondo-Garrido, Bastida-Castillo, Mancha-Triguero,
& Gamonales-Puerto, 2019; Ugena, 2014), el profesorado de EF sigue implementando la EC en sus clases en
menor medida que el resto de bloques de contenido
(actividad física saludable, deportes, actividad física y
tiempo de ocio). Se sigue destacando la falta de formación específica en EC y los miedos o vergüenzas que
sienten los/las docentes para aplicarla en clase, siendo
aún el género masculino quien se muestra como el más
afectado frente a este tipo de prácticas artísticas (Conesa
& Angosto, 2017; Lafuente & Hortigüela, 2021). Por
esta razón, se cree necesario un cambio en la raíz, en la
formación inicial y contínua del profesorado (Abilleira
& Fernández, 2017).
Por otro lado, la Percusión Corporal (PC) comienza
a estar presente en las clases de EF como contenido que
permite desarrollar competencias relacionadas con la
EC, el sentido del ritmo y la coordinación, entre otras
capacidades y cualidades motrices (Garcías, 2021a, 2021b,
2021c; Garcías, Joven, Lorente-Catalán, & Planas, 2020).
Contenido que suele aparecer explícito en las guías docentes de las materia de EC y Danza, en los Grados de
Ciencias de la Actividad Física y Deporte (CCAFyD)
(Gil, 2016). Además, existen evidencias científicas sobre los beneficios de la utilización de la PC en diferentes niveles del ser como por ejemplo a nivel social donde la PC puede utilizarse como medio para unir y crear
lazos a través del trabajo cooperativo e inclusivo (Romero-Naranjo, 2020).
La Esku Dantza es una danza tradicional vasca realizada con patrones rítmicos de PC (Di Russo & RomeroNaranjo, 2021; García et al., 2018; Romero-Naranjo,
2013). En las danzas vascas aparecen formaciones que
son las figuras geométricas que los dantzaris proyectan
con sus cuerpos en el espacio y podría utilizarse de manera interdisciplinar al trabajar competencias de otras
áreas e incluso fomentar el dominio de la orientación
espacial (Mateu, 2010). También se observan los «juegos», principalmente de manos, que hacen los dantzaris.
Por último, se aprecian desplazamientos y giros como
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conjunto de pasos o unidades coreográficas realizadas
con el tren inferior, principalmente pies. La danza vasca
se considera verdaderamente gimnástica (Araolaza,
2020). Por tanto, dependiendo de la forma de trabajar
la EC mediante la Esku Dantza, no sólo se trabajan las
cualidades y capacidades motrices anteriormente citadas, sino también las habilidades motrices básicas (desplazamientos, saltos, giros…) y dependiendo de la forma de trabajarlo, el nivel de condición física del
alumnado (con su correspondiente trabajo de las capacidades físicas), sus habilidades sociales y sus respectivos
beneficios de salud y rendimiento académico y cognitivo
ampliamente demostrados.
Elaborar situaciones didácticas óptimas requiere
dominar el contenido y saber estructurar los objetivos,
planificar las secuencias didácticas motrices, utilizar los
errores como herramienta de conocimiento, realizar
una adecuada progresión de los aprendizajes motrices,
ajustar la actividad al nivel y a las posibilidades motrices
del alumnado, tener en cuenta la heterogeneidad del
grupo-clase, desarrollar la cooperación y la ayuda mutua entre estudiantes, estimular el autoaprendizaje,
motivar la práctica de actividad física saludable, fomentar el debate, etc (Contreras, 2019). Aspectos a tener
en cuenta para la propuesta pedagógica que se va a
implementar para esta investigación.
está compuesto de 29 ítems valorados con una escala de
Likert de 0 a 4 donde 0 es nada, 1 es un poco, 2 corresponde a moderadamente, 3 es bastante y 4, mucho.También se les pidió expresar en una sola palabra cómo se
sentían al terminar la sesión.
Procedimiento y análisis de datos
Desarrollo de la implementación
La sesión específica de PC tuvo una duración de 75
minutos y se dividió en cuatro partes: la administración
voluntaria y anónima del cuestionario POMSPre como
evaluación inicial de su estado de ánimo; parte A (primera propuesta para entrar en calor con patrones rítmicos a desarrollar en cánon), Parte B (Progresión de
la Esku Dantza) y parte final (cierre de la sesión con
administración del cuestionario POMSPost).
Parte inicial o de bienvenida (POMSPre)
El cuestionario POMSPre se administró al llegar a
clase.
Parte A de calentamiento
En círculo. La docente propone un patrón rítmico
cantando «Si lo sabes cantar, lo sabes tocar». El resto de
practicantes replica sólo con la voz, en loop, hasta integrar (Figura 1).
Objetivo
Este estudio pretende conocer los cambios que produce la Esku Dantza en el estado de ánimo de un grupo
de estudiantes en la formación inicial del profesorado
de EF.
Metodología
Contexto y Participantes
Se trata de una muestra intencionada por conveniencia ya que todos/as los/las participantes cursaban la
materia de EC y Danza en el Grado en CCAFyD del
INEFC de Lleida (curso 2020 – 2021). Como muestra
final participaron un total de 82 estudiantes, de los cuales 28 son mujeres (34.1%) y 54 son hombres (65.9%)
y tienen un rango de edad de 19 a 35 años.
Figura 1. Patrón Rítmico cantado.
La docente pregunta cómo se podrían ejecutar los
sonidos de Tum y los sonidos de Pa con PC (golpeos
sobre el cuerpo). De este modo, ellos/as proponen y
ejecutan motrizmente en modo loop hasta integrar.
Ejemplo:Tum con un golpe de pie en el suelo (Stomp) y
Pa con un golpe de palmada (Figura 2).
Figura 2. Patrón Rítmico motriz y con acompañamiento vocal.
Instrumento de medida
Se utilizó el Cuestionario Profile of Moods States
Scale (POMS), una versión reducida adaptada y validada al español de Balaguer et al. (1993) que se administró al inicio y al finalizar la clase. El cuestionario POMS
- 328 -
Una vez se ha integrado el patrón rítmico
motrizmente, se organizan, aleatoriamente, en 4
subgrupos donde hacen exposición 1 a 1. Expone el
Subgrupo 1, seguido del Subgrupo 2, seguido del
Retos, número 45, 2022 (3º trimestre)
Subgrupo 3, seguido del Subgrupo 4 y finalmente TODOS juntos (Figura 3).
Figura 6. Organización por subgrupos para el cánon 3.
Figura 3. Pasación por Subgrupos del Patrón Rítmico motriz y con acompañamiento vocal.
La pasación es un procedimiento coreográfico que
podría entenderse como un relevo, es decir, el Subgrupo
1 expone su frase musical, ejecutada motrizmente y
acompañada de la voz, y cuando termina, el siguiente
subgrupo interviene sin perder el tempo (pulsación).
También se propone un cánon, es decir, cada Subgrupo
repetirá 4 veces la secuencia y parará. Cada subgrupo
comienza 2 pulsaciones más tarde que el grupo anterior. Para facilitar la reproducción motriz del patrón
rítmico sin interferencias se hace en pequeños círculos
con la finalidad de poder escucharse entre ellos/as mismos/as (Figura 4).
Figura 4. Organización por subgrupos para el cánon 1.
Cuando entienden qué hacer vuelven a la posición
de círculo grupal y se diferencian los Subgrupos para su
entrada e intervención en cánon. Observación para el/
la docente que guía la actividad: las dos últimas palmadas son las que te sitúan en el cánon y nos facilita reconocer si algún subgrupo no está situado y retomar la
actividad si fuera necesario (Figura 5).
patrón rítmico generado con los sonidos corporales que
crean los diferentes golpeos propuestos sobre el cuerpo, PC.
Parte B o principal: Esku Dantza
La docente expone el patrón rítmico cantando y al
mismo tiempo ejecuta los movimientos a modo de progresión y de manera individual, de más sencillo a más
complejo. A medida que la docente siente que el estudiantado ha integrado el patrón rítmico de la propuesta
va cambiando la forma (el lugar espacial) en el que se
ejecuta la palmada. Para aquellos/as que no conozcan el
patrón rítmico motriz de la Esku Dantza se detalla seguidamente: Se choca la mano derecha con un/a compañero/a, palmada, se choca la mano izquierda con el/
la compañero/a, palmada, palmada por debajo de la pierna derecha alzada, palmada, palmada por debajo de la
pierna izquierda alzada, palmada, palmada por detrás
del tronco, es decir, parte posterior del cuerpo, palmada y pausa con las manos juntas, como un rezo, contactan
con las manos del compañero/a que tenemos delante.
Observación: Se trata de una variante que pone el acento en
la primera pulsación y por ello comienza con el choque de
manos (palmada) con el/la compañero/a ya que la danza original se inicia con el silencio y los dos choques de manos seguidos.
En círculo. Se ejecuta el patrón rítmico sin contacto
físico, después en parejas, se añade medio giro para cambiar de pareja, se hace un giro completo sobre sí mismo/a manteniendo el/la mismo/a compañero/a o cambiando de pareja (Figura 7). Estos cambios motrices se
proponen ejecutar en la cuarta repetición.
Figura 5. Organización por subgrupos para el cánon 2.
Observación: De manera espontánea propusieron
entremezclarse de tal modo que se hicieron subgrupos
con representantes de cada uno de los grupos. Esta opción para realizar el cánon 3, es algo más compleja ya
que no disponen de la fuerza sonora de sus compañeros/as para seguir con su propuesta rítmica (Figura 6).
Todas las propuestas de cánon anteriores pueden ejecutarse sin el acompañamiento vocal y escuchando el
Retos, número 45, 2022 (3º trimestre)
Figura 7. Representación de la Esku Dantza en parejas y en círculo.
En dos hileras. Se explica cómo tradicional y
culturalmente, esta danza se bailaba en un lado los hombres y en el otro lado las mujeres. En clase será indiferente pero para conocer su origen y trayectoria se explica la historia-procedencia de esta danza (figura 9).
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Figura 8. Organización de grupo en hileras sin desplazamiento.
Figura 9. Organización de grupo en hileras con desplazamiento. Posición inicial.
Figura 10. Organización de grupo en hileras con desplazamiento. Posición Final.
En hileras con desplazamiento. En la 4ª repetición se
desplazan a la derecha. Tener en cuenta que si ambas
filas se mueven al mismo tiempo el/la compañero/a
siguiente no será el consecutivo sino que habrá que saltar a una persona. Ejemplo: Si el 1 va con 4 (centrados)
y ambos se desplazan hacia la derecha, en la siguiente
repetición el 1 irá con el 2. También tener en cuenta
que los extremos que van a desplazarse a la derecha, si
no tienen más compañeros/as, deberán pasar a la fila de
delante (Figura 9 y 10).
En círculos concéntricos. En la 4ª repetición se mueven a la derecha sólo el círculo de fuera (Ver Figura 11).
Una vez se ha integrado se pone la música de la Esku
Dantza modificada. La música original de la Esku Dantza
se caracteriza por acelerarse, de tal modo que la parte
final es tan rápida que dificulta la ejecución. Por este
motivo se recomienda parar la música cuando haya un
cambio o bien se edite. En este caso fue editada en loop
a 63 ppm, a 74 ppm, y a 85 ppm (pulsaciones por minuto).
Figura 11. Organización de grupo en círculos concéntricos con desplazamiento (sólo el círculo
de fuera).
Figura 12. Organización de grupo en círculos concéntricos con desplazamiento (sólo el círculo
de dentro).
Figura 13. Organización de grupo en círculos concéntricos con desplazamiento ambos círculos a
la derecha al mismo tiempo.
Variantes: En la 4ª repetición se mueven a la derecha sólo el círculo de dentro (Figura 12); en la 4ª repetición se mueven todos hacia la derecha. Recordar saltar a un/a compañero/a (Figura 13); solo se desplazan
los del círculo de fuera pero en cada repetición se mueven hacia la derecha y en la 4ª repetición cambian con el
círculo de dentro (Figura 14).
Observación: Las preguntas de reflexión se proponen en cada una de las propuestas. Se escuchan las vivencias, las emociones y se reflexiona sobre lo sucedido
Parte final o de cierre y reflexión (POMSPost)
Para terminar la sesión se pasó nuevamente el cuestionario POMSPost (participación voluntaria y anónima y
que no repercute sobre su evaluación).
Análisis de datos
Los 29 ítems del cuestionario POMS se aglomeran
conformando cinco estados emocionales: la Tensión–
Ansiedad (Factor T) que se atribuye a sentirse intranquilo/a, inquieto/a, agitado/a, nervioso/a, tenso/a y
relajado/a (ítems 1, 8, 11, 18, 21 y 28); la Depresión–
Abatimiento (Factor D) como sentirse desamparado/
a, deprimido/a, desdichado/a, triste e infeliz (ítems 3,
6, 13, 23 y 26); la Rabia-Hostilidad (Factor A) como
sentirse furioso/a, molesto/a, luchador/a, irritable,
amargado/a, enfadado/a, enojado/a y de mal genio
(ítems 4, 9, 12, 14, 16, 19, 24 y 29); la Fatiga-Inmovilidad (Factor F) se atribuye a las palabras sin fuerzas, agotado/a, cansado/a, exhausto/a y fatigado/a (ítems 5,
10, 15, 20 y 25); y el Vigor-Actividad (Factor V) que
corresponde a sentirse enérgico/a, lleno/a de energía,
animado/a, vigoroso/a y activo/a (ítems 2, 7, 17, 22 y
27).
La combinación de los resultados anteriores da lugar al estado de ánimo general donde el valor de la
Tensión (T) + el valor de la Depresión (D) + el valor
de la Rabia (R) + el valor de la Fatiga (F), se resta al
valor obtenido en vigor (V) y al resultado, se le suma
100.
PGEA= ((T +D + R + F) – V) + 100
Para su análisis se utilizó el programa Excel (16.49),
calculado las medias (M) y desviaciones estándar (SD)
de cada uno de los factores (F, V, D, T y A). La palabra
que resumía la experiencia se categorizó señalando aquellas que se repiteron más veces.
Resultados
Figura 14. Organización de grupo en círculos concéntricos con desplazamiento el círculo de
fuera y en la 4ª repetición cambian con el círculo de dentro.
- 330 -
En este estudió se analizó el cuestionario POMS de
Retos, número 45, 2022 (3º trimestre)
manera generalizada y por géneros. De manera generalizada se observa como la fatiga disminuye pasando de
una MPre de 8.12 a una MPost de 6.82. Destacar que las
respuestas presentan más disparidad al llegar a clase y
con la vivencia práctica se reduce la desviación estándar
en relación a los ítem que hacen referencia a la tensión,
depresión y la rabia. Sin embargo, en los ítems vinculados con la fatiga se mantiene y el de vigor aumenta.
(Ver Tabla 1).
de un esfuerzo físico y se repiten 17 veces. En esta
categorgía aparecen también otras palabras como muerto/a, fatigado/a y reventado/a sumando un total de 21.
Finalmente, la categoría otras se atribuye a aquellas que
no encajan en las anteriores como por ejemplo, rítmico/a, bailarín/a, flow, concentrado/a y coordinado/a.
Seguidamente se muestran los resultados de los factores analizados por separado y según el género.
La puntuación Total(Pre) del estado de la Tensión – Ansiedad (Factor T) sumó 425,
Tabla 1
laTotal(Post) 446, laTmujPre
Comparativa de los resultados obtenidos en este estudio con los estudios de Muñoz et al. (2017) y Mateu et al. (2021).
Estudio Actual
Estudio 1 Merce et al. (2021)
Estudio 2 Merce et al. (2021) Estudio Muñoz et al. (2017)
170, la TmujPost 176, la
Pre
Post
Pre
Post
Pre
Post
Psicomotores Cooperativos
M(SD)
M(SD)
M(SD)
M(SD)
M(SD)
M(SD)
M(SD)
M(SD)
ThomPre 255 y la ThomPost
Tensión (T)
5.18 (4.12)
5.44 (3.95)
9.25 (4.39)
5.40 (3.46)
9.87 (3.77)
5.42 (3.17)
6.60 (.249) 6.66 (.227)
Depresión (D)
1.98 (2.81)
1.12 (2.12)
1.50 (2.28)
1.12 (2.61)
.97 (1.61)
.78 (1.89)
.95 (.100)
.89 (.175)
270.
Rabia (R)
4.49 (5.07)
3.32 (3.32)
5.04 (3.70)
4.11 (3.90)
4.15 (2.66)
3.82 (3.25)
3.23 (.210) 3.63 (.252)
Fatiga (F)
8.12 (4.83)
6.82 (4.88)
2.91 (3.31)
5.06 (4.73)
2.88 (3.15)
4.56 (4.37)
3.46 (.237) 3.43 (.208)
Se observa como los
Vigor (V)
13.10 (4.08)
13.63 (4.37)
14.40 (4.10)
13.39 (4.91) 14.41 (3.98) 12.60 (5.24)
Estado de ánimo (PGEA) 126.70 (13.48) 127.73 (103.47) 104.29 (11.23) 102.29 (11.05) 103.47 (8.34) 101.97 (9.59) 105.92 (.571) 105.70 (.663)
valores de T de las muM=Media; SD=Desviación Estandar
jeres están por encima
que los valores obteniTabla 2
Comparativa de los resultados obtenidos en este estudio con los estudios de Muñoz et al. (2017), según el género.
dos por los hombres
Estudio Actual
Muñoz et al. (2017)
Estudio Actual
Muñoz et al. (2017)
Mujeres
Hombres
aunque para ambos gruPre
Post
Comp
Sin Comp
Pre
Post
Comp
Sin Comp
M
M
M
M
M
M
M
M
pos de población auTensión (T)
6.07
6.28
6.77
6.27
4.72
5.00
7.35
6.60
Depresión (D)
1.89
.96
.59
.58
2.01
1.20
1.53
1.43
mentan al finalizar la
Rabia (R)
4.42
3.57
2.48
2.53
4.48
3.18
4.38
3.79
Fatiga (F)
7.53
5.92
3.14
3.67
8.42
7.27
4.40
4.27
sesión.
Vigor (V)
7.50
12.14
6.62
10.46
Estado de ánimo (PGEA)
127.42
128.89
103.48
104.73
126.31
127.12 107.73
107.44
La
puntuación
M=Media; Com=Competición; Sin Comp=Sin competición
Total(Pre) del estado de la
Depresión-Abatimiento
Los valores de tensión y vigorosidad en las mujeres (Factor D) sumó 162, laTotal(Post) 92, la DmujPre 53, la DmujPost
son los que aumentan una vez finalizada la clase aunque 27, la DhomPre 109 y la DhomPost 65.
esta última en mayor medida, hasta 4 puntos. Mientras
Los valores medios de depresión-abatimiento están
que los demás disminuyen, siendo la fatiga el más alto muy próximos entre ambos grupos aunque en este fac(Tabla 2).
tor los valores obtenidos por los hombres son algo más
Al finalizar la sesión expresaron en una palabra cómo
se sentían y se han podido agrupar en tres categorías
Estados de la Depresión
3,00
(inspiradas en Hawkins, 2014): emociones de vibración
2,02
1,98
1,89
2,00
1,20
1,12
0,96
elevada, emociones de baja vibración y otras. La cate1,00
0,00
goría de emociones de vibración elevada se identifican
Total (Pre)
Mujeres (Pre)
Hombres (Pre)
Total (Post)
Mujeres (Post)
Hombres (Post)
con las palabras de sentirse feliz, enérgico/a, motivaFigura 16. Resultados del estado de la Depresión-Abatimiento (Factor D) de manera global y
do/a, activo/a que se han repetido 35 veces. Otras exsegún el género analizados antes (Pre) y después de la sesión (Post).
presiones que se incluyen en esta categoría aunque no
Estados de la Rabia
se han repetido tanto son: alegre, risueño, contento y
6,00
4,49
4,49
4,43
3,57
3,32
4,00
3,19
divertido. Esta categoría alcanza 42 palabras en total.
2,00
Las emociones de baja vibración se atribuyen a las ex0,00
Total (Pre)
Mujeres (Pre)
Hombres (Pre)
Total (Post)
Mujeres (Post)
Hombres (Post)
presiones: cansado/a, agotado/a y exhausto/a que poFigura
17.
Resultados
del
estado
de
la
Rabia-Hostilidad
(Factor
A)
de
manera
global
y según el
drían agruparse en la sensación que han tenido después
género analizados antes (Pre) y después de la sesión (Post).
Estados de la Fatiga
Estados de la Tensión
10,00
10,00
5,18
5,00
6,07
4,72
5,44
Hombres (Pre)
Total (Post)
6,29
5,00
8,12
7,54
8,43
6,82
5,93
7,28
5,00
0,00
0,00
Total (Pre)
Mujeres (Pre)
Mujeres (Post)
Hombres (Post)
Figura 15. Resultados del estado de la Tensión – Ansiedad (Factor T) de manera global y según el
género analizados antes (Pre) y después de la sesión (Post).
Retos, número 45, 2022 (3º trimestre)
Total (Pre)
Mujeres (Pre)
Hombres (Pre)
Total (Post)
Mujeres (Post)
Hombres (Post)
Figura 18. Resultados del estado de la Fatiga-Inmovilidad (Factor F) de manera global y según el
género analizados antes (Pre) y después de la sesión (Post).
- 331 -
Estados de la Vigor
15,00
11,04
10,00
7,50
6,93
12,14
10,46
6,63
5,00
0,00
Total (Pre)
Mujeres (Pre)
Hombres (Pre)
Total (Post)
Mujeres (Post)
Hombres (Post)
Figura 19. Resultados del estado de la Vigor-Actividad (Factor V) de manera global y según el
género analizados antes (Pre) y después de la sesión (Post).
Perfil General de Estado de Ánimo (PGEA)
130,00
128,89
128,00
126,70
127,73
127,43
127,13
126,31
126,00
124,00
Total (Pre)
Mujeres (Pre)
Hombres (Pre)
Total (Post)
Mujeres (Post)
Hombres (Post)
Figura 20. Perfil General de Estado de Ánimo (PGEA) de manera global y según el género
analizados antes (Pre) y después de la sesión (Post).
altos que en las mujeres. Aún así ambas poblaciones disminuyen su valor una vez transcurrida la clase (figura
16).
La puntuaciónTotal(Pre) del estado de la Rabia-Hostilidad
(Factor A) sumó 368, la Total(Post) 272, la AmujPre 124, la
AmujPost 100, la AhomPre 244 y la AhomPost 172 (figura 17).
Los valores obtenidos entre género son similares y
disminuyen del Pre al Post. La pequeña diferencia que
podría observarse es que la disminución del Pre al Post
es algo más acentuada entre los hombres.
La puntuación Total(Pre) del estado de la Fatiga-Inmovilidad (Factor F) sumó 666, la Total(Post) 559, la FmujPre 211, la
FmujPost 166, la FhomPre 455 y la FhomPost 393 (figura 18).
En este Factor, las mujeres obtienen valores más
bajos que los hombres y disminuye la fatiga al terminar
la sesión aunque en mayor medida entre las mujeres.
La puntuaciónTotal(Pre) del estado deVigor-Actividad (Factor
V) sumó 568, laTotal(Post) 905, laVmujPre 210, laVmujPost 340,
la VhomPre 358 y la VhomPost 565 (figura 19).
Los valores de Vigorosidad son más altos por parte
de las mujeres. Se observa un gran cambio entre el
comienzo y el cierre de la sesión, aumentando hasta 4
puntos los hombres y 5 las mujeres.
Se obtuvieron los siguientes resultados del Perfil General de Estado de Ánimo (PGEA) PGEATotalPre 10389,
PGEATotalPost 10474, la PGEAmujPre 3568, la PGEAmujPost
3609, la PGEAhomPre 6821 y la PGEAhomPost 6865 (figura
20).
El valor medio PGEA en las mujeres está por encima que el de los hombres. En ambas poblaciones el
valor medio PGEA es más alto al finalizar la sesión.
Al finalizar la sesión algunos expresaron palabras
como sentirse enérgicos/as, felices y motivados/as.
Discusión
Como se ha comentado en la introducción del estu- 332 -
dio, uno de los modelos pedagógicos más estudiados e
implementados en el área de EF, es el aprendizaje cooperativo donde el alumnado trabaja conjuntamente,
en pequeños grupos heterogéneos, y que aprenden con
y de sus compañeros/as mediante un planteamiento de
enseñanza-aprendizaje que fomenta la interacción e interdependencia positivas, permitiendo al docente y a
los estudiantes actuar como co-aprendices (SánchezMolina et al., 2021, p.735). Esta actividad rítmica que
replica patrones rítmicos a través de la PC es indudablemente una actividad cooperativa donde todo el grupo reproduce sonidos conjuntamente y no puede darse,
es decir, no pueden seguir jugando si se rompe el tempo
propuesto inicialmente. Puede verse una similitud entre la propuesta didáctica de este estudio y las propuestas del método BAPNE como práctica rítmica de PC
que tiene evidencias para desarrollar las habilidades socio-afectivas (Fabra-Brell & Romero-Naranjo, 2017;
Jiménez-Molina, Vicedo-Cantó, Sayago-Martínez, &
Romero-Naranjo, 2017; Moral-Bofill, Romero-Naranjo, Albiar-Aliaga, & Cid-Lamas, 2015; Sayago, Salerno,
Di, & Arnau, 2021).
Para interpretar los resultados obtenidos respecto a
las emociones que emergen en esta sesión, se procede a
comparar con los estudios de Muñoz, Lavega, Serna,
Sáez, & March (2017) y los estudios 1 y 2 de Mateu,
Garcías, Spadafora, Andrés, & Febrer (2021) ya que
ambas investigaciones se realizaron con una muestra
similar, estudiantes en la formación inicial del profesorado de EF, y utilizaron el mismo intrumento (cuestionario POMS) (Tabla 1 y Tabla 2). Los valores del factor Tensión-Ansiedad que se obtienen al inicio y al finalizar la sesión son muy similares. Sin embargo, en Mateu
et al. (2021), los valores previos son mucho más altos
que los de este estudio en 4 puntos por encima (9.87).
Esta diferencia puede deberse a que el estudio de Mateu
et al. (2021) está sometido bajo la presión de una evaluación. Los valores del factor Depresión-Abatimiento
de este estudio se muestran algo por encima que en el
estudio 1 y similares al del estudio 2 de Mateu et al.
(2021). Los valores del factor R obtenidos en este estudio son más bajos que el Estudio 1 pero más altos que el
Estudio 2 (Mateu et al., 2021). Esta disminución de Rabia
se debe al acondicionamiento que se dio entre el Estudio 1 y el Estudio 2. Cosa que en esta investigación se
analiza de manera puntual, corte transversal, y no puede verse si existe un cambio en estos valores de hostilidad. Los valores de Vigorosidad son similares al estudio
2 de Mateu et al.(2021) y las palabras de feliz, enérgico/a, activo/a y motivado/a reafirman estas respuesRetos, número 45, 2022 (3º trimestre)
tas. Los valores del factor F y PGEA son los más elevados. La repetición de las palabras cansado/a, exhausto/
a y agotado/a reforzarían los datos registrados respecto
a la fatiga.
La Esku Dantza es una propuesta no competitiva y
coincide con los valores facilitados por el estudio de
Muñoz et al. (2017) aunque diferenciando los géneros
podemos observar que esta práctica artística genera un
PGEA mayor que los registrados tanto en competición
como no competitivos, consiguiendo unos 20 puntos por
encima en hombres y hasta 23 más en mujeres. Estos
aspectos son clave para favorecer programas de coeducación que aseguren el bienestar afectivo tanto en el
género masculino como en el femenino (Muñoz et al.,
2017).
Los valores del factor T de las mujeres se asemejan
a los valores del factor T sin competición, mientras que
los hombres obtienen valores hasta 3 puntos por debajo
del estudio de Muñoz et al. (2017). Los valores del factor D en mujeres son más altos que en el estudio de
Muñoz et al. (2017) pero en los hombres el valor previo es más elevado que el estudio de Muñoz et al. (2017)
e incluso que las mujeres mientras que el Post es más
bajo. La fatiga es mucho más elevada en este estudio y
la vigorosidad no puede compararse porque Muñoz et
al. (2017) analizaron únicamente los estados de ánimo
que denomina negativos.
Según Bores-García, Hortigüela-Alcalá, HernandoGarijo, & González-Calvo (2020), el profesorado de EF
tiene varios conflictos para implementar la EC en sus
clases. Siguen sin proponer retos colectivos, sus propuestas no generan satisfacción entre el estudiantado,
las propuestas no siguen un criterio lógico de progresión y, por tanto, repercute en el aprendizaje asociado a
este contenido. Sin embargo, la propuesta pedagógica
que se ha llevado a cabo a través de la Esku Dantza, para
desarrollar la percepción y ejecución del ritmo con PC,
responde a estas limitaciones considerando que es un
reto colectivo planteado con una progresión cognitiva y
motriz desde la comprensión y el movimiento global
corporal en el espacio y el tiempo y, posiblemente lo
más importante, que ha generado una experiencia positiva ya que, después de la intervención, mostraron un
aumento respecto a sentirse enérgico/a, lleno/a de
energía, animado/a, vigoroso/a y activo/a; y, al mismo
tiempo, una disminución respecto a sentirse furioso/a,
molesto/a, luchador/a, irritable, amargado/a, enfadado/a, enojado/a, de mal genio, desamparado/a, deprimido/a, desdichado/a, triste e infeliz.
La percepción de las sensaciones, emociones, actituRetos, número 45, 2022 (3º trimestre)
des, retos, cogniciones y límites, propios y de sus compañeros/as, se estimulan con estas prácticas de forma
que se produce una respuesta motriz y les hace más
respetuosos con los demás (Valverde-Esteve, 2020). Así
como también genera experiencias positivas vinculadas
con la danza ya que la experiencia previa con la misma
condiciona al maestro/a y/o profesor/a para afrontar
este contenido e implementarlo en clase (Lafuente,
2022).
Conlusiones
La LOMLOE (2020) manifiesta utilizar la EF y el
deporte para favorecer el desarrollo personal y social,
afianzar los habitos de actividades fisico-deportivas para
favorecer el bienestar fisico y mental, asi como medio
de desarrollo personal y social. Esta materia obligatoria
en secundaria se divide en bloques de los cuales la EC
sigue implementándose en menor medida por parte
del profesorado. Las dificultades vienen determinadas
por miedos o vergüenzas mayoritariamente debido a la
escasa formación inicial y continuada relacionada con
este contenido. Sin embargo, se han encontrado estudios que confirman la utilización de la PC para desarrollar competencias relacionadas con la EC, el sentido del
ritmo y la coordinación, entre otras capacidades y cualidades motrices.
La propuesta pedagógica realizada a través de la Esku
Dantza como danza colectiva que utiliza la PC se caracteriza por implementarse como una actividad que va de
lo individual a lo colectivo, en todo momento cooperativa, de ejecución progresiva, de sencillo a complejo,
en la que se relacionan con todos/as los/las compañeros/as del grupo clase a través de la PC, en el que se
reflexiona entorno a la equidad, donde hay una transmisión de cultura de otra comunidad, se desarrolla la percepción y materialización del sentido del ritmo, se crea
una coreografía en grupo y se escuchan y expresan las
emociones, es decir, se facilita un clima de confianza
para compartir qué va sucediendo en sus adentros a
medida que trascurre la sesión.
Como consecuencia se ha conseguido generar una
experiencia positiva en EF relacionada con el contenido
de EC gracias a que los/las practicantes disminuyeron
su estado emocional de fatiga, rabia y depresión, al mismo tiempo que aumentaron, en gran medida, el estado
emocional de vigorosidad y actividad. Por tanto, se concluye que, dependiendo de cómo se propone la Esku
Dantza, el estudiantado puede sentir cambios emocionales que benefician su experiencia relacionada con la
- 333 -
EC disminuyendo los miedos que actualmente siente el
profesorado de EF y puede que se sienta más capacitado
para implementar este contenido. A pesar de haber
observado algunas diferencias entre mujeres y hombres, cabe destacar que el género masculino ha experimentado positivamente la práctica propuesta. Por tanto, es otro hecho positivo ya que se cree de especial
importancia proporcionar experiencias positivas relacionadas con la EC y la danza sobretodo para el género
masculino que parece ser, aún, el que siente mayor limitación.
Por tanto, se cree que es una propuesta pedagógica
positiva, cooperativa y motivadora en la que el estudiantado se ayuda entre sí, sigue una adecuada progresión de los aprendizajes motrices, ajustada al nivel y a
las posibilidades motrices del alumnado, teniendo en
cuenta la heterogeneidad del grupo-clase e invita al
debate, la reflexión y crítica de la misma por parte del
estudiantado. Este estudio apoya la idea de que una propuesta pedagógica de estas características, la Esku Dantza,
produce cambios en el estado de ánimo de los/las practicantes y se observa que los cambios actitudinales y
emocionales son positivos, pudiendo crear un impacto
que puede dar lugar a un aprendizaje significativo.
Pese a que hay que seguir profundizando con nuevos
estudios que confirmen estos resultados, se considera
que con experiencias de este estilo el estudiantado se
siente más atraído a esta práctica (materia de EC y
Danza) y, por tanto, su relación con la misma mejora.
Este puede ser un primer paso para que los futuros profesionales del ámbito de las actividades físicas y deportivas se atrevan a incorporar estas prácticas y concretamente, en el caso de futuros profesores/as obtener recursos e ideas que les permitan trabajar en pro de una
EF de calidad.
Limitaciones del estudio
También destacar, como observación de una limitación entre el vocabulario del estudiantado, que preguntaban por el significado de desamparado/a, desdichado/a y vigoroso/a, mostrando el posible desconocimiento de ciertas emociones y por tanto podría desvirtuar
los resultados.
Se reconoce la limitación que puede suponer haber
analizado una sola sesión.
El estudio original incluye algunos aspectos cualitativos que no han sido utilizados en este artículo por razones de espacio, pero que posiblemente le darían mayor riqueza y significado.
- 334 -
Líneas de futuro
La finalidad de esta sesión podría abarcarse desde
diferentes perspectivas, como un poliedro analizando
objetivos y/o aprendizajes asimilados por parte del estudiantado. Por ejemplo, se podría estudiar la relación
intrapersonal como las emociones que afloran y cómo
se gestionan, relación interpersonal (con el otro), el trabajo cooperativo para desarrollar una coreografía en
grupo, la capacidad de percepción y ejecución (precisión) en los golpeos percusivos al ejecutar la danza, la
interpretación expuesta durante la ejecución, etcétera.
Agradecimientos
Se agradece la participación en esta investigación a
los/las estudiantes del Grado en CCAFyD del INEFC
Lleida (curso 2020 – 2021) que han cursado la asignatura de EC y danza y que respondieron el cuestionario.
Así como el apoyo de su profesora titular que ha facilitado la incorporación de este contenido en la materia.
Esta publicación cuenta con el apoyo del Institut Nacional d’Educació Física de Catalunya (INEFC) de la
Generalitat de Catalunya.
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01, p. 239-259. DOI: 10.22456/1982-8918.40518
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The Fourteenth Annual Report
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FOURTEENTH ANNUAL REPORT
1980-81 ONTARIO LAW REFORM COMMISSION Ontario Ministry of the
Attorney
General The Honourable James C. McRuer,
the
first Chairman
of the Commission and
Vice
Chairman until February, 1977, resigned as a full-time Member of the Commission effective
June,
1977. However, Mr. McRuer agreed to remain a Commissioner in relation to the
Projects on the Law of Trusts and the Enforcement of Judgment Debts, in the development
of which he has been much involved. FOURTEENTH ANNUAL REPORT
1980-81 ONTARIO LAW REFORM COMMISSION Ontario Ontario Ministry of the
Attorney
General The Ontario Law Reform Commission was established by section
1 of
The Ontario Law Reform Commission Act for the purpose of reforming the
law, legal procedures and legal institutions. The Commissioners are: Derek Mendes da Costa, q.c, ll.b., ll.m., s.j.d., ll.d., Chairman Derek Mendes da Costa, q.c, ll.b., ll.m., s.j.d., ll.d., Chairman Honourable George A. Gale, c.c, q.c, ll.d. Honourable Richard A. Bell, p.c, q.c. * Honourable James C. McRuer, o.c, ll.d., d.c.l. William R. Poole, q.c. Barry A. Percival, q.c. * Honourable James C. McRuer, o.c, ll.d., d.c.l. William R. Poole, q.c. Barry A. Percival, q.c. Barry A. Percival, q.c. M. Patricia Richardson, M.A., LL.B.,
is Counsel to the Commission. The Secretary of the Commission
is Miss A. F. Chute, and
its offices are
located on the Sixteenth Floor at 18 King Street East, Toronto, Ontario,
Canada M5C1C5. ISSN 0474-1862 TABLE OF CONTENTS Page
Introduction
7
the programme: referred matters
8
(i)
Witnesses Before Committees of the Legislature
8
(ii)
Class Actions
9
THE PROGRAMME: PROJECTS INITIATED BY THE COMMISSION
9
1
Completed Projects
9
Enforcement of Judgment Debts and Related Matters. . . 9
2. Projects in Process
13
(i) The Law of Trusts
13
(ii)
Administration of Estates of Deceased Persons
13
(iii) The Hague Convention Concerning the International
Administration of the Estates of Deceased Persons
13
(iv) The Law of Mortgages
14
(v)
Enforcement of Judgment Debts and Related Matters. . . 14
(vi) The Law of Standing
14
(vii)
Powers of Entry
14
(viii) Law of Contract Amendment
15
(ix)
Contribution Among Wrongdoers
15
Future Programme
15
General Activities
16
Visitors
17
Table of Implementation
17
Acknowledgments
17
Appendix A
19
Appendix B
27 Future Programme
15
General Activities
16
Visitors
17
Table of Implementation
17
Acknowledgments
17
Appendix A
19
Appendix B
27 [3] Ontario
Law Reform
Commission Ontario
Law Reform
Commission To The Honourable R. Roy McMurtry, Q.C. Attorney General for Ontario Dear Mr. Attorney: We have the honour to present the Fourteenth Annual Report of the
Ontario Law Reform Commission, for the period April
1, 1980 to March
31,1981. [5] [5] INTRODUCTION This Report deals with the
activities of the Commission during the
period
April
1,
1980
to March
31,
1981. During
the
past
year
the
Commission has been engaged in a heavy research programme. We have completed much of the research involved in our Project on the
Enforcement of Judgment Debts and Related Matters. The Commission
decided that, due to the magnitude and the complexity of the subject,
it was
desirable to divide the Report into five Parts. We have now submitted Parts
I, II and III of the Report, and have made substantial progress on Parts IV
andV. The Commission records the enactment of The Occupiers' Liability
Act,
1980,
S.O. 1980,
c. 14,
which
in
large
measure
adopts
the
recommendations made by the Commission
in
its Report on Occupiers'
Liability (1972). The past year has been productive and busy. During the year, much of
the Commission's energy was devoted to the completion of the first three
Parts of the Report on the Enforcement of Judgment Debts and Related
Matters. We
also have brought
the
Project on
Class Actions
close
to
conclusion. In addition, we have made progress on a Reference, Witnesses
Before Committees of the Legislature. The Commission's Programme consists of eleven Projects. As we said
in our last Annual Report, much balance and co-ordination
is involved in
the task of bringing all Projects forward in an orderly manner. Since the
submission of Parts
I,
II and
III of the Report on
the Enforcement of
Judgment Debts and Related Matters,
the Commission and
its research
staff have been committed to the completion of research and preparation of
the
Report
on
Class
Actions
and
the
Report
on
Witnesses
Before
Committees of the Legislature, commitments that will continue into the
coming year. We have not been able to develop,
in the past year, two
Projects:
Basic Principles of Land Law and Declarations of Status. We
recognize the importance of these Projects, and will return to them when
time and resources permit. As
in past
years,
the Commission has continued
to
receive
helpful
suggestions for additions to its Programme from members of the judiciary,
the legal profession and the public. We welcome this interest in the work of
the Commission, and wish to express our appreciation to all those who gave
of their time to assist us in this way. THE PROGRAMME: REFERRED MATTERS Section 2(1 )(d) of The Ontario Law Reform Commission Act requires
the Commission to inquire into and to consider any matter relating to any
subject referred to
it by the Attorney General. One new matter, Witnesses
Before Committees of the
Legislature, was
referred
to the Commission
during the period covered by this Report. During the year, research on a
prior Reference, the Class Actions Project, continued. [7] [7] THE PROGRAMME: PROJECTS INITIATED BY THE COMMISSION During
the
past
year, no new
Projects
have been
initiated by
the
Commission. (ii)
Class Actions The terms of reference, and the scope and history of the Class Actions
Project, are outlined in detail in previous Annual Reports. During the past
year, substantial progress was made on the Project. In particular, internal
research
papers
dealing with
the important and
controversial
issues
of
damages, discovery, opting in and opting out, notice and res judicata have
been prepared and considered by
the Commission. We
will
discuss
the
remaining research papers, dealing with settlement,
costs and procedural
problems, in the spring and early summer of this year. It is hoped that the
Commission's final Report on Class Actions, and an accompanying draft
Class Actions Act, will be submitted to the Attorney General by the fall. (i)
Witnesses Before Committees of the Legislature On June
5,
1980,
in
response
to
a recommendation made by
the
Standing
Procedural
Affairs
Committee
of
the
Ontario
Legislative
Assembly
in
its Report on
Witnesses Before Committees,
the Attorney
General referred the subject of witnesses before legislative committees to
the Commission. The Attorney
General
requested
the Commission
to
conduct a thorough review of the subject, bearing in mind particularly the
eleven questions stated for the Commission in Appendix A to the Report on
Witnesses Before Committees. The Report on Witnesses Before Committees made it clear that both the
law and practice in this area required clarification and rationalization. The
Commission engaged Alistair Fraser, Esq., former Clerk of the House of
Commons in Ottawa, to prepare a comprehensive internal research paper
dealing with all aspects of the subject, including the following matters: the
nature and functions of various types of legislative committees; the kinds of
activities
undertaken
by
committees;
the
power
of
committees
to
compel witnesses to appear and answer questions and produce documents at
committee
hearings;
the power
of
the
Legislative Assembly
to
punish
witnesses
who
fail
to
appear
and
cooperate
with
committees;
the
obligations of witnesses to committees, and of committees to witnesses; the
immunity or protection that extends or should extend to witnesses in respect
of their oral testimony and written submissions;
the protection of third
parties whose names or activities are divulged or discussed at committee
meetings; the nature and scope of the doctrine of Crown privilege in respect
of oral testimony and
the production
of documents;
the
constitutional
aspects of protecting witnesses from the use of their evidence in subsequent
civil and
criminal
proceedings; and
the
right
to
counsel
at committee
meetings. The experience of legislative committees of the Parliament
in
Ottawa, as well as reports and relevant material from Australia and the
United Kingdom,
are discussed
in
the
research paper. In
addition,
the
Commission will review the operation of Congressional committees in the
United States. We have completed our deliberations in respect of most of the material
and recommendations contained in the research paper. The Commission is
engaged
in
the
preparation
of
its
Report,
which
it
will submit
to
the
Attorney General at the earliest opportunity. Enforcement ofJudgment Debts and Related Matters As we have
said,
the Commission
has
submitted
to
the Attorney
General
Parts
I,
II
and
III
of
our
projected
five
Part
Report. The
Commission's Project on the Enforcement of Judgment Debts and Related
Matters
is
a
response
to
administrative,
substantive
and
procedural
deficiencies in the present law and practice pertaining to debtor-creditor
relations, and is an attempt to deal with these deficiencies comprehensively. Part
I of our Report begins with a consideration of the methods by
which a
financially overcommitted
debtor, and
particularly a judgment
debtor, may pay his debts by instalments and thereby avoid the imposition
of traditional enforcement measures against him. Chapter 2 deals with Part
III
of the proposed new
federal bankruptcy
legislation
(Bill C-12,
First
Session, Thirty-second Parliament, 29 Eliz. II,
1980) and with provincial
consolidation orders, instalment payment plans and stays of enforcement
proceedings. While we generally endorse the provisions of Part III of Bill
C-12, we do make
recommendations
that
differ
from some
of
these
provisions. In addition, Chapter 2 offers several proposals
in respect of
provincial instalment payment plans and stays of enforcement proceedings
that fall outside the ambit of Bill C-12. With Chapter 3 of Part I of our Report, the Commission commences its
study
of the
organizational and
administrative
aspects
of enforcement. Chapter 3 recommends the creation of a new, integrated enforcement office
for each county under the direction of a sheriff. We recommend that the
new enforcement office should have overall responsibility for the enforce-
ment of all money judgments, including support and maintenance orders, 10 from
all
courts,
except "show cause"
proceedings and expanded wage
garnishment proceedings in the provincial court (family division). More-
over, under our proposals, the enforcement of money judgments against a
debtor would emanate from a single enforcement office, thereby eliminat-
ing the existing fragmented enforcement system and ensuring the coordina-
tion and integration of all enforcement activities against that debtor. from
all
courts,
except "show cause"
proceedings and expanded wage
garnishment proceedings in the provincial court (family division). More-
over, under our proposals, the enforcement of money judgments against a
debtor would emanate from a single enforcement office, thereby eliminat-
ing the existing fragmented enforcement system and ensuring the coordina-
tion and integration of all enforcement activities against that debtor. Enforcement ofJudgment Debts and Related Matters Under our 11 proposals, for example,
it would no longer be necessary to apply to a court
for a garnishment
order;
rather,
the new enforcement
office,
generally,
would have carriage of garnishment proceedings. Chapter 4 of Part II deals with equitable execution, charging orders and
stop orders. Essentially,
it is proposed that the hitherto restrictive equitable
execution remedy should be abolished and that the remedy of receivership
should take its place. Under our proposals, the latter remedy would be fully
integrated
into
the
new
enforcement
regime
as
but
another
type
of
enforcement remedy
to
be employed by judgment
creditors. Receivers
would be permitted to
sell property received by them and,
in appropriate
circumstances, they would be permitted to manage a debtor's property or
commercial enterprise. With respect to charging orders,
the Commission
recommends
the
abolition
of
this
remedy
as
redundant. Finally,
recommendations are made to expand the stop order remedy to cover
all
property in court. Chapter
5,
the
last Chapter in Part
II,
deals with the resolution of
disputes in enforcement proceedings. There
is a consideration of the gaps
and deficiencies in the interpleader rules of the Supreme Court of Ontario
Rules of Practice, and proposals are made to render the interpleader rules
more comprehensive. The Commission's most significant recommendations
concern claims made by
third
parties
to seized personal property. It
is
recommended, for example, that subsequent to a seizure, the sheriff should
serve a "notice of seized property" on all persons who, to the knowledge or
reasonable belief of the sheriff, may have some right, title or interest in the
seized property. Generally speaking, the failure of a third party to make a
claim to seized property within the prescribed limitation period would result
in
the extinguishment
of
that
claim upon
a
sale
of
the property
to a
purchaser at an execution sale. However, provision is made for the filing of
late
claims and
claims
against
the proceeds
of
sold
property. Finally,
recommendations are made in respect of the resolution of disputes in the
context
of garnishment proceedings — recommendations
that
basically
mirror those made in the context of enforcement against personal property. Part
III
of
our
Report
concerns
the
very
important
topic
of
enforcement against interests in land. Enforcement ofJudgment Debts and Related Matters In Chapter 4 of Part I, the Commission discusses the means by which a
judgment
creditor and
the enforcement
office may
obtain
information
concerning a debtor's property. Proposals are made in respect of judgment
debtor
questionnaires and
examinations,
third
party
examinations and
public register searches. In Part
II of our Report,
the Commission considers the traditional
methods by which creditors may enforce their money judgments. Chapter 2
deals with the seizure and sale of personal property. Recommendations are
made concerning,
for example,
the province-wide binding of a debtor's
personal property by the proposed new writ of enforcement — a writ, more
comprehensive than the present writ of fierifacias, that would be employed
to initiate any and all traditional enforcement measures against a debtor. Other recommendations attempt, by overturning the
restrictive common
law, to ensure that all of a debtor's personal property is liable to seizure and
sale, subject only to a meaningful set of exemptions designed to ensure that
the debtor
is left with the necessities of life. Yet further recommendations
deal with specific problem areas relating, for example, to the seizure and
sale of mortgages and other securities for money, negotiable instruments,
shares,
non-assignable
or
restrictively
assignable
interests,
and
the
beneficial interest of a debtor under a personal property security agreement. Finally, Chapter 2 makes recommendations concerning the time,
notice,
location and manner of sale of seized personal property. Chapter 3 of Part II deals with the garnishment of a debtor's income
and other debts owing to the debtor. As in the case of execution against
personal
property, recommendations
are made
to ensure
that
all
debts
owing to a debtor, including conditional, contingent and future debts, are
subject to garnishment. The Commission also recommends that a judgment
creditor should be entitled to a continuing garnishment order,
that
is, a
garnishment order that remains effective until the amount specified in the
order has been paid. In this way, the frustrating need to obtain a separate
order each time wages,
or a debt,
are sought to be garnished would be
obviated. In
addition
to
extending
the
garnishment
remedy,
the
Commission has been cognizant of the need to protect debtors' incomes. Accordingly,
proposals
are made
for an expanded income exemption,
beyond that now contained in The Wages Act. Finally, Chapter 3 makes
recommendations designed to establish one uniform garnishment procedure
for
the enforcement
of money judgments from
all
courts. 12 Special provisions are proposed in respect of a debtor's residence, including
exemption provisions and provisions protecting the interests of creditors
where a debtor's residence is classified in law as personal property and not
land. Finally, recommendations respecting the rights of creditors of titled
and
non-titled
spouses
are
made
where
the
debtor's
residence
is
a
"matrimonial home" under The Family Law Reform Act, 1978. In Chapter 3, we consider one of the most frustrating and vexing areas
of debtor-creditor law. After describing the manner by which enforcement
law impinges on conveyancing law and practice, and after considering how
the present enforcement regime serves to prejudice persons involved in the
conveyancing process who are strangers to the debtor-creditor relationship,
the Commission
offers
several long term and short term proposals
for
reform. Believing that the evils inherent in the present system stem from the
operation of a writ of fieri facias as a general lien, binding a debtor's land
without being registered directly against the
title, the Commission,
in
its
long term proposals, recommends the abolition of the writ as a general lien. In its stead, we propose that a creditor should be required to register his writ
directly against the title to his debtor's land in order to bind that land. As a
means by which creditors could discover land owned by their debtors, the
Commission
recommends
the
creation
of
an
index
of
landholdings
comprising all Registry Act and Land Titles Act land in Ontario. In the second portion of Chapter
3, the Commission addresses
itself
to
several
short
term
proposals
that
could
be
adopted
pending
the
implementation
of
its
long
term
proposals. It
is
recommended,
for
example, that writs, operating as general liens, should not bind land until
the expiry of ten calendar days after filing. This delay in the binding effect
of a writ would preclude the need for a subsearch for writs immediately
prior to the closing of a real estate transaction; consequently there would be
ten days within which to resolve "similar name" problems stemming from
the discovery of a writ against a debtor with an identical or similar name to
that
of
the
vendor
or
mortgagor. In
order
to
protect
creditors,
the
Commission further recommends that creditors who know of land owned
by their debtors should be entitled to register their writs directly against the
title, with the land being bound immediately upon registration. Enforcement ofJudgment Debts and Related Matters Part
III
is divided into two major
portions:
Chapter
2
deals
with
certain
substantive
and
procedural
considerations
pertaining
to enforcement, and Chapter
3
canvasses
the
relationship between enforcement against land and the process by which
land
is sold or mortgaged. Under our proposals in Chapter 2, most of the
existing
restrictions
on
enforcement
against
land would
be
abolished. Although the mandatory delay period prior to a sale is retained,
it would be
reduced from twelve months to six months. Creditors would be given rights
to make a claim against a surviving joint tenant where the debtor joint
tenant has died leaving insufficient property to satisfy his judgment debts. (i)
The Law of Trusts The preparation of the Report on the Law of Trusts and an Act to
revise The Trustee Act has entered the final stages. Approximately one-half
of the Report and the proposed revised Trustee Act has been approved by
the Commission. We wish
to acknowledge
the
assistance of Professor
D.W.M. Waters of the Faculty of Law, University of Victoria, the Project
Director, for whose scholarship and devotion, both in time and in energy,
we are most grateful. So too, we have had the benefit of the great skill and
long experience of L.R. MacTavish, Esq., Q.C., former Senior Legislative
Counsel,
in
the
preparation
of
the
proposed
revised
Act. Although
completion of the Report has been temporarily suspended, pending the
conclusion of the Report on Class Actions,
it is anticipated that work will
resume in the
fall, and that the Report and revised Trustee Act will be
forwarded to the Attorney General before the end of the coming year. (ii) Administration of Estates ofDeceased Persons The basic research involved in this Project has been all but completed,
and the Commission has considered the first Research Report, prepared by
the Project Director, Professor George W. Alexandrowicz, of the Faculty
of Law, Queen's University. The Advisory Committee of experts in the law
governing
estate administration,
constituted under
the chairmanship of
Malcolm S. Archibald, Esq., Q.C., has met frequently, and has submitted
many matters for consideration by the Commission. It is hoped that work
will commence, during the coming year, on a proposed new Administration
of Estates Act, which will bring together, in a revised and expanded form,
relevant portions of The Trustee Act, The Devolution of Estates Act, and
the provisions governing practice under The Surrogate Courts Act and
Rules. A
number
of common
law
doctrines
that now
govern
estate
administration will be codified and revised in the proposed new Act. 13 execution
certificate should
be
registered on
title and
that
all
person
seeking to acquire any interest in the land should be entitled to rely on th
representations made in the registered certificate. execution
certificate should
be
registered on
title and
that
all
persons
seeking to acquire any interest in the land should be entitled to rely on the
representations made in the registered certificate. 12 Other short term proposals are made in Chapter 3
in an attempt to
alleviate the "similar name" problem. For example,
it is recommended that
a writ should bind land only where the surname and at least one full given
name on the writ are identical with the surname and one full given name on
a document registered against the
title to the land
in question. Sheriffs
would be required to report the existence of a writ only where the surname
and at least one full given name on the writ are identical with the surname
and one
full given name on
the
request form
delivered
to
the
sheriff. Finally,
in order to preclude the necessity for repeated historical searches
for outstanding writs binding Registry Act land, with the attendant "similar
name" problems,
it is recommended that when land is conveyed a sheriff's (vi) The Law ofStanding The objective of the Project on the Law of Standing
is to determine
whether private individuals who wish to litigate in the public interest should
be granted increased access to the courts. The law governing locus standi, or
status to bring suit, has been frequently criticized, particularly as
it relates
to the right of a private individual to commence litigation concerning public
rights. Generally speaking, the existing law restricts the right to litigate in
the public interest to the Attorney General, either in his own name or by
means
of a
relator
action. In
order
to be granted
standing,
a
private
individual must
establish
that
he
or
she
has
a
special
interest
or
has
sustained special damages. During the initial stages of the Project, the internal legal staff prepared
a background paper dealing with
the present law and
isolating reform
issues. While priority has been accorded
to the Minister's Reference on
Class Actions, the Commission has commissioned a major research paper
dealing with reform of the law of standing. It is anticipated that this paper
will be received by the Commission soon and that, following completion of
the References on Class Actions and Witnesses Before Committees of the
Legislature, the Commission will consider the issues raised in the research
paper. (v) Enforcement ofJudgment Debts and Related Matters Of the Commission's projected five Part Report on the Enforcement of
Judgment Debts and Related Matters, two Parts remain to be completed. Part IV
will
consider prejudgment enforcement remedies and
voidable
transactions, and Part V of the Report will contain a review of creditors'
relief
legislation,
including
Crown
priorities
and
the
distribution
to
creditors of the proceeds of a sale of a debtor's property. Research on these
topics has been completed. Part V also will consider the
liability of the
sheriff for acts or omissions in the course of his enforcement duties, and
other
miscellaneous
matters
pertaining
to
the
enforcement
of money
judgments. As has been
the case throughout
this
Project, we are very
pleased to state that we will continue to have the benefit of the assistance
of David E. Baird, Esq., Q.C. (iv) The Law ofMortgages With the appointment, during the last year, of Professor Richard H. McLaren, of the Faculty of Law, University of Western Ontario, as Project
Director, research has commenced. A summary of mortgage remedies has
been prepared, but has not yet been considered by the Commission. (Hi) The Hague Convention Concerning the International
Administration of the Estates ofDeceased Persons The question as
to whether the Hague Convention should be given
effect in Ontario has been considered by the Commission. In relation to the
administration of estates of foreign decedents,
it is obvious that the Project
is
closely
linked
to
our
Project
on
the
Administration
of
Estates
of
Deceased Persons. For this reason, the two Projects are being considered
together. In due course we will decide whether to combine the Projects in
one Report, or to submit two Reports. (viii) Law of Contract Amendment Our last Annual Report contained details of the content of this Project. Briefly
stated,
the Project
is
divided
into
three Phases,
Phase
I
being
concerned with the formational aspects of the law of contract, and the
remaining two Phases with substantive and remedial issues. In the past year,
the progress of this Project has been most satisfactory. An Advisory Group
of experts, consisting of members of the judiciary and practising lawyers,
under the chairmanship of James M. Spence, Esq., has been established,
and the Commission has benefited greatly from its views and comments. A
research
report
dealing
with
Phase
I,
prepared
by
the
joint
Project
Directors, Professor Jacob S. Ziegel and Professor Stephen M. Waddams,
both of the Faculty of Law, University of Toronto, has been considered by
the Commission, and research on Phase II is well under way. It is likely that
the Commission
will
issue separate Reports covering each Phase of the
Project. In
the coming
year,
should
time
permit,
the Commission
will
commence
the
preparation
of
a
draft
Report
on
Phase
I,
and
the
consideration of the topics covered in Phase II. 15 York University, and Professor Stanley M. Makuch, of the Faculty of Law,
University of Toronto, have completed their research, and the Commission
has considered a draft Report concerning powers conferred by Ontario
statutes
and
regulations
to
enter
upon
lands,
buildings
and
private
dwellings. The Commission
is now
engaged
in
the
preparation
of
a
proposed
Powers
of
Entry
Act,
which
will
be
appended
to
the
Commission's
Report. Depending
upon
the
availability
of
time
and
resources, the Commission hopes to submit its Report in the coming year. (ix) Contribution Among Wrongdoers The
purpose
of
this
Project
is
to
review
the
law
relating
to
the
allocation of loss between two or more persons who are responsible for the
same injuries, and the law relating to contributory negligence. Professor
John M. Evans, of Osgoode Hall Law School, York University, has been
appointed
Project
Director, and
the Commission has considered many
difficult and complex issues, including: aspects of joint and several liability;
extension
of
the
right
to
contribution
to
all
concurrent
wrongdoers;
elements of the right to contribution; the effect of a settlement upon the
right
to
contribution;
and
defences
to
the
right
to
contribution. The
remaining research should be completed in the coming year. (vii) Powers ofEntry Excellent progress has been made on this Project during the past year. The Project Directors, Professor Alan Grant, of Osgoode Hall Law School, 16 several of our Projects have been brought to, or near to, the stage when a
draft Report can be prepared. However, the preparation of the Report on
Class Actions and
the Report on
Witnesses Before Committees of the
Legislature
will dominate
the
attention of the Commission
in
the near
future. several of our Projects have been brought to, or near to, the stage when a
draft Report can be prepared. However, the preparation of the Report on
Class Actions and
the Report on
Witnesses Before Committees of the
Legislature
will dominate
the
attention of the Commission
in
the near
future. FUTURE PROGRAMME In
recent
years,
the Commission
has
been
required
to
formulate
priorities
and
to
allocate
limited
resources among
the
Projects
that
constitute our research Programme. Last year was no exception, and
it
is
clear that the issue will be with us again in the coming year. As we have said, 16 TABLE OF IMPLEMENTATION Attached to this Report as Appendix A is a list of the Reports that have
been prepared and submitted by the Commission since its inception in 1964,
together with a table setting out the extent to which legislation concerning
our proposals has been enacted. VISITORS As
in
the
past,
the Commission
has
endeavoured
to
maintain
a
mutually beneficial working relationship with other law reform agencies. It
is always a great pleasure to welcome to our offices representatives of
these
agencies,
and
to
hear
of
trends
and
developments
in
their
jurisdictions. The visitors whom we were pleased to receive, included: Bruce
M. Debelle, Esq., Commissioner, The Law Reform Commission, Australia;
Dr. P.M. North,
Commissioner, The Law Commission,
England; and
Denis Gressier, Esq., Commissioner, Law Reform Commission, New South
Wales. Other
visitors whom we were
privileged
to welcome
included: The
Honourable Mr. Justice
R.S. Watson,
Senior Judge,
Family Court
of
Australia; and, Mrs. Gloria Cumper, a distinguished member of the legal
profession of Jamaica. 17 year students on law reform in Ontario, and spoke to students at the Forest
Hill Collegiate Institute. year students on law reform in Ontario, and spoke to students at the Forest
Hill Collegiate Institute. As part of the March Special Lecture Series 1981
, of the Department of
Continuing Education of the Law Society of Upper Canada, the Chairman
delivered a paper entitled "The Enforcement of Judgments: Proposals for
Reform", that had been prepared by the Chairman and by Eric Gertner,
Esq., one of the Legal Research Officers of the Commission. GENERAL ACTIVITIES The Chairman and Counsel, on behalf of the Commission, attended a
meeting
of
the Canadian Law
Reform
Agencies
at
Charlottetown
in
August,
1980. This
meeting
provided
an
opportunity
to
exchange
information with representatives of the other law reform agencies across
Canada, and to be informed of the research programmes of these agencies. Immediately
following
the
meeting,
the
Chairman
represented
the
Commission
at
the
Sixty-second Annual Meeting of the Uniform Law
Conference of Canada, in the same city. In our last Annual Report, we stated that the Uniform Law Section of
the Uniform Law Conference of Canada had established a Committee on
the Sale of Goods to consider the need for uniform sale of goods legislation,
and to assess the utility of the Ontario Law Reform Commission's Report
on Sale of Goods as a basis for such a uniform law. Our Chairman was
appointed Chairman of this Committee, which, during the past year, met
on six occasions in Toronto. The Committee has made great progress, and
expects that its Report will be completed by the summer of 1981 In the year under review, the Commission has been pleased to renew its
collaboration with the Law Reform Committee of the Ontario Branch of
the Canadian Bar Association. On May
22,
1980,
the Chairman,
Vice
Chairman and Counsel met with the Committee, under the chairmanship of
Mrs. Judith M. Oyen, Q.C., and with Julian H. Huffer, Esq., C.A.E.,
Executive Director of the Ontario Branch of the Canadian Bar Association,
to
discuss methods
of future
liaison between
the Commission and
the
Committee. The
Commission
wishes
to
express
its
gratitude
to
the
Committee for the help and cooperation that was so willingly offered. We
will take full advantage of this offer, and are in touch with the Committee
concerning the establishment of an Advisory Committee to the Project on
the Law of Mortgages. During the past year, the Chairman was called upon to represent the
Commission
on
many
occasions. These
included
an
address
to
the
Metropolitan Toronto Legal Secretaries Association of Canada, and an
address to the Family Law II Conference on the Matrimonial Property Act,
sponsored by the Continuing Legal Education Society of Nova Scotia. The
Chairman also visited the Law School of McGill University to speak to first 17 ACKNOWLEDGMENTS Appendix B consists of a list of the officers and permanent staff of the
Commission. As will be noted, the past year has seen no change in the ranks
of the Commissioners or the legal
staff. However, we regret the
loss of
several members of our administrative staff, to whom we extend our best
wishes for success in their new endeavours: Mrs. Roslynne F. Mains, B.A.,
Ms. Grace
C. Novakowski,
B.A., and
Mrs. E.M. Renda. We warmly
welcome those who have joined our administrative staff during the past
year: Mrs. J. A. Brown, B.A., Mrs. Toni Farrace, and Ms. Victoria Van
Asperen, B.Sc. 18 Our sincere thanks are also extended to the Secretary, Miss A.F. Chute,
and
to
the
administrative
staff
for
all
they
have
done
to
assist
the
Commission during the year. To you, Mr. Attorney, and to the officers of the Ministry, we extend
our sincere appreciation and thanks for the manner in which we have been
sustained and encouraged in our work. anks for the manner in which we have been
work. submitted. >. fouler
CU^fl-^
*
—
Derek Mendes da Costa,
Chairman
George A. Gale
Vice Chairman
Richard A. Bell
Commissioner
James C. McRuer
Commissioner
William R. Poole
Commissioner
^^-^-
Barry A. Percival
Commissioner All of which is respectfully submitted.
^ci>.
fouler
CU^fl-^
*
—
Derek Mendes da Costa,
Chairman
George A. Gale
Vice Chairman
Richard A. Bell
Commissioner
James C. McRuer
Commissioner
William R. Poole
Commissioner
^^-^-
March 31, 1981
Barry A. Percival
Commissioner All of which is respectfully submitted. ^ci>.
fouler
CU^fl-^
*
— Derek Mendes da Costa,
Chairman George A. Gale
Vice Chairman James C. McRuer
Commissioner William R. Poole
Commissioner Barry A. Percival
Commissioner Barry A. Percival
Commissioner Barry A. Percival
Commissioner March 31, 1981 March 31, 1981 10.
The Execution Act:
Exemption of Goods from
Seizure REPORTS MADE BY THE ONTARIO LAW REFORM COMMISSION Title
Date of
Report
Legislation Concerning
Commission Proposals
1. No. 1
The Rule Against
Perpetuities
February 1, 1965
The Perpetuities A ct,
S.O. 1966, c. 113
2. No. 1A Supplementary Report
on the Rule Against
Perpetuities
March 1,1966
do. 3. No. 2
The Wages Act;
Assignment of Wages
March 3, 1965
The Wages Amendment
Act, S.O. 1968, c. 142
4. No. 3
Personal Property
Security Legislation
May 28, 1965
The Personal Property
Security Act, S.O. 1967,
c. 72
5. No. 3A Supplementary Report
on Personal Property
Security Legislation
May 18, 1966
do. 6. The Evidence Act;
Admissibility of Business
Records
February 16, 1966
The Evidence
Amendment Act, S.O. 1966, c. 51, s. 1
7. The Mechanics' Lien Act
February 22, 1966
The Mechanics * Lien
Act, S.O. 1968-69, c. 65
8. Supplementary Report on
The Mechanics' Lien Act
May 26, 1967
do. 9. Proposed Extension of
Guarantor's Liability on
Construction Bonds
May 30, 1966
See
The Mechanics'
Lien A mendment
Act, S.O. 1975,
c.43
The Ministry of
Transportation
and Communica-
tions Creditors
Payment Act,
S.O. 1975, c. 44
The Public Works
Creditors
Payment Repeal
Act, S.O. 1975,
c.45
10. The Execution Act:
Exemption of Goods from
Seizure
December 9, 1966
The Execution A mend-
ment Act, S.O. 1967,
c. 26 Title
Date of
Report
Legislation Concerning
Commission Proposals
1. No. 1
The Rule Against
Perpetuities
February 1, 1965
The Perpetuities A ct,
S.O. 1966, c. 113
2. No. 1A Supplementary Report
on the Rule Against
Perpetuities
March 1,1966
do. 3. No. 2
The Wages Act;
Assignment of Wages
March 3, 1965
The Wages Amendment
Act, S.O. 1968, c. 142
4. No. 3
Personal Property
Security Legislation
May 28, 1965
The Personal Property
Security Act, S.O. 1967,
c. 72
5. No. 3A Supplementary Report
on Personal Property
Security Legislation
May 18, 1966
do. 6. The Evidence Act;
Admissibility of Business
Records
February 16, 1966
The Evidence
Amendment Act, S.O. 1966, c. 51, s. 1
7. The Mechanics' Lien Act
February 22, 1966
The Mechanics * Lien
Act, S.O. 1968-69, c. 65
8. Supplementary Report on
The Mechanics' Lien Act
May 26, 1967
do. 9. Proposed Extension of
Guarantor's Liability on
Construction Bonds
May 30, 1966
See
The Mechanics'
Lien A mendment
Act, S.O. 1975,
c.43 [19] Title
11. The Law of Condominium
13
14. 15. 16. 17. 18,
19. 20. REPORTS MADE BY THE ONTARIO LAW REFORM COMMISSION Basis for Compensation
on Expropriation
The Limitation Period for
Actions under The Sandwich,
Windsor and Amherstburg
Railway Act, 1930
Annual Report 1967
Certain Aspects of the
Proposed Divorce
Legislation contained in
Bill C-l 87 (Can.)
The Proposed Adoption in
Ontario of The Uniform
Wills Act
The Protection of Privacy
in Ontario
The Insurance Act, R.S.O. 1960, c. 190, s. 183, as
amended by S.O. 1961-62,
c. 63, s. 4 (commutation)
Trade Sale of New Houses
and the Doctrine of
Caveat Emptor
Interim Report on Landlord
and Tenant Law Applicable
to Residential Tenancies
Date of
Report
March 6, 1967
September 21, 1967
January 8, 1968
January 15, 1968
January 19, 1968
February 5, 1968
September 10, 1968
October 3, 1968
October 4, 1968
December 10, 1968
Legislation Concerning
Commission Proposals
The Condominium Act,
S.O. 1967, c. 13
See now The Condo-
minium Act,
S.O. 1978, c. 84
The Expropriations A ct,
S.O. 1968-69, c. 36
The Sandwich, Windsor
andA mherstburg
Railway A mendment
Act, S.O. 1968, c. 120
Divorce Act, S.C. 1967
68, c. 24, s. 26
The Succession Law
Reform Act, S.O. 1977,
c.40
See
The Registry
Amendment Act,
S.O. 1978, c. 8,
s. 1
See The Consumer
Reporting Act,
S.O. 1973, c. 97
See The Ontario New
Home Warranties
Plan Act, S.O. 1976, c. 52
The Landlord and
Tenant Amendment
Act, S.O. 1968-69,
c. 58 The Trustee Amend-
ment Act, S.O. 1971,
c. 32, s. 2 Title [20] [20] Date of
Report Legislation Concerning
Commission Proposals
See
The Highway
Traffic Amend-
ment Act (No. 2),
S.O. 1975, c. 37
The Fatal
A cciden ts A mend-
mentAct, S.O. 1975, c. 38
See now The Family
Law Reform Act,
S.O. 1978, c. 2,
s. 60(4)
The Trustee A mend-
mentAct, S.O. 1975,
c. 39 22. Annual Report 1968
23. The Age of Majority and
Related Matters
24. Status of Adopted Children
25
. Report on Family Law:
Part I — Torts
26. 27. 28. 29. Report on Section 20 of
The Mortgages Act
Report on Family Law:
Part II — Marriage
Annual Report 1969
Report on Actions Against
Representatives of
Deceased Persons
April 7, 1969
June 3, 1969
June 3, 1969
November 4, 1969
March 12, 1970
April 6, 1970
April 20, 1970
November 30, 1970
,
c. 39
The Age ofMajority
and A ccountability A ct,
S.O. 1971, c. 98
The Child Welfare
Amendment Act, S.O. 1970, c. 96, s. 23
See now The Child
Welfare Act,
S.O. 1978, c. 85
The Family Law Reform
Act, S.O. 1978, c. 2
(partial implementation)
The Mortgages A mend-
mentAct, S.O. 1970,
c. 54, s. 1
The Civil Rights Statute
Law Amendment Act,
S.O. 1971, c. 50, s. 55
(partial implementation)
See now The Marriage
Act, S.O. 1977,
c. 42 (partial
implemen-
tation)
The Trustee Amend-
ment Act, S.O. 1971,
c. 32, s. 2
[21] The Age ofMajority
and A ccountability A ct,
S.O. 1971, c. 98 The Age ofMajority
and A ccountability A ct,
S.O. 1971, c. 98
The Child Welfare
Amendment Act, S.O. 1970, c. 96, s. 23
See now The Child
Welfare Act,
S.O. 1978, c. 85 The Child Welfare
Amendment Act, S.O. 1970, c. 96, s. 23 See now The Child
Welfare Act,
S.O. 1978, c. 85 25
. Report on Family Law:
Part I — Torts
26. 27. Report on Section 20 of
The Mortgages Act
Report on Family Law:
Part II — Marriage
November 4, 1969
March 12, 1970
April 6, 1970 The Family Law Reform
Act, S.O. 1978, c. 2
(partial implementation) The Mortgages A mend-
mentAct, S.O. 1970,
c. 54, s. 1 The Civil Rights Statute
Law Amendment Act,
S.O. 1971, c. 50, s. 55
(partial implementation) See now The Marriage
Act, S.O. 1977,
c. 42 (partial
implemen-
tation) See now The Marriage
Act, S.O. 1977,
c. Title 42 (partial
implemen-
tation) April 20, 1970
November 30, 1970 The Trustee Amend-
ment Act, S.O. 1971,
c. 32, s. 2 [21] 30. Title
The Coroner System in
Ontario
3 1
Sunday Observance
Legislation
32. Land Registration
33. Annual Report 1970
34. The Change of Name Act
35. Section 16, The Mortgages
Act
36. Development Control
37
Powers of Attorney
38. Occupiers' Liability
39. Consumer Warranties and
Guarantees in the Sale
of Goods
40. Review of Part IV of The
Landlord and Tenant Act
41. Annual Report 1971
42. The Non-Possessory
Repairman's Lien
Date of
Report
Legislation Concerning
Commission Proposals
January 25, 1971
The Coroners A ct,
S.O. 1972, c. 98
See
The Coroners
Amendment Act,
S.O. 1978, c. 38
February 26, 1971
The Retail Business
Holidays Act, S.O. 1975
(2nd Session), c. 9
March 23, 1971
See
The Corporations
Tax Amendment
Act (No. 2), S.O. 1979, c. 89
March 31, 1971
—
May 31, 1971
The Change ofName
Amendment Act
S.O. 1972, c. 44
See
The Change of
Name Amend-
ment Act, S.O. 1978, c. 28
June 18, 1971
September 28, 1971
January 11, 1972
January 11, 1972
March 3 1,1972
March 31, 1972
March 3 1,1972
October 4, 1972
The Planning A mend-
mentAct, S.O. 1973
c. 168, s. 10
See now The Planning
Amendment
Act, S.O. 1979,
c. 59
The Powers ofA ttorney
Act, S.O. 1979, c. 107
The Occupiers ' Liability
Act, S.O. 1980, c. 14
The Landlord and
Tenan t A mendmen t
Act, S.O. 1972, c. 123 Title 1977,
c.40
(partial implementation)
The Family Law Reform
Act, S.O. 1978, c. 2
(partial implementation)
See
The Land Titles
Amendment Act,
S.O. 1978, c. 7
The Registry
Amendment Act,
S.O. 1978, c. 8
51. Report on Family Law:
Part V—Family Courts
February 8, 1974
See
The Unified
Family Court Act,
S.O. 1976, c. 85
The Unified
Family Court
Amendment Act,
S.O. 1978, c. 68
The Children 's
Probation Act,
S.O. 1978, c. 41
(partial
implementation)
52. Annual Report 1973
May 6, 1974
—
53. International Convention
Providing a Uniform Law
on the Form of the
International Will
July 3, 1974
The Succession Law
Reform Act, S.O. 1977,
c. 40, s. 42
54. Annual Report 1974
March 31, 1975
—
55. Report on Family Law:
Part VI — Support
Obligations
April 18, 1975
The Succession Law
Reform Act, S.O. 1977,
c.40
(partial implementation)
The Family Law Reform
2 Date of
Report Title [22] Title
Date of
Report
Legislation Concerning
Commission Proposals
43. Administration of Ontario
Courts, Part I
February 26, 1973
See The Administra-
tion of Courts
Project Act, S.O. 1975, c. 31
The Judicature
Amendment Act
(No. 2), S.O. 1977, c. 51, s. 9
44. Annual Report 1972
March 3 1,1973
—
45. Administration of Ontario
Courts, Part II
May 23, 1973
See
The Administra-
tion of Courts
Project Act, S.O. 1975, c. 31
46. Report on Family Law:
Part III—Children
September 25, 1973
The Child Welfare
Amendment Act,
S.O. 1975, c. 1
(partial implementation)
See now The Child
Welfare Act,
S.O. 1978, c. 85
The Succession Law
Reform Act, S.O. 1977,
c. 40 (partial
implementation)
The Children 's Law
Reform Act, S.O. 1977,
c. 41 (partial
implementation)
47
Report on The Solicitors Act
48. Report on Motor Vehicle
Accident Compensation
49. Administration of Ontario
Courts, Part III
September 28, 1973
November 6, 1973
December 17, 1973
The JudicatureA mend-
mentAct, S.O. 1975,
c. 30
(partial implementation) Title
Date of
Report
Legislation Concerning
Commission Proposals
43. Administration of Ontario
Courts, Part I
February 26, 1973
See The Administra-
tion of Courts
Project Act, S.O. 1975, c. 31
The Judicature
Amendment Act
(No. 2), S.O. 1977, c. 51, s. 9
44. Annual Report 1972
March 3 1,1973
—
45. Administration of Ontario
Courts, Part II
May 23, 1973
See
The Administra-
tion of Courts
Project Act, S.O. 1975, c. 31
46. Report on Family Law:
Part III—Children
September 25, 1973
The Child Welfare
Amendment Act,
S.O. 1975, c. 1
(partial implementation)
See now The Child
Welfare Act,
S.O. 1978, c. 85
The Succession Law
Reform Act, S.O. 1977,
c. 40 (partial
implementation)
The Children 's Law
Reform Act, S.O. 1977,
c. 41 (partial
implementation)
47
Report on The Solicitors Act
48. Report on Motor Vehicle
Accident Compensation
49. Administration of Ontario
Courts, Part III
September 28, 1973
November 6, 1973
December 17, 1973
The JudicatureA mend-
mentAct, S.O. 1975,
c. 30
(partial implementation)
See
The Administra-
tion of Courts
Project Act
S O 47
Report on The Solicitors Act
48. Report on Motor Vehicle
Accident Compensation
49. Administration of Ontario
Courts, Part III
September 28, 1973
November 6, 1973
December 17, 1973 [23] Title
Date of
Report
Legislation Concerning
Commission Proposals
50. Report on Family Law:
Part IV — Family Property
Law
February 8, 1974
The Succession Law
Reform Act, S.O. Title (partial implementation) The Family Law Reform
Act, S.O. 1978, c. 2
(partial implementation) See
The Land Titles
Amendment Act,
S.O. 1978, c. 7
The Registry
Amendment Act,
S.O. 1978, c. 8 February 8, 1974 51. Report on Family Law:
Part V—Family Courts 51. Report on Family Law:
Part V—Family Courts 52. Annual Report 1973
May 6, 1974
53. International Convention
Providing a Uniform Law
on the Form of the
International Will
July 3, 1974
54. Annual Report 1974
March 31, 1975
55. Report on Family Law:
Part VI — Support
Obligations
April 18, 1975 [24] 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. Title
Mortmain, Charitable
Uses and Religious
Institutions
Date of
Report
February 27, 1976
Landlord and Tenant Law
The Law of Evidence
Annual Report 1975
Report on Changes of Name
Report on The Impact of
Divorce on Existing Wills
Annual Report 1976
Annual Report 1977
Report on Sale of Goods
Annual Report 1978
Report on Products Liability
Annual Report 1979
Report on the Enforcement
of Judgment Debts and
Related Matters, Part I
Report on the Enforcement
of Judgment Debts and
Related Matters, Part II
Report on the Enforcement
of Judgment Debts and
Related Matters, Part III
March 15, 1976
March 29, 1976
March 31, 1976
August 16, 1976
February 28, 1977
March 31, 1977
March 31, 1978
March 30, 1979
March 30, 1979
November 16, 1979
March 31, 1980
February 20, 1981
March 31, 1981
March 31, 1981
Legislation Concerning
Commission Proposals
The Religious Organiza-
tions' Lands Act, S.O. 1979, c. 45
The Anglican Church of
Canada Act, S.O. 1979,
c.46
The Registry
Amendment Act, S.O. 1979, c. 94, s. 17
The Vital Statistics
Amendment Act,
S.O. 1978, c. 81, s. 1
(partial implementation)
The Succession Law
Reform Act, S.O. 1977,
c. 40, s. 17(2) 56. 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. February 8, 1974 Title
Mortmain, Charitable
Uses and Religious
Institutions
Date of
Report
February 27, 1976
Landlord and Tenant Law
The Law of Evidence
Annual Report 1975
Report on Changes of Name
Report on The Impact of
Divorce on Existing Wills
Annual Report 1976
Annual Report 1977
Report on Sale of Goods
Annual Report 1978
Report on Products Liability
Annual Report 1979
Report on the Enforcement
of Judgment Debts and
Related Matters, Part I
Report on the Enforcement
of Judgment Debts and
Related Matters, Part II
Report on the Enforcement
of Judgment Debts and
Related Matters, Part III
March 15, 1976
March 29, 1976
March 31, 1976
August 16, 1976
February 28, 1977
March 31, 1977
March 31, 1978
March 30, 1979
March 30, 1979
November 16, 1979
March 31, 1980
February 20, 1981
March 31, 1981
March 31, 1981
Legislation Concerning
Commission Proposals
The Religious Organiza-
tions' Lands Act, S.O. 1979, c. 45
The Anglican Church of
Canada Act, S.O. 1979,
c.46
The Registry
Amendment Act, S.O. 1979, c. 94, s. 17
The Vital Statistics
Amendment Act,
S.O. 1978, c. 81, s. 1
(partial implementation)
The Succession Law
Reform Act, S.O. 1977,
c. 40, s. 17(2) 57. 58. 59. 60. 61. 62. 63. 64. 65. 66. 67. 68. 69. 70. Landlord and Tenant Law
The Law of Evidence
Annual Report 1975
Report on Changes of Name
Report on The Impact of
Divorce on Existing Wills
Annual Report 1976
Annual Report 1977
Report on Sale of Goods
Annual Report 1978
Report on Products Liability
Annual Report 1979
Report on the Enforcement
of Judgment Debts and
Related Matters, Part I
Report on the Enforcement
of Judgment Debts and
Related Matters, Part II
Report on the Enforcement
of Judgment Debts and
Related Matters, Part III
March 15, 1976
March 29, 1976
March 31, 1976
August 16, 1976
February 28, 1977
March 31, 1977
March 31, 1978
March 30, 1979
March 30, 1979
November 16, 1979
March 31, 1980
February 20, 1981
March 31, 1981
March 31, 1981
1979, c. 94, s. 17
The Vital Statistics
Amendment Act,
S.O. 1978, c. 81, s. 1
(partial implementation)
The Succession Law
Reform Act, S.O. 1977,
c. 40, s. 17(2) Many of the Commission's earlier Reports are no longer in print. Those
that are still in print may be ordered from Publications Services, Ministry of
Government
Services,
5th
Floor,
880
Bay
Street,
Toronto,
Ontario,
Canada, M7A1N8. [25] APPENDIX B
OFFICERS AND PERMANENT STAFF
ONTARIO LAW REFORM COMMISSION Chairman
Vice Chairman
Commissioners
Derek Mendes da Costa, Q.C., LL.B.,
LL.M.,S.J.D.,LL.D. Counsel
Secretary and
Administrative Officer
Legal Research Officers
Administrative Assistant
Secretary to Chairman
Secretary to Vice Chairman
Secretary to Counsel
Secretary to
Administrative Officer
Secretaries to
Legal Research Officers
Receptionist
Honourable George A. Gale, C.C., Q.C.,
LL.D. Honourable Richard A. Bell, P.C., Q.C. Honourable James C. McRuer, O.C.,
LL.D.,D.C.L. William R. Poole, Q.C. Barry A. Percival, Q.C. M. Patricia Richardson, B.A., M.A.,
LL.B. Miss A. F. Chute
M. A. Springman, B.A., M.A., M.Sc,
LL.B. Eric Gertner, LL.B., B.C.L. (Oxon)
Ann M. Merritt, B.A., LL.B. L. M. Fox, LL.B. Pamela M. Gibson, B.A., LL.B. Mrs. J. A. Brown, B.A. Mrs. Stephanie Hlynka
Mrs. E. N. Page
Mrs. D. M. Halyburton
Mrs. B. G. Woodley
Mrs. ToniFarrace
Ms. Victoria Van Asperen, B.Sc. Miss Mary M. O'Hara Chairman Derek Mendes da Costa, Q.C., LL.B., Derek Mendes da Costa, Q.C., LL.B., Derek Mendes da Costa, Q.C., LL.B.,
LL.M.,S.J.D.,LL.D. Honourable George A. Gale, C.C., Q.C.,
LL.D. Honourable Richard A. Bell, P.C., Q.C. Honourable James C. McRuer, O.C.,
LL.D.,D.C.L. William R. Poole, Q.C. Barry A. Percival, Q.C. M. Patricia Richardson, B.A., M.A.,
LL.B. LL.M.,S.J.D.,LL.D. LL.M.,S.J.D.,LL.D. Honourable George A. Gale, C.C., Q.C.,
LL.D. Honourable Richard A. Bell, P.C., Q.C. William R. Poole, Q.C. M. Patricia Richardson, B.A., M.A.,
LL.B. Miss A. F. Chute
M. A. Springman, B.A., M.A., M.Sc,
LL.B. Eric Gertner, LL.B., B.C.L. (Oxon)
Ann M. Merritt, B.A., LL.B. L. M. Fox, LL.B. Pamela M. Gibson, B.A., LL.B. Mrs. J. A. Brown, B.A. Mrs. Stephanie Hlynka
Mrs. E. N. Page
Mrs. D. M. Halyburton
Mrs. B. G. Woodley
Mrs. ToniFarrace
Ms. Victoria Van Asperen, B.Sc. Miss Mary M. O'Hara [27]
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Innovative Technologies of the Digital Economy as a Direction of Investment in the Development of Ukraine
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Innovative Technologies of the Digital Economy as a Direction of Investment
in the Development of Ukraine Innovative Technologies of the Digital Economy as a Direction of Investment
in the Development of Ukraine Niekrasova L.A., Polishchuk A.S. DOI: 10.15276/EJ.04.2022.2
DOI: 10.5281/zenodo.7675763
UDC: 336.71:338.28
JEL: G24, M13, O33
INNOVATIVE TECHNOLOGIES OF THE DIGITAL ECONOMY AS A DIRECTION
OF INVESTMENT IN THE DEVELOPMENT OF UKRAINE
ІННОВАЦІЙНІ ТЕХНОЛОГІЇ ЦИФРОВОЇ ЕКОНОМІКИ ЯК НАПРЯМОК
ІНВЕСТУВАННЯ У РОЗВИТОК УКРАЇНИ Liubov A. Niekrasova, DEcon, Professor
Odesa Polytechnic National University, Odesa, Ukraine
ORCID: 0000-0002-4305-7547
Email: l.a.nekrasova@op.edu.ua Liubov A. Niekrasova, DEcon, Professor
Odesa Polytechnic National University, Odesa, Ukraine
ORCID: 0000-0002-4305-7547
Email: l.a.nekrasova@op.edu.ua Anastasiia S. Polishchuk
Odesa Polytechnic National University, Odesa, Ukraine
ORCID: 0000-0002-4300-447X
Email: polishchuk.8864664@stud.op.edu.ua krasova L.A., Polishchuk A.S. Innovative Technologies of the Digital Economy as a Direction of Investment in the
elopment of Ukraine. Scientific and methodical article. Niekrasova L.A., Polishchuk A.S. Innovative Technologies of the Digital Economy as a Direction of Investment in
Development of Ukraine. Scientific and methodical article. The article examines the issue of innovative financial technologies in the context of the digital economy. The leading foreign
experience of investing in fintech companies was analyzed, and the dynamic development of financial technologies was proven
based on the analysis of statistical data. The main features of fintech companies are revealed. Quantitative and qualitative
methods (the method of discounted cash flows, the first Chicago method and the Berkus method) of company value estimation,
which are better than others, are able to take into account the peculiarities of the fintech industry, are considered. It has been
proven that the optimal valuation method for mature fintech companies is the discounted cash flow method and the first Chicago
method. A qualitative assessment of the Ukrainian fintech startup was also carried out using the Berkus method. Keywords: digital economy innovations financial technologies Internet cost estimation methods investment Keywords: digital economy, innovations, financial technologies, Internet, cost estimation methods, investment he pervasion of the Internet into all spheres of life is a global trend today. The transformation of
economic activity under the influence of the rapid development of online technologies led to the
formation of the digital economy. Innovative technologies of the digital economy contribute to the
opening of new opportunities – optimization of business processes, costs, open up new areas of
attracting capital and promotion of business projects. One area in which the impact of technology has become
particularly significant is finance. As a result of the integration of technology and finance, a new industry called
fintech has emerged. Fintech helps to speed up and simplify money-related transactions, and also creates new
opportunities. T T pp
In the field of financial technologies, radical changes are taking place at the current stage, which are
associated with increasing the level of automation, openness and consumer orientation. The importance of this
innovative sector is very great, as the global implementation of financial technologies grows by 15-20%
annually. In addition, in the conditions of the spread of the coronavirus infection, quarantine and forced
isolation, the relevance of the use of digital technologies in the financial sphere began to increase throughout the
world. Received 26.11.2022 Некрасова Л.А., Поліщук А.С. Інноваційні технології цифрової економіки як напрямок інвестування у розвиток України. Науково-методична стаття. У статті розглянуто питання інноваційних фінансових технологій у контексті цифрової економіки. Проаналізовано
провідний зарубіжний досвід інвестування у фінтех-компанії, доведено на основі аналізу статистичних даних
динамічний розвиток фінансових технологій. Виявлено основні особливості фінтех-компаній. Розглянуто кількісні та
якісні методи (метод дисконтованих грошових потоків, перший Чиказький метод та метод Беркуса) оцінки вартості
компанії, які краще за інших здатні врахувати особливості фінтех-галузі. Доведено, що для зрілих фінтех-компаній
оптимальним методом оцінки є метод дисконтованих грошових потоків та перший Чиказький метод. Також було
проведено якісну оцінку українського фінтех-стартапу методом Беркуса. у
у у
у
у
Ключові слова: цифрова економіка, інновації, фінансові технології, Інтернет, методи оцінки вартості, інвестиції The main part However, already in 2021, the region was revived and continues to grow rapidly [6]. In order to present a complete picture of the development of the fintech industry, it is worth looking at the
quantitative indicators of the age of fintech companies in the world. With the help of the CrunchBase platform,
which contains information about public and private organizations, a database of fintech companies with the date
of their creation was prepared. In total, information was received on 7.6 thousand operating fintech companies of
various industries. In figure 2 presents the distribution of fintech companies by year of foundation. According to
the data analysis, the average age of fintech companies created in the period from 2012 to 2021 is 4 years, the
median is 5 years. Young companies, whose age is up to 5 years, occupy 60% of the total market of fintech
companies, while mature companies make up less than 15% of the total number [6]. Stable growth in the number
of fintech companies is observed during the entire period under study, however, the global pandemic of COVID-
19 also affected the total number of companies in 2020 [7]. As can be seen from the chart, despite a temporary decrease in the number of investments in fintech
companies in 2016 and 2017, the number of transactions continues to grow, and in 2018-2019 the volume of
investments shows significant growth. 2020 sees a decline in investment and work due to the global crisis during
the COVID-19 pandemic. However, already in 2021, the region was revived and continues to grow rapidly [6]. In order to present a complete picture of the development of the fintech industry, it is worth looking at the
quantitative indicators of the age of fintech companies in the world. With the help of the CrunchBase platform,
which contains information about public and private organizations, a database of fintech companies with the date
of their creation was prepared. In total, information was received on 7.6 thousand operating fintech companies of
various industries. In figure 2 presents the distribution of fintech companies by year of foundation. According to
the data analysis, the average age of fintech companies created in the period from 2012 to 2021 is 4 years, the
median is 5 years. Analysis of recent researches and publications The work (Lee, D.K.C. et al, 2015) [1] shows that fintech companies are divided into 2 fundamentally
different groups: start-ups and developing ones. Depending on which group a company belongs to, there are
reasonable methods and approaches to determine the future profitability of a company. Methods for quantitative
analysis of fintech companies are justified in the articles (Rothman & Tiran, 2020) [2] and (Kotova, 2014) [3]. The rationale for the qualitative method in fintech companies is described in (Berkus, 2012) [4]. 14 ISSN:2521-6384 (Online), ISSN: 2521-103X (Print) Economic journal Odessa polytechnic university №4(22), 2022 The aim of the article. The purpose of this work is to analyze the leading foreign experience of investing in
financial technologies of the digital economy, to identify the optimal method for evaluating fintech companies as
an investment object, and to conduct a qualitative assessment of a Ukrainian fintech startup. The main part The term "Fintec" refers to the process of combining technology and finance, which leads to numerous
innovations such as online banking, robo-advising, peer-to-peer lending, cryptocurrencies, and so on. The
"financial technology market" refers to a rapidly growing market segment where existing and emerging
technologies simplify and improve business processes, products and services in the financial sector [5]. The vast
majority of fintech companies are located in the US or China due to the country's developed and open approach
to innovation. In view of the openness of reporting information on the financial results of companies, the
American company Square was chosen as an example of calculating the cost of a fintech company. A large number of unique fintech companies are created daily. Moreover, due to globalization and the
Internet, which creates an ease of international communication, fintech companies are a global trend. According
to statistics, approximately 30% of people in the world have access to traditional banking services. As of the end
of 2018, 50% of the population has access to the Internet, and more than 56% of the population already use
smartphones. The indicators continue to grow, therefore, the study of the fintech industry is extremely necessary,
because fintech contributes to an increase in the volume of economic integration in the world and reduces
inequality. Thus, this industry is currently attracting many investors. According to the KPMG FinTech Report,
global investments in fintech companies in 2018 reached $148 billion across 2.196 transactions. The growth
dynamics of investments in fintech companies from 2012 to 2021 can be seen in figure 1. Figure 1. Investments in fintech companies and the number of transactions
Source: compiled by the authors on materials [6-7]
6,1
18,9
45,4
67,1
63,4
59,2
148,6
215,1
127,7
226,5
0
500
1000
1500
2000
2500
3000
0
50
100
150
200
250
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021 Figure 1. Investments in fintech companies and the number of transactions
Source: compiled by the authors on materials [6-7] As can be seen from the chart, despite a temporary decrease in the number of investments in fintech
companies in 2016 and 2017, the number of transactions continues to grow, and in 2018-2019 the volume of
investments shows significant growth. 2020 sees a decline in investment and work due to the global crisis during
the COVID-19 pandemic. The main part Young companies, whose age is up to 5 years, occupy 60% of the total market of fintech
companies, while mature companies make up less than 15% of the total number [6]. Stable growth in the number
of fintech companies is observed during the entire period under study, however, the global pandemic of COVID-
19 also affected the total number of companies in 2020 [7]. The main source of funding for fintech projects in the world is venture capital, its share in the total amount of
funding is more than 70%. An analysis of the current state of the global market of financial technologies showed
that the following sectors received the majority of investments: money transfers and payments - 20%, lending
and banking technologies – 39%, financial planning – 10%, etc. Global trends in fintech include mobile financial
services, financial and account management, money transfers, robot advisors, insurance technologies,
crowdfunding, P2P lending, blockchain and cryptocurrencies. In Ukraine, the market of financial technologies is
at the initial stage of formation. Today, more than 100 companies work in the field of financial technologies in
Ukraine, most of which work in the field of payment/money transfer (38 companies), technology and 15 Innovative Technologies of the Digital Economy as a Direction of Investment
in the Development of Ukraine Niekrasova L.A., Polishchuk A.S. infrastructure (36 companies), and mobile wallets (22 companies). According to the information provided in the
Ukrainian Fintech catalog 2019, about 70% of fintech companies work without attracting money from third-
party investors, of which 61% rely exclusively on their own funds, another 9% – attract money from friends and
relatives, 30% use external investments, mainly private investors and angel investments [8]. Figure 2. Distribution of fintech companies by year of foundation
Source: compiled by the authors on materials [6, 7]
88
611
879
946
963
1071
991
984
862
1093
0
200
400
600
800
1000
1200
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
Number of fintech companies Figure 2. Distribution of fintech companies by year of foundation
Source: compiled by the authors on materials [6, 7] The crisis situation in the innovative sphere of the Ukrainian economy is caused primarily by the lack of it
innovative investment model of market strategy enterprises in the management of innovative activities. The main part Value of Square by DCF
Period number
1
2
3
4
5
6
7-10
11
12
Stable
growth
Projected revenue
growth rate
52%
56%
47%
43%
35%
32%
26.4%
-10%
6%
4%
2%
FCFF
742
(127)
(50)
101
405
842
7866
3361
3299
91593
Reduced FCFF
662
(101)
(36)
65
236
440
3069
1022
900
24984
Square's value in millions of dollars
$ 31240
Source: compiled by the authors on materials [10] Table 2. Discount rate for Square
Index
Growth
Slowdown in growth
Stability
WACC
12.0%
11.4%
7.1%
Re
21.8%
20.6%
10.7%
Beta
3.20
3.00
1.35
Rd
5.5%
E/V
43.7%
D/V
56.3%
Corporate tax
21%
Source: compiled by the authors on materials [10]
Table 3. Value of Square by DCF
Period number
1
2
3
4
5
6
7-10
11
12
Stable
growth
Projected revenue
growth rate
52%
56%
47%
43%
35%
32%
26.4%
-10%
6%
4%
2%
FCFF
742
(127)
(50)
101
405
842
7866
3361
3299
91593
Reduced FCFF
662
(101)
(36)
65
236
440
3069
1022
900
24984
Square's value in millions of dollars
$ 31240
Source: compiled by the authors on materials [10] Table 2. Discount rate for Square
Index
Growth
Slowdown in growth
Stability
WACC
12.0%
11.4%
7.1%
Re
21.8%
20.6%
10.7%
Beta
3.20
3.00
1.35
Rd
5.5%
E/V
43.7%
D/V
56.3%
Corporate tax
21%
Source: compiled by the authors on materials [10] p
Source: compiled by the authors on materials [10] Table 3. Value of Square by DCF
Period number
1
2
3
4
5
6
7-10
11
12
Stable
growth
Projected revenue
growth rate
52%
56%
47%
43%
35%
32%
26.4%
-10%
6%
4%
2%
FCFF
742
(127)
(50)
101
405
842
7866
3361
3299
91593
Reduced FCFF
662
(101)
(36)
65
236
440
3069
1022
900
24984
Square's value in millions of dollars
$ 31240
Source: compiled by the authors on materials [10] Table 3. Value of Square by DCF The first Chicago Method. Since the company is relatively young and historically has not yet begun to turn a
profit, but its revenue is growing rapidly, the probability of an optimistic scenario was estimated at 80%, realistic
at 15%, and pessimistic at 5%. Table 4 contains scenario projections. p
Calculation results in tables 5 and 6. Table 4. The main part Methodology for evaluating fintech companies 16 ISSN:2521-6384 (Online), ISSN: 2521-103X (Print) Economic journal Odessa polytechnic university This paper considers such approaches to valuation of developed fintech companies as cash flow discounting
methods and the first Chicago method. But quantitative methods are not suitable for evaluating start-up fintech
companies, because these companies have no financial reporting, that is why the Berkus qualitative method was
chosen to evaluate a Ukrainian fintech start-up company Zeely. The analysis of Square. 1. Discount method. The company has a short history. According to the financial
statements presented in Appendix 3, it can be seen that over the 10 years of its existence, the company has not
managed to reach the level of positive net profit1. However, by the end of 2018, the value began to approach
zero more and more. At the same time, the company's revenue growth rate is increasing annually and reaches
41% in 2018, which tells us that the company is in a stage of rapid growth. It is expected that the growth rate
will increase and then begin to decline to the level of economic growth. Accordingly, to calculate the value of
Square, build a forecast for 12 years, assuming that after 22 years of its existence (2030), the company will enter
the stage of stable growth. In the first step, the expected growth rate will increase from 52% in 2019 to 56% in
2020, and then gradually decrease to 3.7% by 2030. To calculate the terminal value of the company, the growth
rate of a stable fintech company engaged in electronic payments is used, equal to 2% [10]. The cash flow
discount rates will differ across the three stages as the company's risk decreases over time. The results of
calculating the company's value using the discounted cash flow method are presented in tables 2 and 3, in US
dollars: Table 2. Discount rate for Square
Index
Growth
Slowdown in growth
Stability
WACC
12.0%
11.4%
7.1%
Re
21.8%
20.6%
10.7%
Beta
3.20
3.00
1.35
Rd
5.5%
E/V
43.7%
D/V
56.3%
Corporate tax
21%
Source: compiled by the authors on materials [10]
Table 3. The main part According to researchers, the main goal of innovation strategy in Ukraine is to prevent the disintegration of the
scientific and innovative sphere and to create prerequisites for the rapid and effective introduction of technical
and technological innovations in all spheres of the economy activities, ensuring structural and technological
prerequisites at the enterprise level [9]. p
q
p
Valuation of companies is a widely researched issue. Of the many ways to assess the value of companies,
those that are best able to take into account the peculiarities of the fintech industry were chosen (table 1). When analyzing articles by various authors, special attention was paid to methods for evaluating innovative,
young and fast-growing companies [2-4]. Table 1. Methodology for evaluating fintech companies
Method name
The essence of the methodology
Formula
Discounted
cash flow method
The components of the method are cash flows, which can be
defined as a series of expected periodic cash flows from the
business. The value of a company using this method is
calculated by discounting the company's capital at a discount
rate equal to the cost of raising equity, and then adding the
market value of the debt to the resulting value. Cost of own capital=
( )
( )
( ) ,
First Chicago
Method
This method involves the calculation of a financial forecast
for each of the three scenarios for the company's
development: success (optimistic scenario); survival (realistic
scenario), failure (pessimistic scenario). The value of the firm
under each scenario is calculated using the discounted cash
flow method. The last step is an expert assessment of the
probabilities of occurrence of each of the scenarios and the
summation of the weighted average cost of all scenarios
according to the formula. alu α* 1 β* 2 γ* 3,
α β γ ,
where:
α, β, γ – the estimated probabilities
of each of the scenarios,
V1, V2, V3 – estimated discounted
cash flows for the three scenarios. The Berkus
method
Dave Berkus proposed the concept of firm valuation, in
which the creator must answer one question, will the
company achieve $20 million in revenue after 5 years of
operation. If the answer is yes, each of the following
characteristics must be assessed in the range from $0 to
$500.000. Charasteristics:
idea, prototype, qualified
management team, strategic
communications, product
promotion
Source: compiled by the authors on materials [2-4] Table 1. The main part Calculating the value of Square by the first Chicago method
Projected growth rate
Optimistic
Realistic
Pessimistic
1
2
3
4
2019
52%
42%
25%
2020
56%
47%
30%
2021
47%
35%
18%
2022
43%
30%
16%
2023
35%
24%
12%
2024
32%
21%
10%
2025
26%
17%
7%
2026
21%
13%
5%
2027
16%
14%
4%
2028
10%
8%
3%
2029
6%
4%
2%
2030
4%
3%
2%
Post-forecast period
2%
2%
1% Table 4. Calculating the value of Square by the first Chicago method 17 Innovative Technologies of the Digital Economy as a Direction of Investment
in the Development of Ukraine Niekrasova L.A., Polishchuk A.S. Continuation of Table 4
1
2
3
4
Discounted Cash Flows
FCFF 2019
662
684
718
FCFF 2020
(101)
(73)
(31)
FCFF 2021
(36)
(1)
35
FCFF 2022
65
87
83
FCFF 2023
236
201
138
FCFF 2024
440
316
186
FCFF 2025
703
441
227
FCFF 2026
662
387
187
FCFF 2027
789
418
187
FCFF 2028
915
472
189
FCFF 2029
1 022
517
195
FCFF 2030
900
446
165
FCFF in the post-forecast period
24984
12228
3680
Company value
31240
16121
5959
Scenario probabilities
80%
15%
5%
Total value of Square
$27 708
Source: compiled by the authors on materials [10] Table 5. Results of Square's valuation using the first Chicago method
Scenarios
Optimistic
Realistic
Pessimistic
Company value
31240
16121
5959
Scenario probabilities
80%
15%
5%
The total cost
$27708
Source: compiled by the authors on materials [10] Table 5. Results of Square's valuation using the first Chicago method Table 6. Summary of obtained results in billion U.S. dollars
Method
Result
DCF
31.2
The first Chicago method
27.7
Net value
31.94
Source: compiled by the authors on materials [10] Thus, the most accurate assessment of the company was obtained using the discounted cash flow method,
because when using the first Chicago method, there is a subjective component in the assessment of experts,
which can affect the results. Qualitative evaluation of a fintech company using the Berkus method. On the example of the Ukrainian
fintech company Zeely, the application of the Berkus method will be considered. This is a growth marketing app
that increases business income for entrepreneurs. The information needed for the evaluation was obtained from
the startup website [11]. The main part As part of the Berkus method, it is assumed that after 5 years of operation, Zeely will be
able to achieve a revenue of $20 million. Next, the quality characteristics of the company were assessed. The
first characteristic evaluated is the idea. Similar platforms already exist, however, they often require a higher fee,
unlike the startup in question. The next characteristic is the prototype, indicating the presence of unique, well-
developed technologies. It is the process of automating the process of creating a sales-oriented website, sales
funnels, automatic launch of Facebook and Google online advertising, integration with a CRM system and
analytics in just a few clicks that is unique. The third characteristic involves the assessment of the company's management team. The CEO & Founder
has experience in startups and spent 3 years at Google building and improving company websites. However, the
rest of the team of co-founders of the project do not have experience in working with similar projects because
they are students at Ukrainian universities. Regarding strategic connections, the company's CEO & Founder is a
founder/employee of other fintech companies, which greatly reduces market risk due to the company's
management's awareness of the industry, as well as the assumed presence of the necessary connections. The last
characteristic evaluates how well the company promotes its services and whether the company has started its
activities. To date, Zeely is just starting to gain a customer base with the help of the possibility of registering on
the site. Internet sources were analyzed for company information and advertising, and only social networks and a
website were found. Accordingly, this characteristic receives a low rating. The evaluation results are presented in
the table 7 in US dollars: 18 Economic journal Odessa polytechnic university ISSN:2521-6384 (Online), ISSN: 2521-103X (Print) №4(22), 2022 Table 7. Berkus Valuation of Zeely
Zeely qualitative evaluation
Value
1. Idea
$400000
2. Prototype
$400000
3. Qualified management team
$100000
4. Strategic connections
$150000
5. Promoting a product or launching an activity
$100000
Zeely company value
$1150000
Source: authors' own development Table 7. Berkus Valuation of Zeely The total cost of the company according to the Berkus method is estimated at 1.150 million US dollars. The
method includes some characteristics of fintech companies and is able to evaluate them, however, because of the
2.5 million limit, however, it may not reflect the real value of fintech startups. Abstract Innovative technologies of the digital economy contribute to the opening of new opportunities - optimization
of business processes, costs, open up new areas of attracting capital and promotion of business projects. As a
result of the integration of technology and finance, a new industry called fintech has emerged. The importance of
this innovative sector is very great, as the global implementation of financial technologies grows by 15-20%
annually. The purpose of this work is to analyze the leading foreign experience of investing in financial technologies of
the digital economy, to identify the optimal method for evaluating fintech companies as an investment object,
and to conduct a qualitative assessment of a Ukrainian fintech startup. Within this framework, the concept of a fintech company was revealed, trends in the development of the
industry were analyzed, forecasts were made for the development of the industry as a whole. The vast majority
of fintech companies are located in the US or China due to the country's developed and open approach to
innovation. Fintech contributes to an increase in the volume of economic integration in the world and reduces
inequality. Thus, this industry is currently attracting many investors. In Ukraine, the market of financial
technologies is at the initial stage of formation. In the empirical part of the work, a quantitative analysis was carried out using the discounted cash flow
method and the first Chicago method for developed fintech companies. Thus, the most accurate assessment of
the company was obtained using the discounted cash flow method, because when using the first Chicago
method, there is a subjective component in the assessment of experts, which can affect the results. The Berkus
method was used to evaluate Ukrainian start-up fintech companies without financial results. Based on the
calculations made and comparisons with the market value, the relevance of these research methods was
confirmed. Since the popularity of fintech companies is growing at a noticeable pace, and universal methods for valuing
such companies still do not exist, this may be a prerequisite for further research on the issue. The main part Within this framework, the concept of a fintech company was revealed, trends in the development of the
industry were analyzed, forecasts were made for the development of the industry as a whole. In the empirical
part of the work, a quantitative analysis was carried out using the discounted cash flow method and the first
Chicago method for developed fintech companies, while the Berkus method was used to evaluate start-up fintech
companies without financial results. Based on the calculations made and comparisons with the market value, the
relevance of these research methods was confirmed. Since the popularity of fintech companies is growing at a
noticeable pace, and universal methods for valuing such companies still do not exist, this may be a prerequisite
for further research on the issue. It is likely that over the years, when more mature fintech companies appear on
the market, it will be possible to build more accurate valuation models that, in addition to assumptions and
theory, will be based on average historical data. 1. Lee, D.K.C., & TEO, G.S.Z.J. Emergence of FinTech and the LASIC Principles. Journal of Financial
P sp c iv s. 0 5. ( ), . р. -24. . Rothman, Tiran. Valuation Methods: The First Chicago Venture Method and the Use of Real Option
Valuations of Early-Stage Companies and Disruptive Technologies. 2020. p. 10-12. 3. Kotova M.V. The theoretical and methodological basis of startups valuation. Economy: realities of
time. 2014. № 1 (11). p. 107-112. 1. Lee, D.K.C., & TEO, G.S.Z.J. Emergence of FinTech and the LASIC Principles. Journal of Financial
P sp c iv s. 0 5. ( ), . р. -24.
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of Ukraine / L.A. Niekrasova, A.S. Polishchuk // Економічний журнал Одеського політехнічного університету.
– 2022. – № 4(22). – С. 14-20. – Режим доступу до журн.: https://economics.net.ua/ejopu/2022/No4/14.pdf.
DOI: 10.15276/EJ.04.2022.2. DOI: 10.5281/zenodo.7675763. 8. Шевченко О.М., Рудич Л.В. Розвиток фінансових технологій в умовах цифровізації економіки
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economy.nayka.com.ua/?op=1&z=8053. Посилання на статтю: Посилання на статтю: Niekrasova L.A. Innovative Technologies of the Digital Economy as a Direction of Investment in the Development
of Ukraine / L.A. Niekrasova, A.S. Polishchuk // Економічний журнал Одеського політехнічного університету. – 2022. – № 4(22). – С. 14-20. – Режим доступу до журн.: https://economics.net.ua/ejopu/2022/No4/14.pdf. DOI: 10.15276/EJ.04.2022.2. DOI: 10.5281/zenodo.7675763. Niekrasova L.A. Innovative Technologies of the Digital Economy as a Direction of Investment in the Development
of Ukraine / L.A. Niekrasova, A.S. Polishchuk // Економічний журнал Одеського політехнічного університету. – 2022. – № 4(22). – С. 14-20. – Режим доступу до журн.: https://economics.net.ua/ejopu/2022/No4/14.pdf. DOI: 10.15276/EJ.04.2022.2. DOI: 10.5281/zenodo.7675763. Reference a Journal Article: 20
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Internet use by older adults with bipolar disorder: international survey results
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Abstract Background: The world population is aging and the number of older adults with bipolar disorder is increasing. Digi‑
tal technologies are viewed as a framework to improve care of older adults with bipolar disorder. This analysis quanti‑
fies Internet use by older adults with bipolar disorder as part of a larger survey project about information seeking. Background: The world population is aging and the number of older adults with bipolar disorder is increasing. Digi‑
tal technologies are viewed as a framework to improve care of older adults with bipolar disorder. This analysis quanti‑
fies Internet use by older adults with bipolar disorder as part of a larger survey project about information seeking. Methods: A paper-based survey about information seeking by patients with bipolar disorder was developed and
translated into 12 languages. The survey was anonymous and completed between March 2014 and January 2016 by
1222 patients in 17 countries. All patients were diagnosed by a psychiatrist. General estimating equations were used
to account for correlated data. Results: Overall, 47% of older adults (age 60 years or older) used the Internet versus 87% of younger adults (less than
60 years). More education and having symptoms that interfered with regular activities increased the odds of using the
Internet, while being age 60 years or older decreased the odds. Data from 187 older adults and 1021 younger adults
were included in the analysis excluding missing values. Conclusions: Older adults with bipolar disorder use the Internet much less frequently than younger adults. Many
older adults do not use the Internet, and technology tools are suitable for some but not all older adults. As more
health services are only available online, and more digital tools are developed, there is concern about growing health
disparities based on age. Mental health experts should participate in determining the appropriate role for digital tools
for older adults with bipolar disorder. © The Author(s) 2018. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. *Correspondence: michael.bauer@uniklinikum‑dresden.de
1 Department of Psychiatry and Psychotherapy, University Hospital Carl
Gustav Carus, Technische Universität Dresden, Dresden, Germany
Mark Zetin: Deceased in 2017
Full list of author information is available at the end of the article Internet use by older adults with bipolar
disorder: international survey results Rita Bauer1, Tasha Glenn2, Sergio Strejilevich3, Jörn Conell1,4, Martin Alda5, Raffaella Ardau6,
Bernhard T. Baune7, Michael Berk8,9,10,11,12, Yuly Bersudsky13, Amy Bilderbeck14, Alberto Bocchetta15,
Angela M. Paredes Castro8,9, Eric Y. W. Cheung16, Caterina Chillotti6, Sabine Choppin17, Alessandro Cuomo18,
Maria Del Zompo15, Rodrigo Dias19, Seetal Dodd8,9,10, Anne Duffy20, Bruno Etain21, Andrea Fagiolini18,
Miryam Fernández Hernandez22, Julie Garnham5, John Geddes14, Jonas Gildebro23, Michael J. Gitlin24,
Ana Gonzalez‑Pinto22, Guy M. Goodwin14, Paul Grof25,26, Hirohiko Harima27, Stefanie Hassel28,
Chantal Henry21,29, Diego Hidalgo‑Mazzei30, Anne Hvenegaard Lund23, Vaisnvy Kapur31, Girish Kunigiri32,
Beny Lafer19, Erik R. Larsen33,34, Ute Lewitzka1, Rasmus W. Licht35,36, Blazej Misiak37, Patryk Piotrowski37,
Ângela Miranda‑Scippa38, Scott Monteith39, Rodrigo Munoz40, Takako Nakanotani41, René E. Nielsen35,
Claire O’Donovan5, Yasushi Okamura27, Yamima Osher13, Andreas Reif42, Philipp Ritter1, Janusz K. Rybakowski43,
Kemal Sagduyu44, Brett Sawchuk20, Elon Schwartz45, Claire Slaney5, Ahmad H. Sulaiman46, Kirsi Suominen47,
Aleksandra Suwalska43, Peter Tam48, Yoshitaka Tatebayashi41, Leonardo Tondo49,50, Julia Veeh42, Eduard Vieta30,
Maj Vinberg51, Biju Viswanath52, Mark Zetin53, Peter C. Whybrow24 and Michael Bauer1* Abstract Bauer et al. Int J Bipolar Disord (2018) 6:20
https://doi.org/10.1186/s40345-018-0127-7
RESEARCH
Internet use by older adults with bipolar
disorder: international survey results
Rita Bauer1, Tasha Glenn2, Sergio Strejilevich3, Jörn Conell1,4, Martin Alda5, Raffaella Ardau6,
Bernhard T. Baune7, Michael Berk8,9,10,11,12, Yuly Bersudsky13, Amy Bilderbeck14, Alberto Bocchetta15,
Angela M. Paredes Castro8,9, Eric Y. W. Cheung16, Caterina Chillotti6, Sabine Choppin17, Alessandro Cuomo18,
Maria Del Zompo15, Rodrigo Dias19, Seetal Dodd8,9,10, Anne Duffy20, Bruno Etain21, Andrea Fagiolini18,
Miryam Fernández Hernandez22, Julie Garnham5, John Geddes14, Jonas Gildebro23, Michael J. Gitlin24,
Ana Gonzalez‑Pinto22, Guy M. Goodwin14, Paul Grof25,26, Hirohiko Harima27, Stefanie Hassel28,
Chantal Henry21,29, Diego Hidalgo‑Mazzei30, Anne Hvenegaard Lund23, Vaisnvy Kapur31, Girish Kunigiri32,
Beny Lafer19, Erik R. Larsen33,34, Ute Lewitzka1, Rasmus W. Licht35,36, Blazej Misiak37, Patryk Piotrowski37,
Ângela Miranda‑Scippa38, Scott Monteith39, Rodrigo Munoz40, Takako Nakanotani41, René E. Nielsen35,
Claire O’Donovan5, Yasushi Okamura27, Yamima Osher13, Andreas Reif42, Philipp Ritter1, Janusz K. Rybakowski43,
Kemal Sagduyu44, Brett Sawchuk20, Elon Schwartz45, Claire Slaney5, Ahmad H. Sulaiman46, Kirsi Suominen47,
Aleksandra Suwalska43, Peter Tam48, Yoshitaka Tatebayashi41, Leonardo Tondo49,50, Julia Veeh42, Eduard Vieta30,
Maj Vinberg51, Biju Viswanath52, Mark Zetin53, Peter C. Whybrow24 and Michael Bauer1*
Open Access Bauer et al. Int J Bipolar Disord (2018) 6:20
https://doi.org/10.1186/s40345-018-0127-7
RESEARCH
Internet use by older adults with bipolar
disorder: international survey results
Rita Bauer1, Tasha Glenn2, Sergio Strejilevich3, Jörn Conell1,4, Martin Alda5, Raffaella Ardau6,
Bernhard T. Baune7, Michael Berk8,9,10,11,12, Yuly Bersudsky13, Amy Bilderbeck14, Alberto Bocchetta15,
Angela M. Paredes Castro8,9, Eric Y. W. Cheung16, Caterina Chillotti6, Sabine Choppin17, Alessandro Cuomo18,
Maria Del Zompo15, Rodrigo Dias19, Seetal Dodd8,9,10, Anne Duffy20, Bruno Etain21, Andrea Fagiolini18,
Miryam Fernández Hernandez22, Julie Garnham5, John Geddes14, Jonas Gildebro23, Michael J. Gitlin24,
Ana Gonzalez‑Pinto22, Guy M. Goodwin14, Paul Grof25,26, Hirohiko Harima27, Stefanie Hassel28,
Chantal Henry21,29, Diego Hidalgo‑Mazzei30, Anne Hvenegaard Lund23, Vaisnvy Kapur31, Girish Kunigiri32,
Beny Lafer19, Erik R. Larsen33,34, Ute Lewitzka1, Rasmus W. Licht35,36, Blazej Misiak37, Patryk Piotrowski37,
Ângela Miranda‑Scippa38, Scott Monteith39, Rodrigo Munoz40, Takako Nakanotani41, René E. Nielsen35,
Claire O’Donovan5, Yasushi Okamura27, Yamima Osher13, Andreas Reif42, Philipp Ritter1, Janusz K. Rybakowski43,
Kemal Sagduyu44, Brett Sawchuk20, Elon Schwartz45, Claire Slaney5, Ahmad H. Sulaiman46, Kirsi Suominen47,
Aleksandra Suwalska43, Peter Tam48, Yoshitaka Tatebayashi41, Leonardo Tondo49,50, Julia Veeh42, Eduard Vieta30,
Maj Vinberg51, Biju Viswanath52, Mark Zetin53, Peter C. Whybrow24 and Michael Bauer1*
Open Access Bauer et al. Int J Bipolar Disord (2018) 6:20
https://doi.org/10.1186/s40345-018-0127-7 Open Access Backgroundh was approved by institutional review boards according
to local requirements. The patients who completed the
survey resided in 17 countries. The survey was translated
into 12 local languages: Chinese, Danish, Finnish, French,
German, Hebrew, Italian, Japanese, Polish, Portuguese,
Spanish, and English (versions for US/Canada, UK and
Australia). The 1222 surveys were received from patients
in Australia (N = 22), Brazil (N = 100), Canada (N = 109),
Denmark (N = 209), Finland (N = 16), France (N = 50),
Germany (N = 82), Hong Kong (N = 91), India (N = 30),
Israel (N = 46), Italy (N = 80), Japan (N = 35), Malaysia
(N = 25), Poland (N = 125), Spain (N = 82), UK (N = 50),
and the US (N = 70).h The world’s population is living longer, with the percent-
age of people over age 60 years expected to nearly dou-
ble from 12 to 22% between 2015 and 2050 (WHO 2015). Today, up to 25% of the population with bipolar disorder
is age 60 years or older (Sajatovic et al. 2015). Older adults
with bipolar disorder differ in the disease onset and clini-
cal course, and most have multiple medical comorbidities
especially endocrine, respiratory and cardiovascular con-
ditions (Lala and Sajatovic 2012). Digital technology pro-
vides a framework to improve care for older adults with
bipolar disorder by enabling remote visits, online psy-
chological interventions, health monitoring, information
seeking, peer support groups and self-management tools
(Gliddon et al. 2017; Hidalgo-Mazzei et al. 2015; Torous
et al. 2016). The survey questions and methodology were published
previously (Bauer et al. 2016; Bauer R et al. 2017; Conell
et al. 2016). Since paper-based surveys were used, dupli-
cate data entry was performed to minimize data entry
errors. A model to evaluate the differences in Internet
use by those age 60 years and older was estimated using
the generalized estimating equation (GEE) statistical
technique to accommodate imbalances in the number of
responses from collection sites, and correlation in survey
responses within collection sites. Variables significant at
the 0.05 level in univariate analyses were included in the
multivariate model estimates. SPSS version 24.0 was used
for all analyses. In addition to providing help with bipolar disor-
der, Internet use by older adults in the community may
decrease loneliness, and increase social support (Fors-
man and Nordmyr 2017; Heo et al. 2015). Bauer et al. Int J Bipolar Disord (2018) 6:20 Page 2 of 7 Page 2 of 7 Results 1222 patients completed the survey. The patients were
62% female, had a mean age of 44 years (SD 13.8) rang-
ing between 17 and 86 years, and completed 14 (SD 3.2)
years of education. The demographic characteristics are
shown in Table 1. Of the 1222 patients, 81% used the
Internet (976 of 1212 valid responses) (Bauer et al. 2016). There were 1208 valid responses to both the ques-
tions on age and “Do you use the Internet?” Of the
1208 patients, 187 were 60 years or older and of these
88 (47%) used the Internet. Of the 1021 younger
adults, 884 (87%) used the Internet. Table 2 shows
the best fitting model to assess differences in Inter-
net use between the older adults and younger adults. The model includes variables for age 60 years or older,
years of education, and if bipolar disorder sometimes
or frequently interfered with regular activities. The
estimated coefficients suggest that if age was 60 years
or older, the odds of using the Internet will decrease
by 86%, a 1 year increase in education will increase the
odds of using the Internet by 30%, and if bipolar disor-
der interferes with regular activities, the odds of using
the Internet will increase by 76%. 1222 patients completed the survey. The patients were
62% female, had a mean age of 44 years (SD 13.8) rang-
ing between 17 and 86 years, and completed 14 (SD 3.2)
years of education. The demographic characteristics are
shown in Table 1. Of the 1222 patients, 81% used the
Internet (976 of 1212 valid responses) (Bauer et al. 2016). To gain insight into online information seeking by
patients with bipolar disorder, we previously surveyed
1222 adult outpatients with bipolar disorder living in 17
countries between March 2014 and January 2016 (Bauer
et al. 2016; Conell et al. 2016). Of the patients in the sur-
vey, 81% used the Internet, a percentage similar to that of
the general public (Bauer et al. 2016). The purpose of this
analysis was to compare Internet use between the older
adults, defined as 60 years or older, and younger adults
less than 60 years, who completed this survey. Backgroundh Internet use
may also contribute to maintaining health literacy, or the
ability to read, understand and act on health informa-
tion (Kobayashi et al. 2015; Andrus and Roth 2002). Gov-
ernment and health care providers increasingly use the
Internet as the primary form of communication about
health and social services (Chang et al. 2015). Digital
technologies are viewed as a means to maximize inde-
pendence and facilitate aging in place, including for those
with disabilities (Agree 2014; Reeder et al. 2013; Schulz
et al. 2015), and to provide cost-effective care for the
growing elderly population (Deloitte 2015). Most studies
of Internet use involve community dwelling older adults
and do not focus on mental illness. As the role of online
services and monitoring technologies increases, more
understanding of Internet use by older adults with bipo-
lar disorder is needed. Methodsh The 39-question survey was anonymous, and took about
20 min to complete. The survey was paper based to maxi-
mize participation including of those who do not use
the Internet. All participants were recruited locally by
their psychiatrist with no online recruitment. The study Of those who used the Internet, 689/880 (78%) of
younger adults and 59/88 (67%) of older adults looked
for information on bipolar disorder. While this appears Bauer et al. Int J Bipolar Disord (2018) 6:20 Page 3 of 7 Table 1 Patient demographics (N = 1222)a Table 1 Patient demographics (N = 1222)a Table 1 Patient demographics (N = 1222)a
a 14 patients were missing responses to questions on age or “Do you use the Internet”? Methodsh All missing values were excluded
Age 60 or older (N = 187)
Age 59 or younger (N = 1021)
All ages (N = 1208)
N
%
N
%
N
%
Diagnosis
BP I
107
58
657
65
764
63
BP II
70
38
308
30
378
32
BP NOS
8
4
48
5
56
5
Gender
Female
120
64
637
62
757
62
Male
68
36
390
38
458
38
Employment status
Full-time
31
17
529
52
560
47
Not full-time
156
83
482
48
638
53
Marital status
Married or living with partner
112
60
478
47
590
49
Not married
76
40
543
53
619
51
Income group
Upper income
14
8
66
7
80
7
Middle income
105
57
487
48
592
49
Lower income
65
35
468
45
533
44
Live alone
Yes
54
29
245
24
299
25
No
131
71
777
76
908
75
Mood in last 6 months
Mostly normal
118
63
460
45
578
48
Mostly not normal
69
37
561
55
630
52
BP disorder interfered with regular activities
Frequently or sometimes
89
47
676
66
765
63
Rarely or never
99
53
347
34
446
37
Confident managing living
Very confident
89
48
363
36
452
38
Not very confident
98
52
659
64
754
62
Confident knowing when to see physician
Very confident
117
62
578
57
695
57
Not very confident
71
38
445
43
516
43
N
Mean (SD)
N
Mean (SD)
N
Mean (SD)
Years of education
184
13 (3.6)
1010
14 (3.1)
1194
14 (3.2)
Age of onset
186
36 (13.6)
1011
25 (9.4)
1197
27 (10.9) research on older adults not specific to bipolar disor-
der. Internet use by community dwelling older adults is
increasing, with studies reporting percentages between
36 and 67%, but remains considerably lower than for
younger adults (Levine et al. 2016; Friemel 2016; Yu
et al. 2016; Anderson and Perrin 2017; Chang et al. 2015). As in prior research, more education and expe-
riencing symptoms were associated with increased similar, insufficient data were available on the older
adults for a more detailed statistical analysis. Discussion Older adults with bipolar disorder used the Internet
much less frequently than younger adults. Overall,
47% of older adults used the Internet versus 87% of
younger adults. This finding is consistent with prior Bauer et al. Int J Bipolar Disord (2018) 6:20 Page 4 of 7 Table 2 Explanatory
model
based
on
responses
from the patients who use the Internet (N = 1208)
a Patients with missing values were not included
b 187 patients were age 60 years or older at time of study
Independent variablesa
Parameter
Significance
OR
95% CI
Intercept
< 0.001
0.136
0.053, 0.349
Age 60 years or olderb
< 0.001
0.141
0.082, 0.241
Bipolar disorder sometimes or
frequently interferes with regular
activities
0.001
1.764
1.246, 2.497
Years of education
< 0.001
1.302
1.229, 1.380 Table 2 Explanatory
model
based
on
responses
from the patients who use the Internet (N = 1208) psychiatrist (Hallett et al. 2013). Some older adults do
not trust the Internet as a source of health information
(Sbaffi and Rowley 2017; Zulman et al. 2011). In studies of
patients with a mean age ≥ 50 years, those with a strong
therapeutic relationship with a physician were less likely
to search for health information on the Internet (Hou
and Shim 2010), and more likely to defer decision mak-
ing to the physician (Park et al. 2014). In this survey, the
primary reason why Internet users of all ages did not seek
information about bipolar disorder was because they pre-
fer to rely on information from a physician (Bauer et al. 2016). Regardless of age, most patients who did not use the
Internet in this survey lacked technical skills (Bauer et al. 2016). One option to increase technology use by older
adults is to provide training, but there are many serious
concerns with novice Internet users. The elderly are such
frequent targets for financial fraud that it is considered
a public health problem in the US (Burnes et al. 2017;
CDC 2015), and the scams targeting older adults have
moved online (FBI 2014; Carlson 2007). In 2016, in the
US, adults over age 60 were the largest group of victims
of Internet crime, and suffered the largest monetary
losses (FBI 2016). Factors that increase vulnerability to
online fraud include low technical skills, individual traits,
cognitive impairment, and depression in older adults
(Monteith and Glenn 2016; Lichtenberg et al. 2016). Discussion Many older adults are not knowledgeable about Inter-
net security hazards and measures to protect privacy
(Grimes et al. 2010; Home Instead 2017; Holtfreter et al. 2015; White et al. 2017). Furthermore, many people of all
ages have little understanding of privacy issues related
to digital technology. For example, in this survey, 43% of
patients of all ages searched the Internet for information
about bipolar disorder because they mistakenly thought
they were anonymous online (Conell et al. 2016). Internet use (Yu et al. 2016; Gell et al. 2015; Powell and
Clarke 2006; Gallagher and Doherty 2009; Flynn et al. 2006), although symptoms of depression, and cogni-
tive decline may decrease use in older adults (Choi
and Dinitto 2013; Levine et al. 2018). Smartphone use
by community dwelling older adults is even lower than
Internet use, at about 40% (Anderson and Perrin 2017). In this survey, considering Internet users of all ages,
89% accessed the Internet to find information about
bipolar disorder from a computer compared with 11%
from a smartphone or tablet (Conell et al. 2016). Older adults are diverse, differing in age, education,
income, living situation, employment, and experience
with technology. Notably, in a US survey of 567 adults age
60 or older, those who used the Internet were often com-
fortable doing so, and may have a job requiring computer
use (Chang et al. 2015). In an international survey, infor-
mation technology professionals over age 50 experienced
less trouble working with multiple devices than younger
workers (Patrizio 2016). However, as in this study, many
older adults with or without bipolar disorder do not use
the Internet. The reasons are complex and include dif-
ficulty learning technical skills, high costs of comput-
ers, mobile devices and broadband services, attitudes
towards technology, increasing age, language issues for
immigrants, cognitive decline, preference for traditional
media, low health literacy, and relocation to a nursing
home (Kuerbis et al. 2017; Fischer et al. 2014; Levine et al. 2018; Levy et al. 2015; Nimrod 2017; Chang et al. 2015). Some older adults are concerned that technology use will
reduce face-to-face interactions, including contact with
health care providers, and increase isolation (Kang et al. 2010; Kuerbis et al. 2017). In addition to financial fraud, older adults may fall vic-
tim to risky online medical activities. Author details There are some limitations to this report. The survey
was not designed to study technology habits of older
adults. The study participants do not reflect the demo-
graphic composition of the countries. People with bipo-
lar disorder who did not seek professional help did not
participate. People who did not understand the local
language may not have participated. All data were self-
reported and there was no follow-up discussion of
responses. Many issues related to digital technology use
by older adults were not discussed. These include the
complex ethical challenges, quality of web sites and valid-
ity of digital tools for bipolar disorder (Bauer M et al. 2017), physiological effects of blue light exposure from
digital devices (Bauer et al. 2018), and the potential for
digital assistive tools to erode skills, decrease motivation,
and promote a false sense of security (Schulz et al. 2015). 1 Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav
Carus, Technische Universität Dresden, Dresden, Germany. 2 ChronoRecord
Association, Fullerton, CA, USA. 3 Bipolar Disorder Program, Neuroscience Insti‑
tute, Favaloro University, Buenos Aires, Argentina. 4 AMEOS Klinika Holstein,
Neustadt, Germany. 5 Department of Psychiatry, Dalhousie University, Halifax,
NS, Canada. 6 Unit of Clinical Pharmacology, University Hospital of Cagli‑
ari, Cagliari, Italy. 7 Discipline of Psychiatry, School of Medicine, University
of Adelaide, Adelaide, SA, Australia. 8 School of Medicine, IMPACT Strategic
Research Centre, Deakin University, Geelong, VIC, Australia. 9 University Hospi‑
tal Geelong, Barwon Health, Geelong, VIC, Australia. 10 Department of Psy‑
chiatry, The University of Melbourne, Parkville, VIC, Australia. 11 Florey Institute
of Neuroscience and Mental Health, Parkville, VIC, Australia. 12 Orygen Youth
Health Research Centre and the National Centre of Excellence in Youth Mental
Health, Parkville, VIC, Australia. 13 Department of Psychiatry, Faculty of Health
Sciences, Ben Gurion University of the Negev; Beer Sheva Mental Health
Center, Beer Sheva, Israel. 14 Department of Psychiatry, University of Oxford,
Warneford Hospital, Oxford, UK. 15 Section of Neurosciences and Clinical
Pharmacology, Department of Biomedical Sciences, University of Cagliari,
Cagliari, Sardinia, Italy. 16 Department of General Adult Psychiatry, Castle Peak
Hospital, Hong Kong, China. 17 AP–HP, Hôpitaux Universitaires Henri-Mondor,
Créteil, France. 18 Department of Molecular Medicine and Department
of Mental Health (DAI), University of Siena and University of Siena Medical
Center (AOUS), Siena, Italy. 19 Bipolar Disorder Research Program, Depart‑
ment of Psychiatry, University of São Paulo Medical School, São Paulo, Brazil. Author details 20 Department of Psychiatry, University of Calgary, Calgary, Canada. 21 AP–HP,
Hôpitaux Universitaires Henri‑Mondor, INSERM U955 (IMRB), Université Paris
Est, Créteil, France. 22 Department of Psychiatry, University Hospital of Alava,
University of the Basque Country, CIBERSAM, Vitoria, Spain. 23 Department
of Affective Disorders, Q, Mood Disorders Research Unit, Aarhus University
Hospital, Aarhus, Denmark. 24 Department of Psychiatry and Biobehavioral
Sciences, Semel Institute for Neuroscience and Human Behavior, University
of California Los Angeles (UCLA), Los Angeles, CA, USA. 25 Mood Disorders
Center of Ottawa, Ottawa, Canada. 26 Department of Psychiatry, Univer‑
sity of Toronto, Toronto, ON, Canada. 27 Department of Psychiatry, Tokyo
Metropolitan Matsuzawa Hospital, Setagaya, Tokyo, Japan. 28 Department
of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary,
Canada. 29 Unité Perception et Mémoire, Institut Pasteur, F‑75015 Paris, France. 30 Bipolar Disorders Program, Hospital Clinic, University of Barcelona, IDIBAPS,
CIBERSAM, Barcelona, Catalonia, Spain. 31 Department of Clinical Psychology,
NIMHANS, Bangalore 560029, India. 32 Leicestershire Partnership NHS Trust,
Leicester, UK. 33 Institute of Clinical Research, Research Unit of Psychiatry, Uni‑
versity of Southern Denmark, Odense, Denmark. 34 Department of Psychiatry,
Psychiatry in the Region of Southern Denmark, Odense, Denmark. 35 Aalborg
University Hospital, Psychiatry, Aalborg, Denmark. 36 Department of Clinical
Medicine, Aalborg University, Aalborg, Denmark. 37 Department of Psychiatry,
Wroclaw Medical University, Wroclaw, Poland. 38 Department of Neuroscience
and Mental Health, Federal University of Bahia, Salvador, Brazil. 39 Michigan
State University College of Human Medicine, Traverse City Campus, Traverse
City, MI, USA. 40 Department of Psychiatry, University of California San
Diego, San Diego, CA, USA. 41 Affective Disorders Research Project, Tokyo It is important to remember that technology will keep
evolving (Arthur 2010). There will be disparities in the
adaption of the new products and services, leaving digi-
tal equality a continuously moving target (Hilbert 2014,
2016). Young adults of today who are very comfortable
using smartphones will continue to use smartphones as
they age, and struggle with the new technologies avail-
able when they are seniors. The need to respect genera-
tional differences in the preferred means to access health
information, minimize the burden of new technologies
on older adults, and implement programs that expand
access and lessen the negative impacts of digital inequali-
ties will remain in the future. Authors’ contributions
JC RB TG
d MB d
i JC, RB, TG and MBa designed the study. MA, RA, RB, MB, YB, AB, APC, EYWC, CC,
SC, JC, AC, RD, SD, AD, BE, AF, JG, JG, JG, MJG, AG, GMG, PG, HH, SH, CH, DH-M,
VK, GK, BL, CL, ERL, UL, RW, AHL, ÂM-S, BM, SM, RM, TN, REN, CO’D, YO, YO, PP,
AR, PR, JKR, KS, BS, ES, CS, SS, AHS, KS, AS, PT, YT, LT, JV, EV, MV, BV, and MZ were
involved with data collection. TG provided data analysis. RB, JC, TG, PCW and
MBa were involved in the draft manuscript and initial review. All authors read
and approved the final manuscript. Discussion Older adults who
are seeking to save money by purchasing expensive pre-
scription drugs online will primarily be presented with
rogue pharmacies that do not require a prescription
(Monteith and Glenn 2017; Monteith et al. 2016). Some
of the risks of using rogue pharmacies include counter-
feit drugs, low-quality drugs, unapproved drugs, substi-
tutions of strengths and formulations, drug interactions,
adverse reactions, and financial fraud (Mackey and Nay-
yar 2016; Mackey and Liang 2011; GAO 2014). Another
problem area involves the online advertising of unneces-
sary or inappropriate medical screening tests that are not
included in evidence-based guidelines (Lovett et al. 2012;
Lovett and Mackey 2013). Regardless of Internet use, older adults view health
care professionals as the primary and most trusted
source of information (Hall et al. 2015; Medlock et al. 2015). Patients of all ages would prefer to learn about a
serious mental illness by direct conversation with their Older adults with physical limitations use the Inter-
net less frequently than healthier older adults (Gell et al. Bauer et al. Int J Bipolar Disord (2018) 6:20 Page 5 of 7 2015; Levine et al. 2018). Many older adults have vision,
hearing, and dexterity impairments. Assistive tech-
nologies offer innovative options to get connected such
as low-vision software for oversized monitors, speech
amplification phones using landlines, and tremor stabi-
lizing mouse controls (BT 2013; Watanabe et al. 2015;
Fischer et al. 2014). More emphasis is needed on finding
the optimal individualized approach for older adults to
use digital technology rather than focusing on standard
mobile devices (Fischer et al. 2014; Kuerbis et al. 2017). Additionally, technology approaches that combine data
from those with and without Internet access, such as
interactive voice response (IVR), should be considered
for projects involving older adults (Verma et al. 2014; Pie-
tte et al. 2013).hh remember that many older adults do not use the Inter-
net. As the population is aging and more health services
are only available online, there is concern about growing
health disparities for older adults with bipolar disorder. Mental health experts should contribute to defining the
appropriate role for technologies in the care of older
adults with bipolar disorder. Competing interests Michael Berk is supported by a National Health and Medical Research Council
(NHMRC) Senior Principal Research Fellowship (Grant Number 1059660). René E. Nielsen has received research grants from H. Lundbeck and
Otsuka Pharmaceuticals for clinical trials, received speaking fees from Bristol-
Myers Squibb, Astra Zeneca, Janssen and Cilag, Lundbeck, Servier, Otsuka
Pharmaceuticals, and Eli Lilly and has acted as advisor to Astra Zeneca, Eli Lilly,
Lundbeck, Otsuka Pharmaceuticals, Takeda, and Medivir. Michael Berk is supported by a National Health and Medical Research Council
(NHMRC) Senior Principal Research Fellowship (Grant Number 1059660). Burnes D, Henderson CR Jr, Sheppard C, Zhao R, Pillemer K, Lachs MS. Reva‑
lence of financial fraud and scams among older adults in the United
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honoraria for lecturing from Pfizer, Glaxo Smith Kline, Eli Lilly, Astra-Zeneca,
Bristol-Myers Squibb, Janssen Cilag, Lundbeck, Otsuka, Servier and honoraria
from advisory board activity from Glaxo Smith Kline, Eli Lilly, Astra-Zeneca,
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cies. Br Med Bull. 2016;118:110–26.
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ANALYSIS OF THE REASONS OF LATER DIAGNOSTICS OF MYOCARDITIS
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Translâcionnaâ medicina
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Для цитирования: Иванова С.В., Титов В.А., Митрофанова Л.Б., Моисеева О.М. Анализ причин позд-
ней диагностики миокардита. Трансляционная медицина. 2018; 5 (2): 5–14. Резюме Верификация диагноза «миокардит», несмотря на активное внедрение современных методов обследо-
вания, по-прежнему сложна, что приводит не только к поздней постановке заболевания, но и ухудшению
прогноза пациентов. Цель настоящего исследования – выявить причины поздней диагностики воспалительных заболева-
ний миокарда, оценить факторы, влияющие на течение заболевания, и эффективность проводимой тера-
пии у пациентов с морфологически документированным миокардитом. В исследовании приняли участие 50 пациентов с морфологически документированным миокардитом. Длительность наблюдения составила 3,5±1,6 года. В 59% случаев диагноз «миокардит» верифициро-
ван в сроки, превышающие 6 месяцев от первых клинико-инструментальных проявлений. Отдаленный
прогноз пациентов в отношении глобальной сократительной способности левого желудочка зависел от
сроков верификации диагноза (c² = 6,9; р <0,05) и клинического варианта дебюта миокардита (c² = 13,7;
р <0,01). Отмечено достоверное ухудшение прогноза пациентов, имеющих в дебюте заболевания клини-
ку сердечной недостаточности и нарушения ритма, а также пациентов с поздней диагностикой заболева-
ния вследствие ошибочной его трактовки. Сделан вывод о том, что наличие идиопатических нарушений
ритма должно рассматриваться как повод для исключения миокардита у пациентов с уже диагностиро-
ванными болезнями сердца. Доказано улучшение прогноза на фоне комбинированной терапии сердеч-
ной недостаточности (иАПФ, бета-адреноблокаторы и диуретики) (c² = 9,28; p <0,01) и приема статинов
(c² = 6,04; р <0,05). Трансляционная медицина / Translyatsionnaya meditsina / Translational Medicine Трансляционная медицина / Translyatsionnaya meditsina / Translational Medicine ISSN 2311-4495
ISSN 2410-5155 (Online)
УДК 616.127.07 ISSN 2311-4495
ISSN 2410-5155 (Online)
УДК 616.127.07 Иванова С.В., Титов В.А., Митрофанова Л.Б., Моисеева О.М. Иванова С.В., Титов В.А., Митрофанова Л.Б., Моисеева О.М. Контактная информация
Иванова Софья Вадимовна
ФГБУ «НМИЦ им. В. А. Алмазова»
Минздрава России
ул. Аккуратова, д. 2, Санкт-Петербург,
Россия, 197341. E-mail: sonya.spbgmu16@gmail.com
Статья поступила в редакцию 16.05.2018
и принята к печати 13.06.2018. Федеральное государственное бюджетное учреждение
«Национальный медицинский исследовательский центр
им. В. А. Алмазова» Минздрава России, Санкт-Петербург, Россия Ключевые слова: миокардит, диагностика, прогноз, терапия Ключевые слова: миокардит, диагностика, прогноз, терапия Для цитирования: Иванова С.В., Титов В.А., Митрофанова Л.Б., Моисеева О.М. Анализ причин позд-
ней диагностики миокардита. Трансляционная медицина. 2018; 5 (2): 5–14. 5 5 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine ДКМП – дилатационная кардиомиопатия, СН –
сердечная недостаточность, ЭМБ – эндомиокарди-
альная биопсия, ЭХО-КГ – эхокардиография ДКМП – дилатационная кардиомиопатия, СН –
сердечная недостаточность, ЭМБ – эндомиокарди-
альная биопсия, ЭХО-КГ – эхокардиография заболеваниях [1]. Наряду с этиопатогенетическим
определением миокардита, все чаще классифи-
кация миокардита строится преимущественно по
морфологическим критериям, что подтверждает
значимость эндомиокардиальной биопсии (ЭМБ) в
его диагностике. Применение иммуногистохими-
ческого анализа существенно повысило чувстви-
тельность морфологических методов диагностики
воспалительных заболеваний миокарда. Однако су-
ществует явное несоответствие между количеством
больных с предполагаемым миокардитом и возмож-
ностью проведения ЭМБ, особенно когда речь идет ANALYSIS OF THE REASONS OF LATER DIAGNOSTICS
OF MYOCARDITIS Corresponding author:
Sofya. V. Ivanova
Almazov National Medical Research Centre
Akkuratova str. 2, Saint Petersburg, Russia,
197341
E-mail: sonya.spbgmu16@gmail.com
Received 16 May 2018; accepted 13 June
2018 Ivanova S.V., Titov V.A., Mitrofanova L.B., Moiseeva O.M. Almazov National Medical Research Centre, Saint Petersburg, Russia Abstracti Abstracti The verification of the diagnosis of “myocarditis”, despite the active introduction of modern sur-
vey methods, is still complicated, which leads not only to late diagnosis, but also to worsening the progno-
sis of patients. The purpose of this study was to identify the causes of late diagnosis of inflammatory dis-
eases of the myocardium, evaluate the factors influencing the course of the disease, and the effectiveness of
the therapy in patients with morphologically documented myocarditis. The study involved 50 patients with
morphologically documented myocarditis. The duration of follow-up was 3.5±1.6 years. In 59% of cas-
es, myocarditis was diagnosed within a period exceeding 6 months of the first clinical and instrumen-
tal manifestations. Long-term prognosis of patients with regard to global contractility of the left ven-
tricle depended on the timing of verification of the diagnosis (c² = 6.9, p <0.05) and the clinical variant of
the debut of the myocarditis (c² = 13.7, p <0.01). There was a significant deterioration in the prognosis in
patients who have a heart failure clinic and rhythm disorders in the onset of the disease, as well as in patients
with late diagnosis of the disease due to erroneous treatment. It was concluded that the presence of idiopathic
rhythm disturbances should be considered as an excuse for excluding myocarditis in patients with already diag-
nosed heart diseases. The study proved an improvement in the prognosis on the background of combined therapy
for heart failure (ACE inhibitors, beta-blockers and diuretics) (c² = 9.28, p <0.01), and statin therapy (c² = 6.04,
p <0.05). Key words: myocarditis, diagnosis, prognosis, therapy For citation: For citation:
Ivanova S.V., Titov V.A., Mitrofanova L.B., Moiseeva O.M. Analysis of the reasons of later diagnostics of
myocarditis. Translyatsionnaya meditsina= Translational Medicine. 2018; 5 (2): 5–14 pages. (In Russ.) For citation:
Ivanova S.V., Titov V.A., Mitrofanova L.B., Moiseeva O.M. Analysis of the reasons of later diagnostics of
myocarditis. Translyatsionnaya meditsina= Translational Medicine. 2018; 5 (2): 5–14 pages. (In Russ.) Введение Миокардит − это поражение сердечной мышцы
воспалительного характера, обусловленное непо-
средственным или опосредованным через иммун-
ные механизмы воздействием инфекции, парази-
тарной или протозойной инвазии, химических или
физиологических факторов, а также поражение,
возникшее при аллергических и аутоиммунных том 5 №2 / 2018 6 Сердечно-сосудистые заболевания / Cardiovascular medicine Таблица 1. Клиническая характеристика больных миокардитом Таблица 1. Клиническая характеристика больных миокардитом
Пациенты с миокардитом
n = 50
Возраст, лет
44,6 ± 13,9
Пол, м : ж
29 : 21
Индекс массы тела, кг/м²
26,7 ± 5,2
Сахарный диабет, % (n)
2% (1)
Курение, % (n)
46% (23)
Артериальная гипертензия, % (n)
50% (25)
Гистологическое и иммуногистохимическое подтверждение диагноза
Фиброз, % (n)
80% (40)
Некроз кардиомиоцитов, % (n)
22,5 % (9)
СD3+ Т-лимфоциты
18,0 ± 13,7
СD8+ Т-лимфоциты
8,8 ± 1,0
СD68+ лейкоциты
13,9 ± 6,3
СD45+ лейкоциты
22,2 ± 17,1
HLA-DR, баллы от 0 до 4
3 (2;3)
Липоматоз, % (n)
34% (17)
Вирусный геном, % (n)
34% (17)
Эхокардиография
исходно
в динамики
Левое предсердие, мм
42 ± 8
50 ± 16
КДО ЛЖ, мл
172 ± 96
147 ± 76
КСО ЛЖ, мл
109 ± 88
82 ± 67
ФВ по Симпсону, %
44 ± 19
50 ± 16
МЖП, мм
9 ± 2
10 ± 3
ЗС ЛЖ, мм
9 ± 2
9 ± 2
Правый желудочек, мм
37 ± 8
35 ± 6
РСДЛА, мм
34 ± 11
31 ± 7 ЗС – задняя стенка левого желудочка, КДО – конечный диастолический объём, КДР – конечный диастолический
размер, КСО – конечный систолический объём, КСР – конечный систолический размер, ЛЖ – левый желудочек,
МЖП – межжелудочковая перегородка, РСДЛА – расчетное систолическое давление в легочной артерии, ФВ –
фракция выброса. ЗС – задняя стенка левого желудочка, КДО – конечный диастолический объём, КДР – конечный диастолический
размер, КСО – конечный систолический объём, КСР – конечный систолический размер, ЛЖ – левый желудочек,
МЖП – межжелудочковая перегородка, РСДЛА – расчетное систолическое давление в легочной артерии, ФВ –
фракция выброса. о пациентах с легким течением заболевания. Кроме
того, чувствительность ЭМБ ограничена объемом
получаемого материала, локальным характером
воспаления миокарда и трудностями интерпретации
данных у пациентов с сопутствующей патологией. Традиционные неинвазивные методы диагностики
воспалительных заболеваний миокарда, такие как
электрокардиография, эхокардиография (ЭХО-КГ), о пациентах с легким течением заболевания. Кроме
того, чувствительность ЭМБ ограничена объемом
получаемого материала, локальным характером
воспаления миокарда и трудностями интерпретации
данных у пациентов с сопутствующей патологией. Введение Традиционные неинвазивные методы диагностики
воспалительных заболеваний миокарда, такие как
электрокардиография, эхокардиография (ЭХО-КГ), радионуклидные и лабораторные методы, к сожале-
нию, имеют достаточно низкую специфичность [2]. В связи с этим актуальной задачей является разра-
ботка комплексного подхода к оценке неинвазивных
клинических, лабораторных и инструментальных
признаков, позволяющих верифицировать диагноза
«миокардит», на основе клинико-морфологических
сопоставлений с данными ЭМБ. радионуклидные и лабораторные методы, к сожале-
нию, имеют достаточно низкую специфичность [2]. В связи с этим актуальной задачей является разра-
ботка комплексного подхода к оценке неинвазивных
клинических, лабораторных и инструментальных
признаков, позволяющих верифицировать диагноза
«миокардит», на основе клинико-морфологических
сопоставлений с данными ЭМБ. 7 7 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine Рисунок 1. Распределение пациентов в исследуемой выборке по основным морфологическим
вариантам миокардита Сложности возникают не только в поиске дока-
зательств воспалительного повреждения миокарда,
но и в оценке вероятности наличия такого заболе-
вания, что служит причиной задержки в проведе-
нии необходимых диагностических мероприятий
и, соответственно, позднего назначения адекватной
терапии. В связи с этим цель настоящего исследо-
вания – выявить причины поздней диагностики
воспалительных заболеваний миокарда, факторы,
влияющие на течение заболевания, и оценить эф-
фективность проводимой терапии у пациентов с
морфологически документированным миокарди-
том в процессе динамического наблюдения. за кардиомиоцитов расценивалась как погранич-
ный миокардит [4]. Морфологическим признаком
хронизации воспалительного процесса служило
наличие фиброзной ткани в биоптатах миокарда. Всем пациентам выполнялось ЭХО-КГ на ап-
парате Vivid 7 (GE, США) по стандартному про-
токолу. В зависимости о времени постановки
предполагаемого диагноза «миокардит» пациенты
разделены на 2 подгруппы: первая подгруппа – ме-
нее 6 месяцев от дебюта заболевания, вторая под-
группа – более 6 месяцев. Статистический анализ данных, полученных в
ходе исследования, проведен с использованием при-
кладных статистических программ SPSS Statistica
for Windows ver. 23.0. Для показателей, имеющих
приближенно нормальное распределение, результа-
ты представлены в виде среднего арифметическо-
го значения (М), среднеквадратичного отклонения
(σ) и количества признаков в группе (n). Критерий
значимости устанавливался на уровне р <0,05. Кор-
реляционные связи между парами количественных
переменных оценивали, используя непараметриче-
ский критерий Спирмена. Для выявления независи-
мого влияния на количественные показатели каче-
ственных факторов была использована процедура
однофакторного дисперсионного анализа (ANOVA). Материалы и методы В основную группу включены 50 пациентов с
морфологически документированным миокарди-
том, проходивших обследование в ФГБУ «НМИЦ
им. В.А. Алмазова» Минздрава России в период
с 2010 по 2017гг. Для включения в исследование
мы использовали критерии диагностики воспали-
тельного заболеваниями миокарда, предложенные
экспертной группой Европейского общества кар-
диологов [3], а именно наличие ≥ 14 лейкоцитов/
мм2 биоптатов миокарда, в том числе CD3 положи-
тельных Т-лимфоцитов ≥ 7 клетов/мм2 и до 4 мо-
ноцитов/мм2 по данным иммуногистохимического
анализа [3]. При наличии воспалительного инфиль-
трата и признаков некроза кардиомиоцитов без
явных ишемических изменений диагностировали
активный миокардит. Наличие воспалительной ин-
фильтрации без гистологических признаков некро- Результаты Среди включенных в исследование пациентов
в возрасте от 19 до 70 лет с морфологически до-
кументированным лимфоцитарным миокардитом
преобладали мужчины (1,4:1) (Табл. 1). 8 8 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine Таблица 2. Клинико-инструментальная характеристика пациентов в зависимости от времени
верификации диагноза
Постановка диагноза
до 6 месяцев
Постановка диагноза
более 6 месяцев
Кол-во пациентов, n (%)
20 (40)
30 (60)
Возраст, лет
45,5 ± 12,7
44,0 ± 14,9
Одышка, % (n)
95% (19)
67% (20)*
Болевой синдром, % (n)
35 % (7)
43% (13)
Отеки ног, % (n)
30% (6)
7% (2)*
Сердцебиение, % (n)
50% (10)
57% (17)
Перебои, % (n)
45% (9)
83% (25)**
Синкопальные состояния, % (n)
30% (6)
50% (15)
Желудочковая экстрасистолия, % (n)
40% (8)
70% (21)*
Фибрилляция предсердий, % (n)
30% (6)
50% (15)
Желудочковая тахикардия, % (n)
40% (8)
54% (16)
Левое предсердие, мм
42,8 ± 9,4
40,9 ± 9,1
КДО ЛЖ, мл
211,9 ± 106,7
172,4 ± 95,6*
КСО ЛЖ, мл
155,2 ± 89,7
108,61 ± 87,6**
ФВ по Симпсону, %
30,8 ± 15,5
53,5 ± 14,6**
МЖП, мм
9,4 ± 1,9
9,2 ± 2,0
ЗС ЛЖ, мм
9,7 ± 1,9
9,0 ± 1,7
Правый желудочек, мм
39,5 ± 7,7
34,6 ± 7,5
РСДЛА, мм
40,3 ± 12,3
30,1 ± 8,4 линико-инструментальная характеристика пациентов в зависимости от времени
верификации диагноза ЗС – задняя стенка левого желудочка, КДО – конечный диастолический объём, КДР – конечный диастолический
размер, КСО – конечный систолический объём, КСР – конечный систолический размер, ЛЖ – левый желудочек,
МЖП – межжелудочковая перегородка, РСДЛА – расчетное систолическое давление в легочной артерии, ФВ –
фракция выброса. Данные представлены в виде среднего арифметического значения (М), среднеквадратичного отклонения (σ) и
количества признаков в группе (n). Корреляция значима на уровне *- р<0,05, ** – p<0,01. кардиалгия – 40% (n = 20), перебои в работе серд-
ца – 68% (n = 34), синкопальные состояния – 42%
(n = 21). Распределение пациентов в исследуемой вы-
борке по основным морфологическим вариантам
миокардита представлено на рисунке 1. Большин-
ство обследованных имели признаки хронического
миокардита, на что указывало наличие фиброзных
изменений в биоптатах. Активный миокардит диа-
гностирован у 22,5% (n = 9) пациентов. Вирусный
геном, представленный в 34% случаев (n = 17), в
основном в виде комбинации парвовируса В19 с
энтеровирусом (n = 8), вирусом герпеса человека
типа 6 и вирусом Эпштейн-Барр (n = 3) (Табл. 1). Результаты АРА – антагонисты рецепторов альдостерона II типа, иАПФ – ингибиторы ангиотензин-превращающего фермента. и клинического варианта дебюта заболевания (c² =
13,7; р <0,01) (Рис. 3). В подгруппе пациентов со
смешанным вариантом дебюта миокардита (арит-
мия и синдром ДКМП) у каждого четвертого па-
циента при динамическом наблюдении регистри-
ровалось снижение глобальной сократительной
способности миокарда. ПФ – ингибиторы ангиотензин-превращающего фермента. и клинического варианта дебюта заболевания (c² =
13,7; р <0,01) (Рис. 3). В подгруппе пациентов со
смешанным вариантом дебюта миокардита (арит-
мия и синдром ДКМП) у каждого четвертого па-
циента при динамическом наблюдении регистри-
ровалось снижение глобальной сократительной
способности миокарда. ПФ – ингибиторы ангиотензин-превращающего фермента. что более чем в 40% случаев, данные подгруппы
имели смешанные клинические проявления. и клинического варианта дебюта заболевания (c² =
13,7; р <0,01) (Рис. 3). В подгруппе пациентов со
АРА – антагонисты рецепторов альдостерона II типа, иАПФ – ингибиторы ангиотензин-превращающего фермента. В подгруппе отмечалось преобладание па-
циентов, у которых диагноз «миокардит» вери-
фицирован в сроки, превышающие 6 месяцев от
первых клинико-инструментальных проявлений
(Рис. 2). Среди большинства пациентов с ранней
диагностикой миокардита преобладали больные с
клиникой СН (одышка, отечный синдром) и пато-
логическими отклонениями по данным ЭХО-КГ
(сниженная фракция выброса, дилатация камер). У пациентов с поздней верификацией заболева-
ния в большинстве случаев структурных изме-
нений по данным ЭХО-КГ не зарегистрировано. Однако с большей частотой встречались различ-
ные нарушения ритма и проводимости (Табл. 2). Указания в анамнезе на инфекцию, перенесенную
в течении последних 6 месяцев, выявлена в более
чем половине случаев (56%, n = 28), однако в 41%
случаев данные анамнеза не учитывались врачами
при поставке диагноза. Данные о характере медикаментозной терапии
и интервенционных вмешательствах отражены в
таблице 4. По клиническим показаниям у 60% (n
= 30) пациентов выполнена радиочастотная абла-
ция зон нарушений ритма. В 18% (n = 9) случаев
проведена имплантация внутрисердечных вспомо-
гательных устройств (электрокардиостимуляторы,
кардиовертердефибриллятор, ресинхронизирую-
щая терапия). Трансплантация сердца выполнена
у 2 пациентов. Интервенционные методы лечения
лишь в 45% случаев привели к увеличению фрак-
ции выброса, тогда как у 27% она осталась без из-
менений, а у 27% больных снизилась. Выявлена
взаимосвязь между динамикой фракции выброса
и приемом статинов (c² = 6,04; р <0,05), а также
комплексной терапией с применением трех препа-
ратов: ингибиторы ангиотензин-превращающего
фермента, бета-адреноблокаторы и диуретики (c²
= 9,28; p <0,01). Средняя длительность наблюдения в исследова-
нии составила 3,5 ± 1,6 года. Результаты При анализе первоначальных предполагаемых
диагнозов мы сгруппировали пациентов для оцен-
ки диагностических масок миокардита: аритмия –
45% случаев, синдром дилатационной кардиомио-
патии (ДКМП) (кардиомегалия, клиника сердечной
недостаточности) – 12% случаев, совокупность
аритмического варианта с явлениями сердечной
недостаточности (СН) – 23%, ишемическая бо-
лезнь сердца – 10%, миоперикардит – 2% и другие
заболевания (бронхиальная астма, тиреотоксикоз,
эпилепсия) – 8% случаев. Однако стоит заметить, В исследовании в качестве основных первич-
ных симптомов миокардита представлены: одыш-
ка – 78% (n = 39), сердцебиение – 54% (n = 27), В исследовании в качестве основных первич-
ных симптомов миокардита представлены: одыш-
ка – 78% (n = 39), сердцебиение – 54% (n = 27), 9 9 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine Таблица 3. Медикаментозное и интервенционное лечением пациентов с миокардитом
Медикаментозная терапия
Бета-адреноблокаторы, % (n)
84% (42)
иАПФ или АРА, % (n)
62% (31)
Диуретики, % (n)
40% (20)
Антагонисты альдостерона, % (n)
36% (18)
Бета-адреноблокаторы + иАПФ, % (n)
58% (29)
Бета-адреноблокаторы + иАПФ + Диуретики, % (n)
36% (18)
Статины, % (n)
34% (17)
Глюкокортикостероиды, % (n)
16% (8)
Цитостатические средства, % (n)
12% (6)
Интервенционные методы лечения
Радиочастотная аблация, % (n)
60% (30)
Электрокардиостимулятор, % (n)
12% (6)
Кардиовертер-дефибриллятор, % (n)
6% (3)
Ресинхронизирующая терапия, % (n)
12% (6)
Трансплантация сердца, % (n)
4% (2) Таблица 3. Медикаментозное и интервенционное лечением пациентов с миокардитом что более чем в 40% случаев, данные подгруппы
имели смешанные клинические проявления. В подгруппе отмечалось преобладание па-
циентов, у которых диагноз «миокардит» вери-
фицирован в сроки, превышающие 6 месяцев от
первых клинико-инструментальных проявлений
(Рис. 2). Среди большинства пациентов с ранней
и клинического варианта дебюта заболевания (c² =
13,7; р <0,01) (Рис. 3). В подгруппе пациентов со
смешанным вариантом дебюта миокардита (арит-
мия и синдром ДКМП) у каждого четвертого па-
циента при динамическом наблюдении регистри-
ровалось снижение глобальной сократительной
способности миокарда. АРА – антагонисты рецепторов альдостерона II типа, иАПФ – ингибиторы ангиотензин-превращающего фермента. что более чем в 40% случаев, данные подгруппы
имели смешанные клинические проявления. В подгруппе отмечалось преобладание па-
циентов, у которых диагноз «миокардит» вери-
фицирован в сроки, превышающие 6 месяцев от
первых клинико-инструментальных проявлений
(Рис. 2). Среди большинства пациентов с ранней
и клинического варианта дебюта заболевания (c² =
13,7; р <0,01) (Рис. 3). В подгруппе пациентов со
смешанным вариантом дебюта миокардита (арит-
мия и синдром ДКМП) у каждого четвертого па-
циента при динамическом наблюдении регистри-
ровалось снижение глобальной сократительной
способности миокарда. Результаты Установлено, что из-
менения глобальной сократительной способности
левого желудочка в процессе наблюдения зависели
от сроков верификации диагноза (c² = 6,9; р <0,05) 10 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine Рисунок 2. Периоды постановки диагноза в исследуемой выборке Рисунок 2. Периоды постановки диагноза в исследуемой выборке Обсуждение ассоциированы с неблагоприятным для больного
прогнозом
[6]. По
данным
отечественных
публикаций первым проявлением миокардита
может быть одышка – 68,6%, сердцебиение 32,8%,
повышение температуры 29,8%, кардиалгия 22,3%,
перебои в работе сердца 16,4 %, головокружение
2,9%, синкопальные состояния 1,5% [7]. Следует
отметить, что патогномоничных симптомов для
данного диагноза не существует. Миокардит
следует подозревать во всех случаях необъяснимой
СН, тахикардии и аритмии, особенно, когда
рутинные методы кардиологического обследования
не выявляют причину. Так выявляемый по
данным ЭМБ у лиц с нарушениями ритма
эндомиокардиальный
или
интерстициальный
фиброз, трактуемый как постмиокардитический,
ставит под сомнение существование так называемых
идиопатических
аритмий
[8]. Кроме
того,
миокардит может сопровождать и такие широко
распространенные заболевания, как ИБС и пороки
сердца, утяжеляя их течение [9]. По результатам
исследований аритмического варианта миокардита
О.В. Благовой с соавторами сделаны выводы,
что у подавляющего большинства пациентов нет
четких анамнестических оснований подозревать
миокардит, что, возможно, связано с отсутствием
патогномоничных симптомов заболевания [10]. Если учесть, что при эхокардиографических
исследованиях
бессимптомная
дисфункция
левого желудочка встречается в популяции в
0,9−12,9% в зависимости от пороговых значений
фракции выброса (от 30 до 54%, соответственно), Несмотря на значительный прогресс, достиг-
нутый в последнее десятилетие в диагностике
миокардита, верификация диагноза по-прежнему
остается достаточно сложной проблемой, что при-
водит к длительному отсутствию клинического ди-
агноза. Большинство экспертов подтверждают, что
своевременная диагностика миокардита чрезвы-
чайно важна для принятия решения в отношении
лечебной тактики и позитивно влияет на отдален-
ные результаты, так как на фоне неконтролируемо-
го воспалительного процесса в миокарде быстро
формируются фиброзные изменения со стойкими
нарушениями ритма, патологическим ремоделиро-
ванием камер сердца и снижением систолической
функции [1]. Полиморфизм
клинических
проявлений
миокардита,
“размытость”
его
клинической
картины и нечеткость основных симптомов у
большинства пациентов служат основной причиной
поздней верификации диагноза. В отечественной
классификации
миокардита
наиболее
полно
отражается
разнообразие
клинических
вариантов: малосимптомный, псевдокоронарный,
декомпенсационный,
аритмический,
псевдоклапанный,
тромбоэмболический,
смешанный
[5]. Зарубежные
исследователи
выделяются только три основных варианта дебюта
заболевания:
инфарктоподобный
(27−31%),
вариант с развитием жизнеопасных нарушений
ритма и проводимости (18%), и с клиникой СН
(31−69%). Два последних варианта, как правило, 11 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine Рисунок 3. Распределение пациентов в исследуемой выборке по характеру изменения фракции
выброса (ФВ) и клинического течения миокардита. ДКМП – дилатационная кардиомиопатия Рисунок 3. Распределение пациентов в исследуемой выборке по характеру изменения фракции
выброса (ФВ) и клинического течения миокардита. ДКМП – дилатационная кардиомиопатия Рисунок 3. Распределение пациентов в исследуемой выборке по характеру изменения фракции
выброса (ФВ) и клинического течения миокардита. ДКМП – дилатационная кардиомиопатия то
очевидна
актуальность
своевременной
диагностики заболеваний, ведущих к развитию
сердечной недостаточности [11, 12]. Однако в
большинстве случаев диагноз миокардит по-
прежнему верифицируется только ретроспективно. статистического анализа среди лиц с более поздней
верификацией диагноза было достоверно больше
пациентов с сохранной фракцией выброса и «иди-
опатическими» аритмиями. Наличие упорного и
необъяснимого аритмического синдрома должно
рассматриваться как повод для исключения мио-
кардита у пациентов с уже диагностированными
болезнями сердца. то Гендерные и возрастные характеристики паци-
ентов, включенных в нашу работу, существенно не
отличались от данных ранее опубликованных ис-
следований [13]. В отличии от данных отечествен-
ных публикаций в нашей выборке больные чаще
предъявляли жалобы на перебои в работе сердца,
а также синкопальные состояния [7]. Вероятно,
это обусловлено более частым выполнением ЭМБ
пациентам, направляемым на интервенционные
вмешательства по поводу тахиаритмий. В ходе
работы выделено несколько основных вариантов
дебюта миокардита: «идиопатические» аритмии,
синдром ДКМП, а также их сочетание, что соот-
ветствует данным, представленным О.В. Благовой
с соавторами [10]. Также следует отметить, что у
44% пациентов с подтвержденным диагнозом «ми-
окардит» отсутствовала связь дебюта клинических
проявлений заболевания с перенесенной в течение
предшествующих 6 месяцев инфекцией. Возмож-
но, для углубленного поиска связи с инфекцией
следует расширить рассматриваемый промежуток
до 1 года. По данным ЭМБ у каждого четвертого обнару-
жены фиброзные изменения в миокарде. Однако
при сравнении пациентов по морфологическим
группам (активный/пограничный и острый/хро-
нический миокардит) не выявлено связи структур-
ных изменений миокарда с временным интервалом
от появления первых симптомов до постановки
диагноза. Частота выделения вирусного генома в
миокарде по данным настоящего исследования со-
ставляла 34%, что в пределах процентных интерва-
лов в ранее опубликованным исследованиям [14]. Сроки постановки диагноза существенно влия-
ют на отдаленный прогноз заболевания. Так в под-
группе пациентов у которых диагноз «миокардит»
выставлен по прошествии не менее пяти лет отме-
чался наибольший процент снижения фракции вы-
броса за период наблюдения. Динамика фракции
выброса зависит и от клинического варианта де-
бюта заболевания. Поэтому с учетом неблагопри-
ятного прогноза при смешанном варианте дебюта
миокардита (аритмия и синдром ДКМП) пациент
должен находится под наблюдением в специализи-
рованном центре. Для оценки причин поздней верификации диа-
гноза в этом исследовании проводилось сравнение
между пациентами с ранней и поздней постанов-
кой диагноза (менее 6 месяцев и более). По данным 12 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine 3. Caforio AL, Pankuweit S, Arbustini E, et al. Рисунок 3. Распределение пациентов в исследуемой выборке по характеру изменения фракции
выброса (ФВ) и клинического течения миокардита. ДКМП – дилатационная кардиомиопатия Current
state of knowledge on aetiology, diagnosis, management,
and therapy of myocarditis: a position statement of the Euro-
pean Society of Cardiology Working Group on Myocardial
and Pericardial Diseases. European Heart J. 2013; 34(33):
2636−2648. В отличии от ожидаемого положительного вли-
яния бета-адреноблокаторов и ингибиторов АПФ
на отдаленные результаты глобальной сократи-
тельной способности левого желудочка у больных
с миокардитом, неожиданным для нас оказался
эффект статинов. Однако в ранее опубликован-
ных исследованиях показано, что эффект стати-
нов может быть связан с подавлением продукции
Th1-клетками провоспалительных цитокинов, не-
гативно влияющих на процессы апоптоза карди-
омиоцитов, структурно-функциональное и элек-
трофизиологическое ремоделирование миокарда
как основу сердечной недостаточности и наруше-
ний ритма [15, 16]. Напротив, в работе не выявлено
влияния интервенционной терапии на отдаленный
прогноз больных с миокардитом, что, вероятно,
связано с присутствием в исследуемой выборке
больных с активным миокардитом, при котором
эффективность радиочастотной аблации зон арит-
могенеза значительно ниже [17]. 4. Leone O, Veinot JP, Angelini A, et al. 2011 consensus
statement on endomyocardial biopsy from the Association
for European Cardiovascular Pathology and the Society for
Cardiovascular Pathology. Cardiovascular Pathology. 2012;
21(4): 245–274. 5. Paleyev NR, Paleyev FN. Non-coronary myocardial
disease and its classification. Rossiyskiy kardiologiches-
kiy zhurnal=Russian journal of cardiology. 2009; 3: 5-9. In
Russian. [Палеев Н. Р., Палеев Ф. Н. Некоронарогенные
заболевания миокарда и их классификация. Российский
кардиологический журнал. 2009; 3: 5−9]. 6. Anzini M, Merlo M, Sabbadini G, et al. Long-term
evolution and prognostic stratification of biopsy-proven
active myocarditis. Circulation. 2013; 128(22): 2384−2394. 7. Tereshchenko SN, Arutyunov GP, Gilyarevsky SR. Clinical guidelines. Diagnosis and treatment of myocarditis. Evraziyskiy kardiologicheskiy zhurnal=Eurasian heart
journal. 2015; 3: 3−17. In Russian. [Терещенко С. Н., Ару-
тюнов Г. П., Гиляревский С. Р. Диагностика и лечение
миокардитов. Клинические рекомендации. Евразийский
кардиологический журнал. 2015; 3: 3−17]. Заключение Таким образом, в качестве основных причин
поздней диагностики миокардита следует назвать
плохой сбор анамнеза, отсутствие настороженно-
сти врачей в отношении данного диагноза, оши-
бочная трактовка идиопатических аритмий. Позд-
няя диагностика смешанного варианта дебюта
миокардита (аритмия и синдром ДКМП), как пра-
вило, ассоциирована с неблагоприятным прогно-
зом. Комбинированная терапия бета-адренобло-
каторами и ингибиторами АПФ подтвердила свою
эффективность в отношении прогноза больных с
миокардитом. Дополнительно нуждается в про-
ведении клинических исследований целесообраз-
ность назначения статинов у больных с воспали-
тельными заболеваниями миокарда. 8. Antonova TV, Zhevnerova NS. Viral myocarditis:
etiology and pathogenesis, problems of diagnostics. Zhur-
nal Infektologii=Journal of infections. 2013; 5(2): 13−21. In Russian. [Антонова Т. В., Жевнерова Н. С. Вирусные
миокардиты:
этиология
и
патогенез,
проблемы
диагностики. Журнал Инфектологии. 2013; 5(2): 13−21]. 9. Mitrofanova
LB,
Kovalskiy
GB. Myocardi-
al morphological changes in atrial fibrillation. Arkh-
iv patologii=Archives of parhologies. 2011; 6: 10−14. In Russian. [Митрофанова Л. Б., Ковальский Г. Б. Морфологические
изменения
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при
фибрилляции предсердий. Архив патологии. 2011; 6:
10−14]. 9. Mitrofanova
LB,
Kovalskiy
GB. Myocardi-
al morphological changes in atrial fibrillation. Arkh-
iv patologii=Archives of parhologies. 2011; 6: 10−14. In Russian. [Митрофанова Л. Б., Ковальский Г. Б. Морфологические
изменения
миокарда
при
фибрилляции предсердий. Архив патологии. 2011; 6:
10−14]. 10. Blagova OV, Nedostup AV. Contemporary masks of
the myocarditis (from clinical signs to diagnosis). Rossiyskiy
kardiologicheskiy zhurnal=Russian journal of cardiology. 2014; 5: 13−22. In Russian. [Благова О. В., Недоступ А. В. Современные маски миокардита (от клинических
синдромов к диагнозу). Российский кардиологический
журнал. 2014; 5: 13−22]. 10. Blagova OV, Nedostup AV. Contemporary masks of
the myocarditis (from clinical signs to diagnosis). Rossiyskiy
kardiologicheskiy zhurnal=Russian journal of cardiology. 2014; 5: 13−22. In Russian. [Благова О. В., Недоступ А. В. Современные маски миокардита (от клинических
синдромов к диагнозу). Российский кардиологический
журнал. 2014; 5: 13−22]. 14. Dennert R, Crijns HJ, Heymans S. Acute viral myo-
carditis. European Heart J. 2008; 29(17): 2073−2082.f Информация об авторах: Иванова Софья Вадимовна, ординатор, ФГБУ
«НМИЦ им. В. А. Алмазова»; Титов Владислав Андреевич, врач-кардиолог, ФГБУ
«НМИЦ им. В. А. Алмазова»; Митрофанова Любовь Борисовна, д.м.н., зав НИЛ
патоморфологии ФГБУ «НМИЦ им. В. А. Алмазова»; Митрофанова Любовь Борисовна, д.м.н., зав НИЛ
патоморфологии ФГБУ «НМИЦ им. В. А. Алмазова»; Моисеева Ольга Михайловна, д.м.н., заведующая на-
учно-исследовательским отделом некоронарогенных за-
болеваний сердца, ФГБУ «НМИЦ им. В. А. Алмазова»; Моисеева Ольга Михайловна, д.м.н., заведующая на-
учно-исследовательским отделом некоронарогенных за-
болеваний сердца, ФГБУ «НМИЦ им. В. А. Алмазова»; Моисеева Ольга Михайловна, д.м.н., заведующая на-
учно-исследовательским отделом некоронарогенных за-
болеваний сердца, ФГБУ «НМИЦ им. В. А. Алмазова»; Конфликт интересов / Conflict of interest
Авторы заявили об отсутствии потенциального
конфликта интересов. / The authors declare no
conflict of interest. Авторы заявили об отсутствии потенциального
конфликта интересов. / The authors declare no
conflict of interest. 11. Birnie DH, Kandolin R, Nery PB, et al. Cardiac
manifestations of sarcoidosis: diagnosis and management. European Heart J. 2017; 38(35): 2663−2670. 12. Kouranos V, Tzelepis GE, Rapti A, et al. Comple-
mentary Role of CMR to Conventional Screening in the
Diagnosis and Prognosis of Cardiac Sarcoidosis. JACC Car-
diovasc Imaging. 2017; 10(12): 1437−1447.f Список литературы / References 1. Moiseeva OM. Myocarditis: the basic principles of di-
agnosis and treatment. Kardiologiya: novosti, mneniya, obu-
cheniye= Cardiology: news, opinions, training. 2016; 1(8):
50−64. In Russian. [Моисеева О.М. Миокардит: основные
принципы диагностики и лечения. Кардиология:
новости, мнения, обучение. 2016; 1(8): 50−64]. 13. Kytö V, Sipilä J, Rautava P. The effects of gender
and age on occurrence of clinically suspected myocarditis in
adulthood. Heart. 2013; 99(22): 1681-1684. 14. Dennert R, Crijns HJ, Heymans S. Acute viral myo-
carditis. European Heart J. 2008; 29(17): 2073−2082.f 2. Runov A, Kurchakova E, Khaschevskaya D, et al. Viral reseptor gene expression and myocarditis develop-
ment. Medical Virology. 2016; 30(1): 39−47. In Russian. [Рунов А., Курчакова Е., Хащевская Д. и др. Экспрессия
вирусных
рецепторов
и
развитие
миокардита. Медицинская вирусология. 2016; 30(1): 39−47]. 15. Liu W, Li WM, Gao C, et al. Effects of atorvasta-
tin on the Th1/Th2 polarization of ongoing experimental
autoimmune myocarditis in Lewis rats. J. of autoimmunity. 2005; 25(4): 258-263. 16. Lazzerini PE, Capecchi PL, Laghi-Pasini F. Statins 13 том 5 №2 / 2018 Сердечно-сосудистые заболевания / Cardiovascular medicine as a New Therapeutic Perspective in Myocarditis and Post-
myocarditis Dilated Cardiomyopathy. Cardiovascular Drugs
and Therapy. 2013; 27(5): 365-369. py
;
( )
17. Syrovnev VA, Lebedev DS, Mitrofanova LB, et al. Interventional treatment in patients with myocarditis: Pro
and Contra. Kardiologiya=Cardiology. 2017; 57(3): 49-56. In Russian [Сыровнев В. А., Лебедев Д. С., Митрофанова
Л. Б., и др. Инвазивная тактика лечения желудочковых
нарушений ритма у больных с миокардитом: за и про-
тив. Кардиология 2017; 57(3): 49-56.] 17. Syrovnev VA, Lebedev DS, Mitrofanova LB, et al. Interventional treatment in patients with myocarditis: Pro
and Contra. Kardiologiya=Cardiology. 2017; 57(3): 49-56. In Russian [Сыровнев В. А., Лебедев Д. С., Митрофанова
Л. Б., и др. Инвазивная тактика лечения желудочковых
нарушений ритма у больных с миокардитом: за и про-
тив. Кардиология 2017; 57(3): 49-56.] Author information: Sofya V. Ivanova, medical resident, Almazov National
Medical Research Centre; Sofya V. Ivanova, medical resident, Almazov National
Medical Research Centre; Vladislav A. Titov, MD, Almazov National Medical
Research Centre; Vladislav A. Titov, MD, Almazov National Medical
Research Centre; Lubov` B. Mitrofanova, PhD, prof., Head of the
laboratory of pathomorphology, Almazov National Medical
Research Centre; Lubov` B. Mitrofanova, PhD, prof., Head of the
laboratory of pathomorphology, Almazov National Medical
Research Centre; Olga M. Moiseeva, MD, PhD, prof., Head of the
Department of Noncoronary Diseases, Almazov National
Medical Research Centre. Olga M. Moiseeva, MD, PhD, prof., Head of the
Department of Noncoronary Diseases, Almazov National
Medical Research Centre. Olga M. Moiseeva, MD, PhD, prof., Head of the
Department of Noncoronary Diseases, Almazov National
Medical Research Centre. 14 14 том 5 №2 / 2018
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https://openalex.org/W3127469629
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https://www.frontiersin.org/articles/10.3389/fped.2020.619853/pdf
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English
| null |
Mitochondrial Fission-Mediated Lung Development in Newborn Rats With Hyperoxia-Induced Bronchopulmonary Dysplasia With Pulmonary Hypertension
|
Frontiers in pediatrics
| 2,021
|
cc-by
| 7,485
|
Keywords:
bronchopulmonary
dysplasia,
pulmonary
hypertension,
mitochondrial
fission,
Mdivi-1,
Drp1,
echocardiography, pulmonary vascular resistance Specialty section:
This article was submitted to
Neonatology,
a section of the journal
Frontiers in Pediatrics Specialty section:
This article was submitted to
Neonatology,
a section of the journal
Frontiers in Pediatrics Results:
Pulmonary artery resistance of the hyperoxide-induced neonatal rat model
of BPD increased after it entered normoxic convalescence. During the critical stage of
alveolar development in neonatal rats exposed to high oxygen levels for an extended
period, the expression and phosphorylation of Drp1 increased in lung tissues. When
Drp1 expression was inhibited, small pulmonary vessel development improved and PH
was relieved. Received: 21 October 2020
Accepted: 29 December 2020
Published: 28 January 2021 ORIGINAL RESEARCH
published: 28 January 2021
doi: 10.3389/fped.2020.619853 1 Department of Neonatology, The Second Affiliated Hospital, Yuying Children’s Hospital of Wenzhou Medical University,
Zhejiang, China, 2 Department of Neonatology, The Children’s Hospital of Fudan University, Shanghai, China Edited by:
Sylvia Knapp,
Medical University of Vienna, Austria Edited by:
Sylvia Knapp,
Medical University of Vienna, Austria Background: Bronchopulmonary dysplasia (BPD) is the most common chronic
respiratory disease in premature infants. Oxygen inhalation and mechanical ventilation are
common treatments, which can cause hyperoxia-induced lung injury, but the underlying
mechanism is not yet understood. Mitochondrial fission is essential for mitochondrial
homeostasis. The objective of this study was to determine whether mitochondrial fission
(dynamin-related protein 1, Drp1) is an important mediator of hyperoxia lung injury in rats. Reviewed by:
MaryAnn Volpe,
Tufts University School of Medicine,
United States
Jonathan Michael Davis,
Tufts University, United States *Correspondence:
Chao Chen
chen6010@163.com
Shangqin Chen
chensq5725@163.com *Correspondence:
Chao Chen
chen6010@163.com
Shangqin Chen
chensq5725@163.com Methods:
The animal model of BPD was induced with high oxygen (80–85% O2). Pulmonary histological changes were observed by hematoxylin-eosin (HE) staining. Pulmonary microvessels were observed by immunofluorescence staining of von
Willebrand Factor (vWF). Protein expression levels of Drp1 and p-Drp1 (Ser616) were
observed using Western Blot. We used echocardiography to measure pulmonary artery
acceleration time (PAT), pulmonary vascular resistance index (PVRi), peak flow velocity
of the pulmonary artery (PFVP), pulmonary arteriovenous diameter, and pulmonary vein
peak velocity. Mitochondrial division inhibitor-1 (Mdivi-1) was used as an inhibitor of Drp1,
and administered through intraperitoneal injection (25 mg/kg). †These authors have contributed
equally to this work and share first
authorship Specialty section:
This article was submitted to
Neonatology,
a section of the journal
Frontiers in Pediatrics Hyperoxia-Induced Lung Injury All animal experiments were performed in accordance with
the policies and guidelines of the Laboratory Animal Ethics
Committee of Wenzhou Medical University. A total of 10
pregnant Sprague Dawley rats were purchased from the
Experimental Animal Center of Wenzhou Medical University. The dams were maintained in humidity- and temperature-
controlled rooms on a 12:12-h light-dark cycle and were allowed
food and water ad libitum. On the final day of pregnancy, the
dams delivered naturally (120 pups). Seventy-two pups from
six pregnant rats were pooled, randomized, and returned to the
nursing dams and then divided into two groups: the control (n =
36) and hyperoxia (n = 36) groups. The hyperoxia group of pups
was exposed to 80–85% oxygen in a sealed Plexiglass box for 14
days, while the control group was maintained in room air (21%
oxygen). Over the 14 days, the nursing dams were exchanged
between the two groups every 24 h to avoid oxygen toxicity. The
oxygen level of the Plexiglass box was monitored continuously
using an oxygen analyzer. g
( )
It is generally believed that mitochondrial dynamics play
a vital role in mitochondrial homeostasis (9). Mitochondrial
fission is mediated mainly by dynamin-related protein 1
(Drp1), a GTPase associated with cytoplasmic dynamin-
related
proteins,
which
belongs
to
the
dynamin-related
family and was the first fission protein discovered (10). When activated, cytoplasmic Drp1 is transported to the
mitochondrial outer membrane, where GTPase is hydrolyzed
and polymerized (9). Accumulating data also suggest that
Drp1 is a key molecule in mitochondrial dynamics that
controls mitochondrial fusion and fission (11), and abnormal
expression of it may lead to abnormal changes in chronic
lung diseases such as PH and lung cancer (12, 13). Besides,
post-translational modification of Drp1, such as phosphorylation
at
Ser616,
is
an
important
mechanism
for
modulating
mitochondrial fission (14). Recent studies have found that
hypoxia can lead to mitochondrial fission of pulmonary artery
smooth muscle (15), but the changes in pulmonary vascular
mitochondrial dynamics induced by excessive oxygen have not
been studied. The pups from the other four pregnant rats (48 pups) were
experimentally divided into four groups: control + vehicle (n
= 12), control + Mdivi-1 (n = 12), hyperoxia + vehicle (n =
12), and hyperoxia + Mdivi-1 (n = 12). Mdivi-1 (25 mg/kg) was
given to the pups on days 7–14 by intraperitoneal injection. Hyperoxia-Induced Lung Injury The
pups in the control + vehicle and hyperoxia + vehicle groups
were injected with the same volume of vehicle (corn oil, Sohrab
Biotechnology, Beijing, China). INTRODUCTION useful treatment strategy for hyperoxia-associated pulmonary
endothelial injury and related diseases. Bronchopulmonary dysplasia (BPD) is a chronic lung disease
that occurs in preterm infants who require respiratory support
and oxygen therapy at birth (1). It is caused by a variety of
molecular factors such as genetic predisposition, oxygen toxicity,
and inflammatory injury, whose complex interactions are still
not fully understood; and the prevention and treatment strategies
for BPD are still limited (2–4). Impaired intrauterine lung
development and post-partum injury can impair angiogenesis
and alveolar formation, resulting in simplification of the distal
alveoli. These characteristic histological changes of BPD clinically
manifest as persistent respiratory diseases, requiring long-term
oxygen supplementation (5), and pulmonary hypertension (PH). Approximately 15–25% of BPD cases will develop PH (6). Among severe cases of BPD, the incidence of PH is higher (7). Furthermore, the existence of PH is closely related to adverse
outcomes of BPD, and the mortality rate of BPD combined with
PH is as high as 48% (8). Citation: Dai Y, Yu B, Ai D, Yuan L, Wang X,
Huo R, Fu X, Chen S and Chen C
(2021) Mitochondrial Fission-Mediated
Lung Development in Newborn Rats
With Hyperoxia-Induced
Bronchopulmonary Dysplasia With
Pulmonary Hypertension. Front. Pediatr. 8:619853. doi: 10.3389/fped.2020.619853 Conclusion:
Our study shows that excessive mitochondrial fission is an important
mediator of hyperoxia-induced pulmonary vascular injury, and inhibition of mitochondrial
fission may be a useful treatment for hyperoxia-induced related pulmonary diseases. January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 1 Mitochondrial Fission-Mediated BPD With PH Dai et al. Lung Histology and Morphometric
Analyses y
After 14 days, all hyperoxia groups (hyperoxia alone, hyperoxia
+ vehicle, and hyperoxia + Mdivi-1) were maintained in room
air. Sixty pups in total from the control and hyperoxia groups
were sacrificed on days 3, 7, 14, 21, and 28 by injection of 1%
pentobarbital. The left lungs were removed and fixed in 4%
paraformaldehyde for 48 h. The sections were then embedded
into paraffin and sliced into 4-µm sections for hematoxylin-eosin
(HE) staining (Sohrab Biotechnology, Beijing, China). At the
same time, the right lungs were stored at −80◦C for western blot. The radial alveolar count (RAC, the number of alveoli
contained in the terminal respiratory unit), which reflects the
degree of alveolation, and Mean alveolar diameter (MAD) was
the average alveolar diameter (19). And they were important
indicators for the evaluation of non-development. Briefly, six
lung sections were taken for HE staining on days 3, 7, 14,
21, and 28 from the control and hyperoxia groups, five fields
were randomly selected for imaging under a 100x magnification
lens, and the number of alveoli passing from the center of
the respiratory bronchioles to the nearest interpleural line were
counted as the RAC. The MAD was measured by Image-Pro Plus
6.0 software (Media Cybernetics, Rockville, MD, USA). After 14 days, all hyperoxia groups (hyperoxia alone, hyperoxia
+ vehicle, and hyperoxia + Mdivi-1) were maintained in room
air. Sixty pups in total from the control and hyperoxia groups
were sacrificed on days 3, 7, 14, 21, and 28 by injection of 1%
pentobarbital. The left lungs were removed and fixed in 4%
paraformaldehyde for 48 h. The sections were then embedded
into paraffin and sliced into 4-µm sections for hematoxylin-eosin
(HE) staining (Sohrab Biotechnology, Beijing, China). At the
same time, the right lungs were stored at −80◦C for western blot. Echocardiography is a common method of PH examination in
adults and children (16). Echocardiography can show direct signs
of PH due to increased tricuspid regurgitation. However, the
tricuspid regurgitation velocity used in adult pulmonary artery
pressure estimations cannot be used in children, particularly
infants, because it is difficult to obtain a good and clear image,
and this measurement may not have good agreement with the
data measured using a cardiac catheter (17). Therefore, indirect
signs, such as changes in right ventricular function and changes
in pulmonary artery acceleration time, are indispensable. Frontiers in Pediatrics | www.frontiersin.org Lung Histology and Morphometric
Analyses The radial alveolar count (RAC, the number of alveoli
contained in the terminal respiratory unit), which reflects the
degree of alveolation, and Mean alveolar diameter (MAD) was
the average alveolar diameter (19). And they were important
indicators for the evaluation of non-development. Briefly, six
lung sections were taken for HE staining on days 3, 7, 14,
21, and 28 from the control and hyperoxia groups, five fields
were randomly selected for imaging under a 100x magnification
lens, and the number of alveoli passing from the center of
the respiratory bronchioles to the nearest interpleural line were
counted as the RAC. The MAD was measured by Image-Pro Plus
6.0 software (Media Cybernetics, Rockville, MD, USA). In this study, we hypothesized that hyperoxia would induce
mitochondrial fission and thus impact lung development,
resulting in the occurrence of BPD combined with PH. We found that after excessive oxygen stimulation, alveolar
simplification, PH, and p-Drp1 mitochondrial translocation
increased mitochondrial fission. Mdivi-1 is a Drp1 inhibitor
that decreases mitochondrial fragmentation (18). Our results
also suggest that inhibition of mitochondrial fission may be a January 2021 | Volume 8 | Article 619853 2 Mitochondrial Fission-Mediated BPD With PH Dai et al. Doppler sampling point was placed at the junction to measure
the pulmonary vein flow velocity. RESULTS On days 14, 21, 28, and 42, six pups from the control and
hyperoxia groups and 24 rats from other four groups on days
21 and 28 were prepared for ultrasonic imaging. The rats were
anesthetized with isoflurane using a small animal respiratory
anesthesia machine (R620-S1, RWD life science, Shenzhen,
China). After full chest hair removal, the rats received continuous
isoflurane anesthesia, were fixed in the supine position on
the examination table, and connected with electrocardiogram
electrodes. Their chests were coated with coupling agent. Statistical Analysis The experiments were performed in triplicate and repeated
at least three times. The data are presented as the mean
± SD or SEM and were analyzed using one-way analysis
of variance (ANOVA) followed by Tukey’s post-hoc test
(equal variance) or Dunnett T3’s post-hoc test (unequal
variance)
for
multiple
comparisons. Correlation
analyses
were performed using Spearman’s rank correlation. Statistical
analysis was carried out using SPSS Statistics 19.0 (SPSS
Inc., Chicago, USA) or GraphPad 6.0 (GraphPad Software,
San Diego, USA). Values of P < 0.05 were considered
statistically significant. Immunofluorescence On day 14, the lung tissue sections from 24 rats [control + vehicle
(n = 6), control + Mdivi-1(n = 6), hyperoxia + vehicle (n = 6),
and hyperoxia + Mdivi-1 (n = 6)] were dried overnight at 37◦C
and then hydrated in xylene and an ethanol gradient series. The
sections were then heated in a microwave in 10 mM citric acid
buffer (pH 6.0) for 20 min for antigen retrieval. The sections were
then incubated in 5% bovine serum albumin at 37◦C for 1 h. The
sections were incubated at 4◦C overnight with a rabbit polyclonal
anti-vWF (AF3000; 1:200 dilution; Affinity Biosciences. OH. USA), while the negative control group was incubated with
phosphate-buffered saline. The sections were then incubated with
Alexa Fluor-594 sheep anti-rabbit IgG (AB150076; diluted 1:500;
Abcam) at room temperature for 4 h and subsequently with 4
′,6-
diamidino-2-phenylindole (DAPI). Dual immunophotography
images were acquired using a scanning microscope (C1; Nikon,
Tokyo, Japan). To measure the hemodynamics of the pulmonary arteries
and veins, the short-axis view of the aortic valve was obtained
first, and the pulmonary artery was identified using a color
Doppler instrument. The diameter of the pulmonary artery was
measured at the attachment point of the pulmonary valve. The
pulsed Doppler gate was placed at the proximal end of the
pulmonary valve at an incident angle <20◦to maximize laminar
flow. Pulmonary acceleration time (PAT), pulmonary ejection
time (PET), and peak flow velocity of the pulmonary artery
(PFVP) were measured. PAT was measured as the time from
the beginning of systolic blood flow to the peak flow rate, while
PET was measured as the time from the beginning of systolic
blood flow to the completion of pulmonary blood flow. The
pulmonary vascular resistance index (PVRi) was calculated as
the ratio of PET to PAT. Similarly, the size of the left atrial
pulmonary vein junction was measured as the value of the
pulmonary vein diameter, and the peak velocity of the pulmonary
vein was measured according to the pulmonary vein flow velocity
curve. To measure right ventricular load, short-axis views of the
right and left ventricles were obtained at the level of the distal
mitral valve. Frontiers in Pediatrics | www.frontiersin.org Western Blotting g
Protein was extracted from frozen lung tissue samples from
36 rats in the control and hyperoxia groups on days 3, 7,
and 14, and mixed with the loading buffer. Equal amounts
of protein were separated by 10% sodium dodecyl sulfate-
polyacrylamide gel
electrophoresis at 100 V for
3 h
and
transferred to polyacrylamide difluoride membranes at 100 V
for 50 min. Membranes were then blocked in 5% skimmed
milk for 3 h at room temperature (20–25◦C). Membranes were
then incubated with rabbit monoclonal anti-Drp1 (ab184247;
1:500 dilution; Abcam, Cambridge, UK) or rabbit Phospho-
Drp1 (Ser616) Antibody (#3455; 1:1,000 dilution; Cell Signaling
Technology, Boston, USA) and gently shaken at 4◦C overnight. The next day, the membranes were incubated with horseradish
peroxidase-conjugated goat anti-rabbit or anti-mouse secondary
antibody (1:5,000 dilution; Cell Signaling Technology, Boston,
USA)
for
2 h
after
being
washed
three
times
in
Tris-
buffered saline and tween-20, and developed using enhanced
chemiluminescence reagents (Thermo Scientific Pierce; Thermo
Fisher Scientific, Waltham, MA, USA). Densitometry values of
each sample were calculated by Image Lab 5.0 software (Bio-
Rad, Hercules, CA, USA) for all bands and standardized relative
to β-actin. Right and left ventricular diastolic area (RVEDA and
LVEDA, respectively) were measured by manual endocardial
boundary tracing. The ratio between RVEDA and LVEDA
(RVEDA/LVEDA) was calculated as the measurement index of
the right ventricular load (20). Hyperoxia Stunts Alveolar Development,
Which Is Restored After Recovery in Room
Air Hyperoxia causes substantial morphological simplification in the
lung tissue, including a visible decrease in alveolar numbers and
increase in alveolar size. These negative changes in the hyperoxia
group can be quantified by the decrease in RAC and MAD, an
important indicator of lung development. Significant histological
differences between the hyperoxia and control groups were
found in day 3, 7, 14, 21, and 28 (Figure 1A). This result
indicated that chronic exposure to hyperoxia interrupts alveolar The probe was slightly adjusted upwards to obtain a minor
axial view of the aorta, and the probe was slightly tilted
cephalically to obtain a major axial view of the pulmonary artery. The left atrial pulmonary vein junction was located, and the January 2021 | Volume 8 | Article 619853 3 Mitochondrial Fission-Mediated BPD With PH Dai et al. FIGURE 1 | Morphological changes in rat lungs after hyperoxia. Newborn pups (P0) were exposed to 21% O2 (control) or 80–85% O2 (hyperoxia) for 14 days. (A)
Hematoxylin and eosin staining of rat lungs exposed to hyperoxia or control group on day 3, 7, 14, 21, and 28. Scale bar: 100 µm. (B) Compared with the controls,
the radial alveolar counts (RACs) of hyperoxia group were significantly reduced on five periods. (C) The Mean alveolar diameter (MAD) of hyperoxia group were
significantly increased on five periods. n = 6 per group. Data are shown as mean ± SD; **P < 0.01, ***P < 0.001. FIGURE 1 | Morphological changes in rat lungs after hyperoxia. Newborn pups (P0) were exposed to 21% O2 (control) or 80–85% O2 (hyperoxia) for 14 days. (A)
Hematoxylin and eosin staining of rat lungs exposed to hyperoxia or control group on day 3, 7, 14, 21, and 28. Scale bar: 100 µm. (B) Compared with the controls,
the radial alveolar counts (RACs) of hyperoxia group were significantly reduced on five periods. (C) The Mean alveolar diameter (MAD) of hyperoxia group were
significantly increased on five periods. n = 6 per group. Data are shown as mean ± SD; **P < 0.01, ***P < 0.001. with Drp1 levels (Figure 2D). After 14 days of hyperoxia,
Drp1 levels in the hyperoxia group were still high (P < 0.01). Furthermore, the ratio of p-Drp1 (Ser616) to Drp1 (P < 0.001)
was significantly increased compared to the controls, indicating
that the phosphorylation of Drp1 at Ser616 (Figure 2C) was
actively upregulated (P < 0.001). Pharmacological Inhibition of Drp1 With
Mdivi-1 During Hyperoxia Mitigates
Pulmonary Vascular Complications Pulmonary Vascular Complications
Mdivi-1
is
a
specific
inhibitor
of
Drp1. Based
on
the
results
that DRP1
started
to
increase
in
the
hyperoxia
group on P7 and the high level persisted until P14, the
Drp1 inhibitor, mdivi-1, was injected intraperitoneally daily
from days 7 to 14 to investigate whether mdivi-1 had
protective effects on chronic hyperoxia-induced lung injury. To evaluate vascular development, vWF-positive small blood
vessels were visualized using immunofluorescence staining
and counted (Figure 3). We found that long-term hyperoxia
significantly decreased the number of pulmonary small blood
vessels at day 14 (P < 0.001), whereas mdivi-1 treatment
in the hyperoxia group (Figure 3B) partially rescued this
decrease at day 14 (P < 0.001), indicating that mdivi-
1 can alleviate hyperoxia-induced obstruction of pulmonary
vascular development. To evaluate the long-term effects on Hyperoxia Stunts Alveolar Development,
Which Is Restored After Recovery in Room
Air formation, as evidenced by a decrease in alveolar numbers
and increase in alveolar diameter. On day 7 (Figure 1B), the
RAC number of control group was higher than hyperoxia
group (P < 0.01), and on day 14 this number in control
group was much higher than in hyperoxia group (P < 0.001). However, these developmental abnormalities in the hyperoxia
group were reversed after recovery in room air for 14 days. As for the MAD (Figure 1C), the MAD value of control
group was significantly lower than hyperoxia group on day
7 (P < 0.001), on day 14 (P < 0.001), and on day 21
(P < 0.01). Frontiers in Pediatrics | www.frontiersin.org Hyperoxia Causes Drp1 Overexpression in
Newborn Rat Lungs To investigate whether hyperoxia altered the expression of
Drp1 in rat lung tissues, we examined the levels of Drp1
and p-Drp1 over time by western blotting (Figure 2A). On
the third day of hyperoxia (Figure 2B), the expression of
Drp1 in the hyperoxia group was higher than that in the
control group (P < 0.05). On the seventh day of hyperoxia,
the levels of Drp1 (P < 0.05) and p-Drp1 (Ser616) (P <
0.001) in the hyperoxia group were both significantly elevated
(Figures 2B,C), although the ratios of p-Drp1 (Ser616)/Drp1
were not different between the two groups, suggesting that
the elevated p-Drp1 (Ser616) levels increased concomitantly January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 4 Dai et al. Dai et al. Mitochondrial Fission-Mediated BPD With PH FIGURE 2 | The levels of DRP1 and p-DRP1 (Ser616) in total lung tissues are detected by Western blotting. (A) Representative Western blot images of DRP1 and
p-DRP1 (Ser616) in lung tissues from controls or from hyperoxia group on day 3, 7, or 14. (B,C) Protein levels of DRP1 (B) or p-DRP1 (Ser616) (C) in arbitrary units
(AU) normalized to β-actin levels. (D) The ratios of p-DRP1 (Ser616)/DRP1 was calculated based on Western blot results. β-actin was the loading control. n = 6
animals/group; Values are expressed as means ± SD; *P < 0.05, **P < 0.01, ***P < 0.001. FIGURE 2 | The levels of DRP1 and p-DRP1 (Ser616) in total lung tissues are detected by Western blotting. (A) Representative Western blot images of DRP1 and
p-DRP1 (Ser616) in lung tissues from controls or from hyperoxia group on day 3, 7, or 14. (B,C) Protein levels of DRP1 (B) or p-DRP1 (Ser616) (C) in arbitrary units
(AU) normalized to β-actin levels. (D) The ratios of p-DRP1 (Ser616)/DRP1 was calculated based on Western blot results. β-actin was the loading control. n = 6
animals/group; Values are expressed as means ± SD; *P < 0.05, **P < 0.01, ***P < 0.001. between the control and hyperoxia groups after 7 days of normal
oxygen recovery, the pulmonary vessels showed significant
abnormalities in the hyperoxia group during the recovery
period. We performed continuous pulmonary vascular-related
cardiac ultrasonography on rats released from the hypertoxic
environment on post-natal day 14, P21, P28, and P42 (Figure 4). Hyperoxia Causes Drp1 Overexpression in
Newborn Rat Lungs After measuring indexes from the Doppler ultrasound trace of
the pulmonary artery (Figures 4A,B), the results showed that the
PAT (Figure 4C) reflecting the pulmonary circulation resistance
was markedly shortened on day 14 (P < 0.05), day 21 (P <
0.01), and day 28 (P < 0.001). The other two indicators: PVRi
and peak pulmonary flow velocity were significantly increased
(Figures 4D,E). PVRi were significantly increased on day 21
(P < 0.001) and day 28 (P < 0.001) in the hyperoxia group
compared to the control group. and the peak pulmonary flow
velocity were increased on day 21 (P < 0.001), day 28 (P <
0.001), and day 42 (P < 0.05). In addition, cardiac ultrasound-
related features of the pulmonary veins were also detected. After hyperoxia, the diameter of the pulmonary vein (Figure 4F)
decreased on day 21 (P < 0.05), whereas the diameter of the
pulmonary artery (Figure 4G) was not significantly changed
at day 21. In order to observe the effect of this pulmonary
hemodynamic abnormality on the heart, particularly on the
right ventricular load, we acquired a short-axis image of the blood vessels, ultrasonic echocardiogram monitoring revealed
that the pulmonary vascular resistance index (Figure 3C) of
the hyperoxia + mdivi-1 group was significantly lower than
that of the hyperoxia + vehicle group on P21 (P < 0.05). The peak pulmonary flow velocity was measured on P28
(Figure 3D). The results showed that the pulmonary artery
peak flow velocity decreased after administration of mdivi-
1, indicating an improvement in pulmonary artery pressure. In addition, the heart tissue was weighed and Fulton index
was calculated on P28. The Fulton index of the hyperoxia +
vehicle group was significantly higher than that of the control
+ vehicle group (Figure 3E), indicating that the right ventricle
was hypertrophic. Compared to the hyperoxia + vehicle group,
the Fulton index of the hyperoxia + mdivi-1 group was lower,
suggesting that right ventricular hypertrophy had improved
(Figure 3E). Recovery in Room Air Leaves
Hyperoxia-Exposed Rats With Abnormal
Pulmonary Hemodynamics Until
Adolescence Although the alveolar developmental obstruction caused by
hyperoxia had no significant difference in lung morphology January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 5 Dai et al. Dai et al. Mitochondrial Fission-Mediated BPD With PH E 3 | The beneficial effect of Mdivi-1 on pulmonary vasculature after chronic hyperoxia-induced lung injury. DRP1 inhibitor Mdivi-1 was injected intraperitoneally
he rats from day 7 to 14. (A) Representative images of immunofluorescence staining. Green fluorescence represented vWF expression. Scale bar = 50 µm. -positive vessels whose diameters were < 50 µm were calculated accordingly. (C) The pulmonary vascular resistance index (PVRi) measured on day 21. (D)
k pulmonary flow velocity was measured on P28 (E) the Fulton’s index was measured on day 28. n = 6 animals/group; Values are presented as mean ± SD. 01, ***P < 0.001, hyperoxia vs. control; #P < 0.05, ###P < 0.001, hyperoxia+Mdivi-1 vs. hyperoxia. stolic ventricle at the mitral valve level, and outlined the
right ventricular dilation in the hyperoxia group compared to the FIGURE 3 | The beneficial effect of Mdivi-1 on pulmonary vasculature after chronic hyperoxia-induced lung injury. DRP1 inhibitor Mdivi-1 was injected intraperitoneally
daily to the rats from day 7 to 14. (A) Representative images of immunofluorescence staining. Green fluorescence represented vWF expression. Scale bar = 50 µm. (B) vWF-positive vessels whose diameters were < 50 µm were calculated accordingly. (C) The pulmonary vascular resistance index (PVRi) measured on day 21. (D)
The peak pulmonary flow velocity was measured on P28 (E) the Fulton’s index was measured on day 28. n = 6 animals/group; Values are presented as mean ± SD. **P < 0.01, ***P < 0.001, hyperoxia vs. control; #P < 0.05, ###P < 0.001, hyperoxia+Mdivi-1 vs. hyperoxia. end-diastolic ventricle at the mitral valve level, and outlined the
cross-sections of the right and left ventricular cavities. The area
ratio (RVEDA/LVEDA) is a measurement of the right ventricular
load. We found that the area ratio was higher in the hyperoxia
group on day 14 (P < 0.05) and on day 21 (P < 0.01), suggesting
that the right ventricle was dilated, and this trend continued for
7 days (up to day 21) in the hyperoxia group (Figure 4H). Recovery in Room Air Leaves
Hyperoxia-Exposed Rats With Abnormal
Pulmonary Hemodynamics Until
Adolescence A
representative two-dimensional echocardiography image of the
left and right ventricular dimensions on day 21 demonstrated right ventricular dilation in the hyperoxia group compared to the
control group, indicative of diastolic right ventricle dysfunction
(Figures 4I,J). DISCUSSION In this study, we attempted to explore the relationship
between
BPD
and
mitochondrial
fission
induced
by
hyperoxia. To simulate severe BPD in rodent models, we January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 6 Dai et al. Mitochondrial Fission-Mediated BPD With PH Dai et al. FIGURE 4 | Abnormal pulmonary hemodynamics after hyperoxia. Newborn (P0) pups were exposed to 21% O2 (control) or 80–85% O2 (hyperoxia) for 14 days and
returned to air to receive echocardiography detection on post-natal day 14, 21, 28, and 42. (A) Representative Doppler ultrasound images of the pulmonary artery
(PA) on day 21 after exposure to either normoxia or hyperoxia for 14 days from birth. (B) Representative 2-dimensional echocardiography images of left and right
ventricular dimensions on day 21 was shown by comparing the difference between exposure to normoxia and hyperoxia for 14 days after birth. (C–H)
Echocardiography and pulse-wave Doppler-derived indexes of pulmonary acceleration time (PAT) (C), pulmonary vascular resistance (PVR) index (D), peak flow
velocity of pulmonary artery (E), pulmonary venous diameter (F), pulmonary artery diameter (G), and right ventricular end-diastolic area (RVEDA)-to-left ventricular
end-diastolic area ratio (LVEDA) (H) were analyzed and compared between hyperoxia group and control group on P14, P21, P28, and P42. (I,J) Representative
two-dimensional echocardiography images of the left and right ventricular dimensions on control and hyperoxia group on day 21. n = 6 animals/group; Values are
expressed as means ± SD; *P < 0.05, **P < 0.01, ***P < 0.001, compared with hyperoxia and control group. FIGURE 4 | Abnormal pulmonary hemodynamics after hyperoxia. Newborn (P0) pups were exposed to 21% O2 (control) or 80–85% O2 (hyperoxia) for 14 days and
returned to air to receive echocardiography detection on post-natal day 14, 21, 28, and 42. (A) Representative Doppler ultrasound images of the pulmonary artery
(PA) on day 21 after exposure to either normoxia or hyperoxia for 14 days from birth. (B) Representative 2-dimensional echocardiography images of left and right
ventricular dimensions on day 21 was shown by comparing the difference between exposure to normoxia and hyperoxia for 14 days after birth. DISCUSSION (C–H)
Echocardiography and pulse-wave Doppler-derived indexes of pulmonary acceleration time (PAT) (C), pulmonary vascular resistance (PVR) index (D), peak flow
velocity of pulmonary artery (E), pulmonary venous diameter (F), pulmonary artery diameter (G), and right ventricular end-diastolic area (RVEDA)-to-left ventricular
end-diastolic area ratio (LVEDA) (H) were analyzed and compared between hyperoxia group and control group on P14, P21, P28, and P42. (I,J) Representative
two-dimensional echocardiography images of the left and right ventricular dimensions on control and hyperoxia group on day 21. n = 6 animals/group; Values are
expressed as means ± SD; *P < 0.05, **P < 0.01, ***P < 0.001, compared with hyperoxia and control group. FIGURE 4 | Abnormal pulmonary hemodynamics after hyperoxia. Newborn (P0) pups were exposed to 21% O2 (control) or 80–85% O2 (hyperoxia) for 14 days and
returned to air to receive echocardiography detection on post-natal day 14, 21, 28, and 42. (A) Representative Doppler ultrasound images of the pulmonary artery
(PA) on day 21 after exposure to either normoxia or hyperoxia for 14 days from birth. (B) Representative 2-dimensional echocardiography images of left and right
ventricular dimensions on day 21 was shown by comparing the difference between exposure to normoxia and hyperoxia for 14 days after birth. (C–H)
Echocardiography and pulse-wave Doppler-derived indexes of pulmonary acceleration time (PAT) (C), pulmonary vascular resistance (PVR) index (D), peak flow
velocity of pulmonary artery (E), pulmonary venous diameter (F), pulmonary artery diameter (G), and right ventricular end-diastolic area (RVEDA)-to-left ventricular
end-diastolic area ratio (LVEDA) (H) were analyzed and compared between hyperoxia group and control group on P14, P21, P28, and P42. (I,J) Representative
two-dimensional echocardiography images of the left and right ventricular dimensions on control and hyperoxia group on day 21. n = 6 animals/group; Values are
expressed as means ± SD; *P < 0.05, **P < 0.01, ***P < 0.001, compared with hyperoxia and control group. January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 7 Mitochondrial Fission-Mediated BPD With PH Dai et al. in Drp1 after hyper oxygen in this study, the rats were
injected intraperitoneally with Mdivi-1 (25 mg/kg) from
days 7 to 14 to explore whether inhibition of Drp1 has
protective
effects
on
hyperoxia-induced
lung
injury. It
was found that long-term hyperoxia severely hindered the
development of small pulmonary vessels, and after mdivi-
1 administration, the number of small pulmonary vessels
significantly increased. DISCUSSION These results indicate that Mdivi-1
can
relieve
hyperoxia-induced
obstruction
of
pulmonary
microvascular development. From the perspective of the
long-term effects on blood vessels, ultrasonic monitoring
results showed that the PVR and PFVP measured during the
recovery period were lower after the administration of Mdivi-1,
suggesting improvements in pulmonary artery pressure. In
addition, the heart tissue was weighed on 28 days after birth
to calculate the Fulton index the results showed that the right
ventricular hypertrophy index in the hyperoxia group was
significantly higher than that in the control group, suggesting
right ventricular hypertrophy. first exposed rats to 80–85% oxygen for a long period (14
days). The results showed that the lung morphology was
seriously damaged and alveolar structure was simplified,
which was consistent with the pathology of BPD. Protein
expression of Drp1/p-Drp1 in the hyperoxia group was
significantly
higher
compared
to
in
the
control
group. We
then
applied
the
Drp1
inhibitor,
Mdivi-1,
and
found
an
improvement
in
the
reduction
of
pulmonary
microvasculature
under
hyperoxia. Finally,
we
discussed
whether
hyperoxia-induced
BPD
would
have
adverse
effects on pulmonary circulation function and followed up
with echocardiography. In recent years, many studies have shown that mitochondrial
dysfunction plays an important role in BPD and PH (21). Mitochondrial
dynamics
are
essential
for
maintaining
mitochondrial integrity and regulating apoptosis (22). Drp1 is
a mitochondrial outer membrane protein that mediates fission
of mitochondria and controls mitochondrial morphology (23). The latest research shows that by inducing overexpression
of hypoxia inducible factor-1, hypoxia stimuli can promote
the expression of Drp1 to regulate mitochondrial dynamics
in pulmonary vascular remodeling (24). In this study Drp1
changes were investigated after hyperoxia exposure in newborn
rats to further our understanding of the relationship between
hyperoxia and Drp1. We found that Drp1 reached its peak on
day 7 in the hyperoxia group and maintained this level until
day 14. These results showed that Drp1 protein expression
could be enhanced by hyperoxia. Many studies have suggested
that abnormally high expression of Drp1 in the lungs is an
indicator of poor prognosis, particularly in chronic malignant
diseases (25, 26). Drp1 has been regarded as an attractive
therapeutic target. To investigate whether this BPD model would have an
adverse effect on pulmonary circulation function, follow-up
detection was carried out by echocardiography in rats at
14, 21, 28, and 42 days after birth. DISCUSSION It was demonstrated
that PAT in the hyperoxia group was shortened, while the
PVRi and PFVP increased significantly compared to the
control group. These parameters all reflected higher pulmonary
pressure after exposure to hyperoxia for 2 weeks. In addition,
by measuring the area ratio and Fulton index, we found
that over-circulation influenced right ventricular structure
and function. It is worth mentioning that in this study, in addition to
focusing on the pulmonary artery, cardiac echocardiography
indicators related to the pulmonary vein were also detected,
and it was found that the pulmonary vein diameter showed
signs of narrowing after exposure to hyperoxia, while there
was no significant difference in pulmonary artery diameter
between
the two
groups. Pulmonary
vein
stenosis
is
a
rare problem that is often neglected (36); however, it is a
severe and increasingly common complication of preterm
infants
with
BPD
(37). Although
this
study
identified
the
manifestations
of
pulmonary
vein
stenosis,
it
did
not elucidate the underlying mechanisms, which require
further investigation. Mitochondrial oxidative stress is a component of general
oxidative stress, and excessive reactive oxygen species would
lead to increased mitochondrial fission (27). Studies have
found that particulate matter (PM2.5) can lead to oxidative
stress in lung epithelial cells, increasing mitochondrial fission,
resulting in cell apoptosis (28), and Drp1 and oxidative
stress are essential mediators in cigarette smoke-induced
pulmonary
endothelial
Injury
(29). Combined
with
our
findings, we speculated that lung injury caused by hyperoxia
in newborn rats would increase mitochondrial fission, namely
the expression of Drp1, due to oxidative stress. In addition,
experiments have confirmed the relationship between hypoxia
and Drp1, studies were not only involved in animal models
about
Lung
Ischemia-reperfusion
Injury
(30)
and
lung
vascular ischemic/hypoxic injury (31), but also in others
like hepatocellular carcinoma cells in hypoxia (32), and
Hypoxia-Reoxygenation
Injury
of
Cardiomyocytes
(33). Although hypoxia or hyperoxia can trigger similar pathological
responses, such as oxidative stress and inflammation, these
underlying mechanisms need to be further studied at the
cellular level. Lastly, there are some limitations present in this study. First,
we did not further explore the mechanism between hyperoxia and
Drp1. Secondly, we did not carry out in vitro experiments, such
as on pulmonary epithelial cells and microvascular endothelial
cells. Thirdly, this experiment only discussed the development
of pulmonary vessels after hyperoxia stimulation, but future
studies will focus on the effects of Drp1 and Mdivi-1 on
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expression of dynamin-related protein 1 in lung adenocarcinomas. Mod
Pathol. (2009) 22:1139–50. doi: 10.1038/modpathol.2009.83 29. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. FUNDING The animal study was reviewed and approved by Wenzhou
Medicial University. This work was supported by Wenzhou science and technology
project (Y20180092 and Y20180006). This work was supported by Wenzhou science and technology
project (Y20180092 and Y20180006). The animal study was reviewed and approved by Wenzhou
Medicial University. AUTHOR CONTRIBUTIONS development
and
function. However,
further
studies
are
required to determine the precise mechanism of Drp1 in BPD
and BPD-PH. YD conceived and designed the experiments. YD and BY
performed the experiments and wrote the paper. YD, DA, and
LY analyzed the data. XW, RH, and XF contributed materials
and analysis tools. CC and SC edited and approved final
draft. All authors contributed to the article and approved the
submitted version. YD conceived and designed the experiments. YD and BY
performed the experiments and wrote the paper. YD, DA, and
LY analyzed the data. XW, RH, and XF contributed materials
and analysis tools. CC and SC edited and approved final
draft. All authors contributed to the article and approved the
submitted version. DISCUSSION In
conclusion,
the
present
study
identified
the
echocardiographic
features
of
hyperoxia-induced
BPD-PH
models and confirmed that the expression of Drp1 is increased
in hyperoxia-induced lung injury. Treatment with Mdivi-1
during hyperoxia was protective against pulmonary vasculature Mdivi-1, a specific inhibitor of DRP1 (34) is reported
to be effective in suppressing the pulmonary artery smooth
muscle cells in lungs with PH (35). Because of the changes January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 8 Mitochondrial Fission-Mediated BPD With PH Dai et al. REFERENCES Wang Z, White A, Wang X, Ko J, Choudhary G, Lange T, et al. Mitochondrial
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and allogeneic mesenchymal stem cells effectively protect the lung against Frontiers in Pediatrics | www.frontiersin.org January 2021 | Volume 8 | Article 619853 9 Dai et al. Mitochondrial Fission-Mediated BPD With PH therapeutic target in pulmonary hypertension. Circ Res. (2012) 110:1484–
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94.e6. doi: 10.1016/j.devcel.2017.02.020 Copyright © 2021 Dai, Yu, Ai, Yuan, Wang, Huo, Fu, Chen and Chen. This is an
open-access article distributed under the terms of the Creative Commons Attribution
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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
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with these terms. 35. Marsboom G, Toth PT, Ryan JJ, Hong Z, Wu X, Fang YH, et al. Dynamin-related protein 1-mediated mitochondrial mitotic fission permits
hyperproliferation of vascular smooth muscle cells and offers a novel January 2021 | Volume 8 | Article 619853 Frontiers in Pediatrics | www.frontiersin.org 10
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English
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Genetic variation of pfhrp2 in Plasmodium falciparum isolates from Yemen and the performance of HRP2-based malaria rapid diagnostic test
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Parasites & vectors
| 2,015
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* Correspondence: halmekhlafi@yahoo.com
1Department of Parasitology, Faculty of Medicine, University of Malaya, 50603
Kuala Lumpur, Malaysia
3Azal National Research Centre, Azal University for Human Development, 447
Sana’a, Yemen
Full list of author information is available at the end of the article © 2015 Atroosh et al. This is an Open Access article distributed under the terms of the Creative Commons Attribution License
(http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: The genetic variation in the Plasmodium falciparum histidine-rich protein 2 (pfhrp2) gene that may
compromise the use of pfhrp2-based rapid diagnostic tests (RDTs) for the diagnosis of malaria was assessed in
P. falciparum isolates from Yemen. Methods: This study was conducted in Hodeidah and Al-Mahwit governorates, Yemen. A total of 622 individuals
with fever were examined for malaria by CareStart™malaria HRP2-RDT and Giemsa-stained thin and thick blood
films. The Pfhrp2 gene was amplified and sequenced from 180 isolates, and subjected to amino acid repeat types
analysis. Results: A total of 188 (30.2 %) participants were found positive for P. falciparum by the RDT. Overall, 12 different
amino acid repeat types were identified in Yemeni isolates. Six repeat types were detected in all the isolates (100 %)
namely types 1, 2, 6, 7, 10 and 12 while types 9 and 11 were not detected in any of the isolates. Moreover, the
sensitivity and specificity of the used PfHRP2-based RDTs were high (90.5 % and 96.1 %, respectively). Conclusion: The present study provides data on the genetic variation within the pfhrp2 gene, and its potential
impact on the PfHRP2-based RDTs commonly used in Yemen. CareStart™Malaria HRP2-based RDT showed high
sensitivity and specificity in endemic areas of Yemen. Keywords: Malaria, Plasmodium falciparum, Rapid diagnostic test, Plasmodium falciparum histidine-rich protein 2,
Yemen Keywords: Malaria, Plasmodium falciparum, Rapid diagnostic test, Plasmodium falciparum histidine-rich protein 2,
Yemen alaria, Plasmodium falciparum, Rapid diagnostic test, Plasmodium falciparum histidine-rich protein Genetic variation of pfhrp2 in Plasmodium
falciparum isolates from Yemen and the
performance of HRP2-based malaria rapid
diagnostic test Wahib M. Atroosh1,2, Hesham M. Al-Mekhlafi1,3,4*, Adel Al-Jasari5, Hany Sady1, Ahmed K. Al-Delaimy1, Nabil A. Nasr1,
Salwa Dawaki1, Awatif M. Abdulsalam1, Init Ithoi1, Yee Ling Lau1, Mun Yik Fong1 and Johari Surin1 Atroosh et al. Parasites & Vectors (2015) 8:388
DOI 10.1186/s13071-015-1008-x Atroosh et al. Parasites & Vectors (2015) 8:388
DOI 10.1186/s13071-015-1008-x Background region; Pakistan, Afghanistan and Yemen account for
more than 99 % of the 56,000 regional deaths due to
malaria [4]. Malaria is still a major public health problem in Yemen,
with almost 66 % of the population living in areas that
suffer from stable malaria transmission [1]. Plasmodium
falciparum is the predominant species and was respon-
sible for almost 99 % of malaria cases in Yemen during
2012, a large number of which consisted of drug-resistant
P. falciparum parasites [2, 3]. Among 17 countries with
malaria-endemic areas in the Middle East and Eurasia The national malaria control programme in Yemen
(NMCP) has achieved substantial success in controlling
local cases of malaria, achieving a significant reduction
in the number of malaria cases, dropping from 900,000
cases in the early 2000s to around 150,000 cases by 2013
[1]. However, Yemen is still classified among areas of
high malaria transmission, making it the only country in
the Arabian Peninsula and greater Middle Eastern region
that is still plagued with malaria to the extent that resi-
dents still suffer from considerably high mortality and
morbidity rates [2]. Imported malaria cases are still * Correspondence: halmekhlafi@yahoo.com
1Department of Parasitology, Faculty of Medicine, University of Malaya, 50603
Kuala Lumpur, Malaysia
3Azal National Research Centre, Azal University for Human Development, 447
Sana’a, Yemen
Full list of author information is available at the end of the article Page 2 of 8 Atroosh et al. Parasites & Vectors (2015) 8:388 on the national malaria records of 2010–2013 provided
by NMCP. reported in neighbouring countries, threatening the mal-
aria control and elimination programmes in the region. For instance, 2788 malaria cases were diagnosed in
southern Saudi Arabia between 2011 and 2012, with
about 97 % of the cases having been identified as origin-
ating outside the country, particularly from the Tehama
region, a Yemen bordered area [5]. The Hodeidah governorate (14.46° North, 43.15° East) is
located in the Tehama region in the western part of
Yemen, about 226 km from Sana’a, the capital of Yemen. It is a coastal area located along the Red Sea, covering a
total area of 117,145 km2 with a total population of 2.16
million [13]. Al-Mahwit governorate (16.25° N, 44.717° E)
is located between Hodeidah and Sana’a (about 111 km
west of Sana’a), covering a total area of 2858 km2 with a
total population of 597,000 people [13]. Plasmodium falciparum isolates p
A total of 622 individuals with fever were recruited to
this study and examined for malaria. Finger prick blood
samples were collected from participants and tested
using the RDT (CareStart™Malaria HRP2, Cat no. G0141, Access Bio, Inc, USA), and for preparing both
thick and thin blood films. Filter paper blood spots were
also collected from each participant on 3MM Whatman®
filter paper (Whatman International Ltd., Maidstone,
England), and kept in clean, dry, well-sealed aluminum
pouches with desiccated silicon bags for molecular ana-
lysis. Blood films were stained with 5 % of buffer-diluted
Giemsa stain for 30 min and were examined microscop-
ically for the presence of malaria parasites. All RDT tests
were performed and interpreted by trained and skilled
laboratory personnel from the NMCP following the
manufacturer’s instructions. Briefly, one purple line in
the control line position interpreted negative for falcip-
arum malaria and two purple lines at the test line
position along with the control line were to be defined
as positive. In case the control line did not appear, the
result was considered invalid and the test was repeated. In Yemen, PfHRP2-based RDTs have been imple-
mented by the NMCP in 2009, and are being used exclu-
sively for malaria active case detection (ACD) targeting
only falciparum malaria infections [12]. However, data
on the genetic variation of the pfhrp2 are not available. Hence, the present study aims to investigate the genetic
variations of the pfhrp2 gene in malaria isolates from the
Hodeidah and Al-Mahwit governorates, Yemen (areas
with high malaria endemicity) and the possible impact of
this variation on the efficacy of the currently used
pfhrp2-based RDTs. The present study is the first to pro-
vide data on the genetic variation of PfHRP2 in Yemen,
and therefore has the potential to impact on control
strategies and efforts to eradicate malaria from Yemen
and the Arabian Peninsula. Background The climate of the
selected districts is a combination of tropical monsoon
with occasional rains in the summer and dry weather in
winter, with a mean rainfall of 200 mm/year. The mean
temperature is 37.5 °C in summer and 24 °C in winter,
with humidity ranging between 70 and 90 %. Malaria is
highly prevalent in Tehama region with high transmission
peaking between January and March each year. Figure 1
shows the study area and the distribution of malaria bur-
den in Yemen in 2012. Early and accurate diagnosis of malaria, along with
prompt treatment, are essential to reduce the burden of
the disease worldwide. Rapid diagnostic tests (RDTs)
have been widely used for the diagnosis of malaria and be-
come an indispensable tool for malaria case-management,
control and elimination worldwide, especially in rural en-
demic areas without laboratory access [6, 7]. Besides the
affordability and shorter turnover time of RDT-based
diagnosis, significant reductions in the over-prescription
of antimalarials have been reported when RDTs are in-
troduced in presumptive treatment settings, especially
with the new policy of using the expensive artemisinin-
combination therapy (ACT) as the first line treatment
for uncomplicated falciparum malaria infection [8]. However, recent studies revealed that the sensitivity of
RDTs could be compromised due to genetic poly-
morphism of the parasite PfHRP2 antigens, particularly
with regards to certain amino acid repeat types, causing
false-negative results when using the HRP2-based RDT
to diagnose P. falciparum malaria [9–11]. Methods For positive slides, parasite species and stages were
reported and parasitaemia (parasite density) was deter-
mined by counting only the asexual stages against 300
white blood cells (WBC) and then multiplied by 25;
assuming the average of total WBC count of individuals
equal to 7500 cells per μl of blood. The level of parasit-
aemia was graded as low (<1000 parasites/μl of blood),
moderate (1000–9999 parasites/μl of blood) and severe
(≥10,000 parasites/μl of blood). A double check for
malaria microscopy was performed by two senior mal-
aria microscopists; slides were examined twice and the Methods
Study area An active case detection survey targeting individuals
with fever suspected of having a malaria infection was
carried out in some malaria endemic districts of the
Tehama region in both the Hodeidah and Al-Mahwit
governorates, Yemen. The survey was carried out from
March to May 2014, during the malaria transmission
season. Districts with high malaria endemicity; namely
AdDahi, Al-Marawiah, and Bajil from Hodeidah, and
Khamis Bani Saad from Al-Mahwit, were selected based Atroosh et al. Parasites & Vectors (2015) 8:388 Page 3 of 8 Fig. 1 A geographic map showing study area (Hodeidah and Al-Mahwit governorates) and the distribution of malaria in Yemen according to
incidence in 2012 Fig. 1 A geographic map showing study area (Hodeidah and Al-Mahwit governorates) and the distribution of malaria in Yemen according to
incidence in 2012 Evaluation of HRP2-RDT performance average parasitemia per microlitre of blood was re-
corded for every microscopy positive slide. Genomic
DNA was extracted from the filter paper blood spots
and subjected to pfhrp2 amplification using conven-
tional single-run PCR. p
A malaria-positive blood sample, with a known parasite
density (8500 asexual stage/μl) of P. falciparum mono-
infection, was chosen to evaluate the CareStart™Malaria
HRP2-RDT. The blood sample was also checked not to
have any sexual stage (gametocytes). Duplicate thick and
thin blood films were prepared and stained with Giemsa
stain as previously mentioned, and then examined micro-
scopically by two senior malaria microscopists; the average
of parasitaemia was recorded. The sample was then
diluted in a ratio of 2:3 serial dilutions with healthy human
O positive blood group. A total of 12 serial dilutions (la-
belled 1–12) were prepared in duplicates and the results
of asexual-stage parasites density were recorded for each
tube [14]. Each tube dilution was then tested for PfHRP2-
RDT according to manufacturer instructions. The protocol used in this study was approved by the
Ethics Committee of the University of Malaya Medical
Centre, Malaysia (Ref. 974.19). The protocol was also ap-
proved by the Ministry of Health and Population, in con-
junction with the National Malaria Control Programme in
Yemen. Written and signed or thumb-printed informed
consents were taken from adult participants and parents
or guardians on behalf of their children before starting the
sample collection; these procedures were also approved by
the ethics committees. Methods
Study area RDT-positive participants were
treated with artemisinin combination therapy (artemisinin
+ sulfadoxine/pyrimethamine) according to the national
malaria treatment policy, Ministry of Health and Popula-
tion, Yemen. Molecular identification and pfhrp2 sequencing
All DNA from malaria positive samples were confirmed
by PCR [15], with P. falciparum samples then being
considered for pfhrp2 molecular characterization. Amp-
lification of hrp2 was carried out in a single-run PCR
using a specifically designed oligonucleotide primer
pair flanking the region of exon-2 of pfhrp2 gene [16]. A 50 μL reaction mixture was made up containing
10 μM of each forward (PfHRP2-F 5′-TGTGTAGCAA
AAATGCAAAAGG-3′) and reverse primer (PfHRP2-R
5′ TTAATGGCGTAGGCAATGTG-3′), along with 20 μL
ExPrime Taq Premix ready-mix PCR reagent (Genet Bio, DNA extraction
d One or two discs (6 mm diameter) of 3MM Whatman’s
filter paper blood spot (cut by flamed-sterile punch)
were used for DNA extraction using a Qiagen blood and
tissue kit (QIAGEN, DNeasy® Blood & Tissue Kit, Cat. no. 69506, Germany) according to the manufacturer’s in-
struction. DNA was eluted using 50 μl AE (10 mM Tris-
Cl; 0.5 mM EDTA; pH 9.0) elution buffer (included in
the kit) and kept at −20 °C until used. Page 4 of 8 Page 4 of 8 Atroosh et al. Parasites & Vectors (2015) 8:388 Korea) and 2 μL of the DNA extract. The amplification
thermal conditions were initiated with DNA denaturation
at 95 °C for 5 min, followed by 40 cycles of (95 °C/ 30 s,
57 °C/ 40 s and 72 °C/ 90 s) and a single extension step at
72 °C for 10 min. All PCR amplification reactions were
amplified
using
thermal
cycler
(MyCycler-
BioRad,
Hercules, USA). Genomic DNA of P. falciparum lines
3D7 (MRA-102G), Dd2 (MRA-150G) and HB3 (MRA-
155G) provided by Malaria Research and Reference Re-
agent Resource Centre (MR4), ATCC®, Manassas, VA,
USA were used as positive and negative controls for PCR
amplification of HRP2 and HRP3. 3D7 was used as a posi-
tive control for both HRP2 and HRP3, and Dd2 (a labora-
tory line known to lack pfhrp2) and HB3 (a laboratory line
known to lack pfhrp3) were used as negative controls for
HRP2 and HRP3 respectively [17, 18]. on microscopy, the detection rate was the highest in
Khamis Bani Saad (39.4 %) followed by Bajil (23.5 %),
while Al-Marawiah has the lowest (5.3 %). The level of
asexual P. falciparum parasitaemia in positive cases
ranged from 40 to 55,555 parasites/μl of blood with a
geometric mean of 5261 parasites/μl. High parasitaemic
individuals (parasite count ≥10,000 parasites/μl of blood)
represented 17.9 %, while 41.9 % and 40.2 % of the
malaria-positive individuals had moderate and low parasit-
aemia respectively. The overall sensitivity and specificity of the used
CareStart™malaria HRP2-RDT was rated as 90.5 %
(95 % CI = 85.4, 94.3) and 96.1 % (95 % CI = 93.8, 97.7),
respectively (Table 1). The PPV and NPV were 91.0 %
(95 % CI = 85.9, 94.6) and 95.9 % (95 % CI = 93.5, 97.5),
respectively. The agreement between the microscopy
and HRP2-RDT was statistically significant by Kappa
(K = 0.867; P < 0.001). DNA extraction
d In the same vein, HRP2-RDT was
examined against serial dilutions of a blood sample
with known P. falciparum parasite density. The test re-
vealed a high detection rate of CareStart™malaria
HRP2-RDT for falciparum malaria isolates; 10 out of
the 12 tubes with parasitaemia levels ranged from 8500
to 147 asexual stage/μl were found positive (visible
clear band), with a faint band appearing for tube no.11
(98 parasites/μl). The last tube, no. 12, with parasit-
aemia of 65 parasites/μl was found negative by HRP2-
RDT (Table 2 and Additional file 1). With our Yemeni
isolates, it was found that performance of RDT in-
creased with parasitaemia level, with the lowest detec-
tion rate (44.4 %) reported with parasitaemia levels of
1–100 parasites/μl while it was ≥97.0 % with parasit-
aemia levels of ≥1000 parasites/μl. Although most of
the negative RDT results were found in samples with
low parasitaemia, but negative RDT results were also
reported with two samples with moderate and high
parasitaemia levels. The PCR products were then analysed using agarose-
gel electrophoresis. Ten microliters of each amplicon
was loaded into a 1.5 % agarose gel and run in a TAE
buffer (Tris acetate EDTA), stained with SYBR® safe
DNA gel stain (Invitrogen, USA). The fragments size
was visualized under UV compared to 100 bp DNA
ladder. The amplicons were sent for purification and sequen-
cing, each amplicon was subjected to sequencing using
the same forward and reverse primers as were used dur-
ing PCR amplification. Both forward and reverse se-
quences were aligned using BioEdit Sequence Alignment
Editor Software (version 7.1.9) and then translated into
corresponding amino acids. Each sequence of amino
acid repeats was identified and given a code from Type
1 to Type 14 based on the motif being repeated [19]. Data analysis
h
f The performance of RDT was calculated based on the
following indicators: sensitivity, specificity, positive pre-
dictive value (PPV) and negative predictive values (NPV)
which were calculated with their corresponding 95 %
confidence intervals (CI) using Medcalc® online calcula-
tor. Moreover, Kappa statistics were used to assess the
agreement between RDT and microscopy. This was
calculated in IBM SPSS Statistics, version 18.0 (IBM
Corporation, NY, USA) by creating a 2 × 2 contingency
table. A P-value of < 0.05 was considered significant. Overall, 180/189 cases were successfully amplified for
pfhrp2 and yielded good and quality sequences, and
were therefore subjected to amino acid repeat type ana-
lysis. The sequence lengths of the isolates were found to Table 1 The sensitivity and specificity of PfHRP2-based RDT
against the reference technique (microscopy) using samples
collected from Hodeidah and Al-Mahwit, Yemen (n = 622) against the reference technique (microscopy) using samples
collected from Hodeidah and Al-Mahwit, Yemen (n = 622)
RDT
Microscopy
Negative
Positive
Total
Negative
416
18
434
Positive
17
171
188
Total
433
189
622
Sensitivity: true positive = 171/189 = 90.5 %; false negative error rate = 18/189 =
9.5 %. Specificity: true negative = 416/433 = 96.1 %; false positive error rate = 17/
433 = 3.9 %. PPV: 171/188 = 91.0 %; NPV: 416/434 = 95.9 % Results falciparum
isolates from Hodeidah and Al-Mahwit, Yemen
Type
Amino acids
sequence
No. of repeats
Meana
Frequency
minimum
maximum
n
%
1
AHHAHHVAD
1
5
3.01
180
100
2
AHHAHHAAD
6
18
9.85
180
100
3
AHHAHHAAY
0
2
1.23
177
98.3
4
AHH
0
2
0.19
28
15.6
5
AHHAHHASD
0
2
0.49
85
47.2
6
AHHATD
2
8
4.11
180
100
7
AHHAAD
3
10
4.97
180
100
8
AHHAAY
0
2
0.52
89
49.4
9
AAY
0
0
0.00
0
0
10
AHHAAAHHATD
1
2
1.25
180
100
11
AHN
0
0
0.00
0
0
12
AHHAAAHHEAATH
1
1
1.00
180
100
13
AHHASD
0
1
0.05
10
5.6
14
AHHAHHATD
0
1
0.03
5
2.8
aAverage number of amino acid repeat types in the relevant isolates (n) Table 2 Evaluation of CareStart™PfHRP2-based RDT against
serial dilutions of P. falciparum parasitaemia
Tube
No. Blood Volume
Diluent
(O+ Blood)
Parasite Density
RDT Result
0
Whole Blood
0
8500
Positive
1
200 μl of Tube No. 0
100 μl
5666
Positive
2
200 μl of Tube No. 1
100 μl
3777
Positive
3
200 μl of Tube No. 2
100 μl
2518
Positive
4
200 μl of Tube No. 3
100 μl
1679
Positive
5
200 μl of Tube No. 4
100 μl
1119
Positive
6
200 μl of Tube No. 5
100 μl
746
Positive
7
200 μl of Tube No. 6
100 μl
497
Positive
8
200 μl of Tube No. 7
100 μl
331
Positive
9
200 μl of Tube No. 8
100 μl
221
Positive
10
200 μl of Tube No. 9
100 μl
147
Positive
11
200 μl of Tube No. 10
100 μl
98
Positive
12
200 μl of Tube No. 11
100 μl
65
Negative Table 3 Frequency of PfHRP-2 repeat types from P. falciparum
isolates from Hodeidah and Al-Mahwit, Yemen
Type
Amino acids
sequence
No. 18SrRNA [15], pfhrp2 and pfhrp3 genes [16]. The DNA
was successfully amplified for 18SrRNA and pfhrp3
genes while it was confirmed negative for pfhrp2 gene. 18SrRNA [15], pfhrp2 and pfhrp3 genes [16]. The DNA
was successfully amplified for 18SrRNA and pfhrp3
genes while it was confirmed negative for pfhrp2 gene. Results 5
100 μl
746
Positive
7
200 μl of Tube No. 6
100 μl
497
Positive
8
200 μl of Tube No. 7
100 μl
331
Positive
9
200 μl of Tube No. 8
100 μl
221
Positive
10
200 μl of Tube No. 9
100 μl
147
Positive
11
200 μl of Tube No. 10
100 μl
98
Positive
12
200 μl of Tube No. 11
100 μl
65
Negative
Table 3 Frequency of PfHRP-2 repeat types from P. falciparum
isolates from Hodeidah and Al-Mahwit, Yemen
Type
Amino acids
sequence
No. of repeats
Meana
Frequency
minimum
maximum
n
%
1
AHHAHHVAD
1
5
3.01
180
100
2
AHHAHHAAD
6
18
9.85
180
100
3
AHHAHHAAY
0
2
1.23
177
98.3
4
AHH
0
2
0.19
28
15.6
5
AHHAHHASD
0
2
0.49
85
47.2
6
AHHATD
2
8
4.11
180
100
7
AHHAAD
3
10
4.97
180
100
8
AHHAAY
0
2
0.52
89
49.4
9
AAY
0
0
0.00
0
0
10
AHHAAAHHATD
1
2
1.25
180
100
11
AHN
0
0
0.00
0
0
12
AHHAAAHHEAATH
1
1
1.00
180
100
13
AHHASD
0
1
0.05
10
5.6
14
AHHAHHATD
0
1
0.03
5
2.8
aAverage number of amino acid repeat types in the relevant isolates (n) vary, ranging from 477 to 879 bp (giving proteins of
Table 2 Evaluation of CareStart™PfHRP2-based RDT against
serial dilutions of P. falciparum parasitaemia
Tube
No. Blood Volume
Diluent
(O+ Blood)
Parasite Density
RDT Result
0
Whole Blood
0
8500
Positive
1
200 μl of Tube No. 0
100 μl
5666
Positive
2
200 μl of Tube No. 1
100 μl
3777
Positive
3
200 μl of Tube No. 2
100 μl
2518
Positive
4
200 μl of Tube No. 3
100 μl
1679
Positive
5
200 μl of Tube No. 4
100 μl
1119
Positive
6
200 μl of Tube No. 5
100 μl
746
Positive
7
200 μl of Tube No. 6
100 μl
497
Positive
8
200 μl of Tube No. 7
100 μl
331
Positive
9
200 μl of Tube No. 8
100 μl
221
Positive
10
200 μl of Tube No. 9
100 μl
147
Positive
11
200 μl of Tube No. 10
100 μl
98
Positive
12
200 μl of Tube No. 11
100 μl
65
Negative
Table 3 Frequency of PfHRP-2 repeat types from P. Results Of the 622 screened individuals, 188 (30.2 %) were
positive for malaria by the CareStart™Malaria HRP2-
RDT. Of these 188 RDT-positive, only 171 (91.0 %)
were confirmed microscopically by detecting either
asexual or sexual stages or both. On the other hand, 18
(2.9 %) microscopy-positive individuals were found to
be negative with RDT. Similarly, 17 (2.7 %) RDT-positive
cases were found to be negative with microscopy. Based Sensitivity: true positive = 171/189 = 90.5 %; false negative error rate = 18/189 =
9.5 %. Specificity: true negative = 416/433 = 96.1 %; false positive error rate = 17/
433 = 3.9 %. PPV: 171/188 = 91.0 %; NPV: 416/434 = 95.9 % Page 5 of 8 Atroosh et al. Parasites & Vectors (2015) 8:388 Page 5 of 8 vary, ranging from 477 to 879 bp (giving proteins of
159–293 amino acids), with a sequence of 540 bp (180
amino acids) being the most frequent genotype (43.9 %). All isolates sequences were found to be similar in that
they started with either a single or multiple Type 1
(AHHAHHVAD), and ended with a single Type 12 repeat
(AHHAAAHHEAATH). Overall, Type 1 (AHHAHH-
VAD), Type 2 (AHHAHHAAD), Type 6 (AHHATD),
Type 7 (AHHAAD), Type 10 (AHHAAAHHATD) and
Type 12 (AHHAAAHHEAATH) were found in all se-
quenced isolates. On the other hand, type 9 (AAY) and
T
11 (AHN)
t t ll
b
t i
ll i
l t
ll
t d
18SrRNA [15], pfhrp2 and pfhrp3 genes [16]. The DNA
was successfully amplified for 18SrRNA and pfhrp3
genes while it was confirmed negative for pfhrp2 gene. Discussion
Many rapid diagnostic tests (RDTs) are available to
detect different malaria-specific antigens. Most RDTs
detect P. falciparum specific proteins; either histidine-
rich protein 2 (PfHRP2) or P. falciparum lactate de-
h d
(PfLDH)
hil
th
i
b th
Table 2 Evaluation of CareStart™PfHRP2-based RDT against
serial dilutions of P. falciparum parasitaemia
Tube
No. Blood Volume
Diluent
(O+ Blood)
Parasite Density
RDT Result
0
Whole Blood
0
8500
Positive
1
200 μl of Tube No. 0
100 μl
5666
Positive
2
200 μl of Tube No. 1
100 μl
3777
Positive
3
200 μl of Tube No. 2
100 μl
2518
Positive
4
200 μl of Tube No. 3
100 μl
1679
Positive
5
200 μl of Tube No. 4
100 μl
1119
Positive
6
200 μl of Tube No. Results of repeats
Meana
Frequency
minimum
maximum
n
%
1
AHHAHHVAD
1
5
3.01
180
100
2
AHHAHHAAD
6
18
9.85
180
100
3
AHHAHHAAY
0
2
1.23
177
98.3
4
AHH
0
2
0.19
28
15.6
5
AHHAHHASD
0
2
0.49
85
47.2
6
AHHATD
2
8
4.11
180
100
7
AHHAAD
3
10
4.97
180
100
8
AHHAAY
0
2
0.52
89
49.4
9
AAY
0
0
0.00
0
0
10
AHHAAAHHATD
1
2
1.25
180
100
11
AHN
0
0
0.00
0
0
12
AHHAAAHHEAATH
1
1
1.00
180
100
13
AHHASD
0
1
0.05
10
5.6
14
AHHAHHATD
0
1
0.03
5
2.8
aAverage number of amino acid repeat types in the relevant isolates (n) Table 3 Frequency of PfHRP-2 repeat types from P. falciparum
isolates from Hodeidah and Al-Mahwit, Yemen vary, ranging from 477 to 879 bp (giving proteins of
159–293 amino acids), with a sequence of 540 bp (180
amino acids) being the most frequent genotype (43.9 %). All isolates sequences were found to be similar in that
they started with either a single or multiple Type 1
(AHHAHHVAD), and ended with a single Type 12 repeat
(AHHAAAHHEAATH). Overall, Type 1 (AHHAHH-
VAD), Type 2 (AHHAHHAAD), Type 6 (AHHATD),
Type 7 (AHHAAD), Type 10 (AHHAAAHHATD) and
Type 12 (AHHAAAHHEAATH) were found in all se-
quenced isolates. On the other hand, type 9 (AAY) and
Type 11 (AHN) were totally absent in all isolates collected
from both governorates. 18SrRNA [15], pfhrp2 and pfhrp3 genes [16]. The DNA
was successfully amplified for 18SrRNA and pfhrp3
genes while it was confirmed negative for pfhrp2 gene. Discussion Overall, 12 different amino acid repeat types were
identified in Yemeni isolates examined by the present
study. Of these, six repeat types (types 1, 2, 6, 7, 10 and
12) were found to be present in all isolates, while type 3
was found in 98.3 % of the isolates. These findings are in
agreement with isolates from different countries in
Africa, Asia and America [21]. In India, six (types 1, 2, 3,
6, 7 and 11) out of 13 identified types of amino acid re-
peats were detected in all the examined P. falciparum
isolates [25]. On the other hand, only four types were
found in over 98 % of the Senegalese isolates from Dakar
[10, 11]. Our study further showed that repeat types 9
(AAY) and 11 (AHN) were totally absent, a result which
has been previously reported in isolates obtained from
Senegal, Mali, Uganda and Madagascar [10, 11, 16]. We found that all of the amplified isolates (100 %)
started with a type 1 repeat (AHHAHHVAD), with ei-
ther a single or multiple of 2 to 5 copies, before ending
with a single Type 12 repeat (AHHAAAHHEAATH). Many previous studies in Africa and Asia showed that
all pfhrp2 sequences begin with a type 1 repeat and
concluded with a type 12 repeat [11, 16, 19, 25]. How-
ever, a previous study from Dakar, Senegal on 122
sequenced P. falciparum isolates had detected three isolates
for which pfhrp2 protein sequences did not begin with a
type 1 repeat, and only one isolate found in that study
possessed a sequence ending in a type 12 repeat [10]. Overall, the present study showed that the sensitivity
and specificity of the used HRP2-based RDT were high
(90.5 % and 96.1 %, respectively). This was supported by
a very good level of agreement between the results of
microscopy and RDT tests (Kappa = 0.867). The sensitiv-
ity of PfHRP2-based RDT from other reports varied
worldwide, ranging from > 90 % (high) to 43.7 % (low)
compared to the gold standard microscopy and/or PCR
[30–34]. Within the same context, a previous study
conducted at the eastern part of Yemen during a malaria
outbreak aimed to evaluate the accuracy of PfHRP2-
based RDT among 25 falciparum malaria patients,
revealed a sensitivity, specificity and positive predictive
value of 74 %, 94 % and 68 % respectively when com-
pared to the microscopy [35]. Discussion Parasites & Vectors (2015) 8:388 the same country [16, 19]. Yemeni isolates showed high
to moderate numbers of the repeat types 2, 7, 6 and 1
within pfhrp2 (means: 9.85, 4.97, 4.11 and 3.01, respect-
ively) which is higher than what it has been reported in
Thailand,
the
Philippines,
Madagascar,
Papua
New
Guinea and South America [16, 19, 26]. were successfully amplified and sequenced for PfHRP2. The sequence lengths of the sequenced isolates varied
from 477 to 879 bp (giving proteins of 159 to 293 amino
acids). The variations in the number of total amino acids
for pfhrp2 for the Yemeni isolates were found to be
lower than the global variation (187 to 306 amino acids),
as reported for isolates from 19 countries in Africa,
South America, the Pacific region and Southeast Asia
[19]. On the other hand, similar variations were reported
in Madagascar (145 to 309 amino acids), while a higher
number of variations (157 to 333 amino acids) were
reported in isolates collected from six different geo-
graphical areas in India [16, 25). Our findings revealed that the HRP2-based RDT pos-
sessed good sensitivity; a low parasitaemia level of 139
asexual stages/μl was strongly detectable by RDT. On
the other hand, parasitaemia levels below 100 parasites/
μl were found either weakly detectable (98 parasites/μl)
or totally not detected (65 parasites/μl). These results
correspond to RDT results on the Yemeni isolates as we
found that detection rate increased with parasitaemia
level. However, low detection rate (44.4 %) was reported
with samples of very low parasitaemia (i.e., < 100 para-
sites/μl), as well as two samples (positive with microscopy
and pfhrp2-PCR) with moderate and high parasitaemia
were found negative. These are in agreement with previ-
ous studies which revealed that most of the RDT show ex-
cellent detection rates for P. falciparum at a parasitaemia
greater than 500 parasites/μl, with most of the variation
reported at relatively low-level parasitaemia [7, 10, 21]. Moreover, RDT negative results were reported with sam-
ples of high-level parasitaemia [27, 28]. This variation
could be attributed to either RDT device-related factors
such as poor manufacture and deterioration of the device
or parasite-related factors such as the level of parasitemia,
variability in the target epitopes of the parasite antigen, or
quantity of parasite antigen produced by the parasite or
present in the peripheral blood, or malaria transmission
season [7, 19, 29]. Discussion Many rapid diagnostic tests (RDTs) are available to
detect different malaria-specific antigens. Most RDTs
detect P. falciparum specific proteins; either histidine-
rich protein 2 (PfHRP2) or P. falciparum lactate de-
hydrogenase (PfLDH), while others can recognize both
P. falciparum-specific and pan-specific antigens (aldol-
ase (pALD) and pan-species (pLDH) [20]. Previous
studies have reported genetic variation in PfHRP2 (gen-
etic deletions, frame shift mutations or alterations in
protein expression), which can affect the sensitivity of
HRP2-based RDTs, while no variability was observed
for pAldolase or pLDH [21, 22]. The HRP2 of P. falcip-
arum is a 2-exons gene connected with an intron,
located on chromosome 7 (98671–99734 bp) [23]. The
amino acid repeats of pfhrp2 have been characterized
into 14 types, based on amino acid motifs being re-
peated, with Type 2 and Type 7 having been described
as possible epitopes targeted by the monoclonal anti-
bodies used to detect hrp2 [10, 19, 21, 24] Other amino acid repeat types were varied in their
frequencies. Type 8 (AHHAAY), Type 5 (AHHAHHASD)
and Type 4 (AHH) ranged between moderate and low,
with percentages of 49.4 %, 47.2 % and 15.6 % respectively. Moreover, Type 13 (AHHASD) and Type 14 (AHHAH-
HATD) were rarely reported in the present study (5.6 %
and 2.8 %, respectively). Further, the mean numbers for 2
and 7 repeat types in pfhrp2 were the highest among the
12 types detected by this study (mean = 9.85 and 4.97,
respectively). No association was found between HRP2
repeats and age, sex and districts of participants as well as
parasitaemia level. The frequency and mean number of
PfHRP2 repeat types from P. falciparum isolates from
Hodeidah and Al-Mahwit, Yemen are shown in Table 3. The present study investigated the genetic variation of
PfHRP2 among isolates from Yemen, with a possible
predicting effect on the performance of the PfHRP2-
based RDTs (CareStart® one-step HRP2 RDT; Access Bio
Inc., New Jersey, USA) that are used solely for active
case detection (ACD) by the national malaria control
programme in Yemen (NMCP). A total of 180 isolates Interestingly, one isolate with low parasitaemia (184
parasites/μl) was found to be positive by both CareStart™
malaria HRP2-RDT and microscopy but it was PCR-
negative for pfhrp2 gene. DNA of this isolate was
processed for further PCR confirmation using three
PCR protocols that aimed at amplifying P. falciparum Page 6 of 8 Atroosh et al. Conclusions The findings of this study provide insights into the gen-
etic diversity of pfhrp2 in P. falciparum isolates from
Yemen, and reveal that pfhrp2 is highly polymorphic in
these isolates. CareStart™one-step HRP2-based RDT
showed high performance especially for those cases with
parasitaemia of >100 parasites/μl. The isolates used by
this study were from endemic areas of the Tehama re-
gion only. Therefore, population-based studies from
other endemic areas throughout Yemen are recom-
mended in order to genetically analyze the P. falciparum
isolates based on PfHRP2, and to accurately determine
the prevalence of parasites that cannot be detected using
the PfHRP2 RDT. 4. Partnership RBM. The Global Malaria Action Plan for a Malaria Free World. Geneva: RBMP; 2008. 5. Malaria in Saudi Arabia. Middle East Health. 2013. http://
www.middleeasthealthmag.com/jul2013/meupdate.htm. Accessed 13
Oct 2014. 6. Murray CK, Bennett JW. Rapid diagnosis of malaria. Interdiscip Perspect
Infect Dis. 2009;415953. doi:10.1155/2009/415953. 7. World Health Organization. Malaria rapid diagnostic test performance results
of WHO product testing of malaria RDTs: round 3 (2010–2011). Geneva:
WHO; 2011. 8. Bastiaens GJH, Bousema T, Leslie T. Scale-up of malaria rapid diagnostic
tests and artemisinin- based combination therapy: challenges and
perspectives in sub-Saharan Africa. PLoS Med. 2014;11(1):e1001590. doi:10.1371/journal.pmed.1001590. 9. Koita O, Doumbo OK, Ouattara A, Tall LK, Konaré A, Diakité M, et al. False-
negative rapid diagnostic tests for malaria and deletion of the histidine-rich
repeat region of the hrp2 gene. Am J Trop Med Hyg. 2012;86(2):194–8. doi:10.4269/ajtmh.2012.10-0665. 9. Koita O, Doumbo OK, Ouattara A, Tall LK, Konaré A, Diakité M, et al. False-
negative rapid diagnostic tests for malaria and deletion of the histidine-rich
repeat region of the hrp2 gene. Am J Trop Med Hyg. 2012;86(2):194–8. doi:10.4269/ajtmh.2012.10-0665. Author details
1 1Department of Parasitology, Faculty of Medicine, University of Malaya, 50603
Kuala Lumpur, Malaysia. 2Department of Microbiology and Parasitology,
Faculty of Medicine and Health Sciences University of Aden, Aden, Yemen. 3Azal National Research Centre, Azal University for Human Development, 447
Sana’a, Yemen. 4Department of Parasitology, Faculty of Medicine and Health
Sciences, Sana’a University, 1247 Sana’a, Yemen. 5National Malaria Control
programme, Ministry of Public Health and Population, Sana’a, Yemen. Received: 13 May 2015 Accepted: 13 July 2015 Received: 13 May 2015 Accepted: 13 July 2015 Discussion Moreover, the
HRP2 PCR protocol was tested against falciparum malaria
DNA samples with the same and lower parasite densities
which all yielded successful amplification for HRP2 gene
suggesting PfHRP2 gene deletion. Due to pfhrp3 and
pfhrp2 structural homology, pfhrp3 can cross-react with
HRP2-coated antibodies in the RDT [36], and this may
explain the false positive PfHRP2-RDT result by our study. On the other hand, pfhrp2 gene deletion was reported
worldwide and more extensively from South America. It
was first reported among Peruvian isolates; 41 % of the
malaria-microscopically positive isolates have been found
negative by RDT, and failed to amplify the PfHRP2 gene by
PCR [17]. Later, studies from Brazil and Peru [22, 37, 38],
Mali in Africa [9], and from India in Asia have
reported false negative RDT results due to a pfhrp2
gene deletion [25]. management. We thank Malaria Research and Reference Reagent Resource
Centre (MR4), ATCC®, Manassas, VA, USA for providing us with Plasmodium
falciparum parasite lines 3D7 (MRA-102G), HB3 (MRA-155G) and Dd2 (MRA-
150G) deposited by MR4. The work presented in this paper was funded by
University of Malaya High Impact Research Grant UM-MOHE (UM.C/625/1/
HIR/MOHE/MED/18) from the Ministry of Higher Education Malaysia. Competing interests 11. Deme A, Park DJ, Bei AK, Sarr O, Badiane AS, Gueye Pel H, et al. Analysis of
pfhrp2 genetic diversity in Senegal and implications for use of rapid
diagnostic tests. Malar J. 2014;13:34. doi:10.1186/1475-2875-13-34. 11. Deme A, Park DJ, Bei AK, Sarr O, Badiane AS, Gueye Pel H, et al. Analysis of
pfhrp2 genetic diversity in Senegal and implications for use of rapid
diagnostic tests. Malar J. 2014;13:34. doi:10.1186/1475-2875-13-34. The authors declare that they have no competing interests. Additional file Additional file 1: Performance of CareStart™malaria HRP2-RDT
against serial dilutions of parasite densities. 10. Wurtz N, Fall B, Bui K, Pascual A, Fall M, Camara C, et al. Pfhrp2 and pfhrp3
polymorphisms in Plasmodium falciparum isolates from Dakar, Senegal:
impact on rapid malaria diagnostic tests. Malar J. 2013;12:34. doi:10.1186/
1475-2875-12-34. 10. Wurtz N, Fall B, Bui K, Pascual A, Fall M, Camara C, et al. Pfhrp2 and pfhrp3
polymorphisms in Plasmodium falciparum isolates from Dakar, Senegal:
impact on rapid malaria diagnostic tests. Malar J. 2013;12:34. doi:10.1186/
1475-2875-12-34. Discussion However, the small sample
size used in the above study, as well as the potential
genetic variation in isolates from the eastern part of
Yemen collected during an outbreak when compared to
the isolates in this study from malaria endemic areas in
western Yemen should be taken into consideration. The present study also showed that the existence of
other repeat types in Yemeni isolates varied from mod-
erate (types 8; 49.4 % and 5; 47.2 %) to low (type 4;
15.6 %). Moreover, other types were found only rarely
(types 13; 5.6 % and 14; 2.8 %). Our findings are consist-
ent with a previous report on Senegalese P. falciparum
isolates [10]. By contrast, repeat types 11 and 14 were
not detected in isolates from Senegal, Mali and Uganda,
while type 4 repeats were detected in all of the isolates
[11]. Furthermore, Ugandan isolates were found to be
different in that they all contained type 8 (100 %), and
lacked type 5 repeats [11]. Moreover, the number of
each motif and the total number of repeats within
pfhrp2 vary considerably between countries and within In the present study, one sample was found positive
for falciparum malaria by microscopy and HRP2-RDT Page 7 of 8 Page 7 of 8 Atroosh et al. Parasites & Vectors (2015) 8:388 while it was negative by PfHRP2-PCR. The DNA quality
was confirmed by successful PCR amplification of both
falciparum 18S rRNA and pfhrp3 genes. Moreover, the
HRP2 PCR protocol was tested against falciparum malaria
DNA samples with the same and lower parasite densities
which all yielded successful amplification for HRP2 gene
suggesting PfHRP2 gene deletion. Due to pfhrp3 and
pfhrp2 structural homology, pfhrp3 can cross-react with
HRP2-coated antibodies in the RDT [36], and this may
explain the false positive PfHRP2-RDT result by our study. On the other hand, pfhrp2 gene deletion was reported
worldwide and more extensively from South America. It
was first reported among Peruvian isolates; 41 % of the
malaria-microscopically positive isolates have been found
negative by RDT, and failed to amplify the PfHRP2 gene by
PCR [17]. Later, studies from Brazil and Peru [22, 37, 38],
Mali in Africa [9], and from India in Asia have
reported false negative RDT results due to a pfhrp2
gene deletion [25]. while it was negative by PfHRP2-PCR. The DNA quality
was confirmed by successful PCR amplification of both
falciparum 18S rRNA and pfhrp3 genes. Authors’ contributions 12. World Health Organization. Report on the regional workshop on
strengthening quality management systems for parasitological diagnosis of
malaria. Geneva: WHO; 2011. 12. World Health Organization. Report on the regional workshop on
strengthening quality management systems for parasitological diagnosis of
malaria. Geneva: WHO; 2011. Conceived and designed the experiments: WMA HMA JS LYL. Sampling and
perform the lab. experiments: WMA HS AKA NAN SD AMA. Analyzed the
data and wrote the paper: WMA HMA. Provided logistic support for data
collection and field work: AA. Revised the manuscript critically for
important intellectual content: HMA JS II LYL FMY. All authors read and
approved the final manuscript. Conceived and designed the experiments: WMA HMA JS LYL. Sampling and
perform the lab. experiments: WMA HS AKA NAN SD AMA. Analyzed the
data and wrote the paper: WMA HMA. Provided logistic support for data
collection and field work: AA. Revised the manuscript critically for 13. National Information Centre, Yemen. http://www.yemen-nic.info/sectors/
popul. Accessed 18 Mar 2015. important intellectual content: HMA JS II LYL FMY. All authors read and
approved the final manuscript. 14. Avila PE, Kirchgatter K, Brunialti KC, Oliveira AM, Siciliano RF, Di Santi SM. Evaluation of a rapid dipstick test, Malar-CheckÔ, for the diagnosis of
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doi:10.1371/journal.pone.0043094. Acknowledgments Submit your next manuscript to BioMed Central
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and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of: 32. Tahar R, Sayang C, Ngane Foumane V, Soula G, Moyou-Somo R, Delmont J,
et al. Field evaluation of rapid diagnostic tests for malaria in Yaounde,
Cameroon. Acta Trop. 2013;125(2):214–9. doi:10.1016/
j.actatropica.2012.10.002. • Convenient online submission 33. McMorrow ML, Masanja MI, Abdulla SMK, Kahigwa E, Kachur SP. Challenges
in routine implementation and quality control of rapid diagnostic tests for
malaria–Rufiji district, Tanzania. Am J Trop Med Hyg. 2008;79(3):385–90. 34. Fancony C, Sebastiao Y, Pires J, Gamboa D, Nery S. Performance of
microscopy and RDTs in the context of a malaria prevalence survey in
Angola: A comparison using PCR as the gold standard. Malar J. 2013;12:284. doi:10.1186/1475-2875-12-284. 35. Ghouth A, Nasseb F, Al-Kaldy K. The accuracy of the first response histidine-rich
protein2 rapid diagnostic test compared with malaria microscopy for guiding 35. Ghouth A, Nasseb F, Al-Kaldy K. The accuracy of the first response histidine-rich
protein2 rapid diagnostic test compared with malaria microscopy for guiding
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English
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Detection and attribution of precipitation trends associated with the poleward shift of the South Atlantic Convergence Zone using CMIP5 simulations
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International journal of climatology
| 2,021
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cc-by
| 14,723
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K E Y W O R D S anthropogenic forcing, CMIP5 models, natural variability, precipitation trend, South Atlantic
Convergence Zone 1
|
INTRODUCTION
The austral summer (December–February, DJF) precipi-
tation over tropical South America (SA) is strongly linked
to the South American Monsoon System (SAMS) and the
South Atlantic Convergence Zone (SACZ; Zhou and Lau,
1998; Barros et al., 2000; Zhou and Lau, 2001; Carvalho
et al., 2004; 2011; Vera et al., 2006a; Muza et al., 2009). 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. International Journal of Climatology published by John Wiley & Sons Ltd on behalf of the Royal Meteorological Society. Detection and attribution of precipitation trends associated
with the poleward shift of the South Atlantic Convergence
Zone using CMIP5 simulations Marcia T. Zilli1,2
|
Leila M. V. Carvalho1,3 1Department of Geography, University of
California, Santa Barbara, California
2School of Geography and the
Environment, University of Oxford,
Oxford, UK Abstract Abstract
Observational studies demonstrate a poleward shift in the South Atlantic Conver-
gence Zone (SACZ) in recent decades with regional impacts on extreme precipita-
tion. However, the relative contribution of anthropogenic forcing and natural
variability to the observed trends is presently unknown. To evaluate the main
forcings associated with the recent trends in precipitation rate consistent with the
poleward shift of the SACZ, this study examines the last 40 years of the historical
scenario of 20 global climate models participating in the fifth phase of the
Coupled Model Intercomparison Project (CMIP5). The relative contribution of
natural variability and anthropogenic-related forcings to precipitation in the 20th
century is assessed based on historical, natural, anthropogenic, and pre-industrial
simulations from CMIP5 models. Over the study area, precipitation trends simu-
lated by the CMIP5 historical scenario are small, with large disagreement among
models and members. Despite the small magnitude of the trends, the spatial pat-
tern emerging is coherent with a poleward displacement of the SACZ, as indi-
cated by a reduction (increase) in the precipitation rate over Southeastern Brazil
(Southeastern South America). Even with large discrepancies among models, the
attribution analysis suggests that precipitation trends could partially result from
land-use change, followed by changes in ozone concentrations, with more signifi-
cant influence over Southeastern Brazil. The large uncertainty in the simulated
precipitation suggests that not all mechanisms related to the position and inten-
sity of the SACZ events are well captured by the CMIP5 models considered here. 3Earth Research Institute, University of
California, Santa Barbara, California Correspondence
Marcia T. Zilli, School of Geography and
the Environment, University of Oxford,
Oxford, OX1 3QY, UK. Email: marcia.zilli@ouce.ox.ac.uk Correspondence Correspondence
Marcia T. Zilli, School of Geography and
the Environment, University of Oxford,
Oxford, OX1 3QY, UK. Email: marcia.zilli@ouce.ox.ac.uk Correspondence
Marcia T. Zilli, School of Geography and
the Environment, University of Oxford,
Oxford, OX1 3QY, UK. Email: marcia.zilli@ouce.ox.ac.uk wileyonlinelibrary.com/journal/joc Received: 1 December 2019
Revised: 20 November 2020
Accepted: 8 January 2021 Received: 1 December 2019
Revised: 20 November 2020
Accepted: 8 January 2021 Received: 1 December 2019
Revised: 20 November 2020
Accepted: 8 January 2021
DOI: 10.1002/joc.7007 DOI: 10.1002/joc.7007 R E S E A R C H A R T I C L E R E S E A R C H A R T I C L E Int J Climatol. 2021;1–22. 1
|
INTRODUCTION The austral summer (December–February, DJF) precipi-
tation over tropical South America (SA) is strongly linked wileyonlinelibrary.com/journal/joc Int J Climatol. 2021;1–22. 2 ZILLI AND CARVALHO 2 Coupled
Model
Intercomparison
Project
(CMIP5). Models and observations agree that trends are larger over
central-eastern Brazil (Carvalho and Jones, 2013; de Bar-
ros Soares et al., 2017). The rapid rate of warming cannot
be explained by natural variability alone, suggesting that
the contribution of anthropogenic-related forcings is
already detectable (de Barros Soares et al., 2017). As
expected for a warmer troposphere, the water vapour
content is also increasing, particularly over the regions
with larger warming (Carvalho and Jones, 2013) with
implications for duration and amplitude of the SAMS
(Jones and Carvalho, 2013). The SACZ is a diagonal convergence zone extending from
the Amazon toward west South Atlantic Ocean and is
responsible for advecting moisture to the subtropical SA
(Kodama, 1992; 1993; Zhou and Lau, 1998; Liebmann
et al., 2001; Carvalho et al., 2002; 2004; Marengo et al.,
2012). It is characterized by the convergence of low-level
northerly inflow originating along the western periphery
of the South Atlantic Subtropical High (SASH) and west-
erly flows along the convergence zone, increasing in
intensity with height and forming part of the subtropical
jet in upper levels (Kodama, 1992; 1993). The spatial variability of the SACZ is dominated by a
dipole-like pattern of opposing precipitation anomalies
over Eastern Brazil (EBr) and Southeastern South America
(SESA), recurrent on timescales ranging from intra-
seasonal to decadal (Nogues-Paegle and Mo, 1997; Zhou
and Lau, 1998; Nogués-Paegle et al., 2000; Carvalho et al.,
2002; 2011; Cunningham and Cavalcanti, 2006; Grimm
and Zilli, 2009; Grimm and Saboia, 2015). During the
SACZ active phase, precipitation is enhanced (inhibited)
over EBr (SESA); the opposite is observed during its inac-
tive phase (Zhou and Lau, 1998; Nogués-Paegle et al., 2000;
Carvalho et al., 2002; Jones and Carvalho, 2002; Grimm
and Zilli, 2009). On intraseasonal timescales, the SACZ cir-
culation and convective activity are modulated by the Mad-
den-Julian Oscillation (MJO) and by the Pacific South
America (PSA) mode (Mo and Nogues-Paegle, 2001; Car-
valho et al., 2004; 2011; Cunningham and Cavalcanti, 2006). Observational studies (Zilli et al., 2017; 2019) and his-
torical and future scenarios of CMIP3 and CMIP5 models
simulations (Seth et al., 2010; Junquas et al., 2012; Jones
and Carvalho, 2013; Díaz and Vera, 2017) identified evi-
dence of changes in the SACZ-related dipole. 1
|
INTRODUCTION Using future
changes in sea surface temperature (SST) derived from the
CMIP3 model ensemble to force a Regional Climate
Model (RCM) interactively coupled (i.e., using a two-way
nesting technique) to an Atmospheric Global Climate
Model (AGCM), Junquas et al. (2013) demonstrated a
prevalence of SACZ inactive phase as a response to an
asymmetric increase in SST over the Indian and equato-
rial western Pacific. The asymmetric equatorial warming
generates a Rossby wave-train pattern that propagates
toward South America, favouring cyclonic (anticyclonic)
anomalies and consequent increase (decrease) in precipi-
tation over SESA (SACZ). On decadal timescales, the dipole is partially influenced
by the Interdecadal Pacific Oscillation (IPO) and the Atlan-
tic Multidecadal Oscillation (AMO; Grimm and Saboia,
2015; Jones and Carvalho, 2018). Previous studies suggest
that during AMO positive (negative) phase, cold (warm)
sea surface temperature anomalies over South Atlantic
Ocean reduce (increase) the intensity of cyclones over the
region (Kayano et al., 2019), which in turn decrease
(increase) the SACZ activity, reducing precipitation over
EBr (Chiessi et al., 2009; Bombardi et al., 2013). Moreover,
Jones and Carvalho (2018) have shown that the AMO mod-
ulates the decadal-to-multidecadal activity of the South
American Low-Level Jet (LLJ), with the negative AMO
phase related to enhanced precipitation over Paraguay,
southern Brazil, and northern Argentina, favouring the
inactive phase of the SACZ-dipole. However, this same
study showed that the differences in precipitation between
AMO phases are exacerbated in area and intensity when
trends are not removed, suggesting that the AMO cannot
explain the complete variability in rainfall in the SACZ
domain. The increase in total precipitation over SESA, the sub-
tropical portion of the SACZ dipole, has been identified in
observational studies and is mostly related to an increase
in the number of intense events and a reduction in the
number of consecutive dry days over the region (Haylock
et al., 2006; Barros et al., 2008; Skansi et al., 2013; Zilli
et al., 2017; 2019). These trends, as well as the precipita-
tion climatology over the region, are correctly reproduced
by historical scenarios of coupled GCMs and RCM models
(Vera et al., 2006b; Chou et al., 2014; Díaz and Vera, 2017)
and have been attributed to the anthropogenic-related
increase in the concentration of well-mixed greenhouse
gases (Zhang et al., 2016) and stratospheric ozone deple-
tion (Polvani et al., 2011; Gonzalez et al., 2014). 1
|
INTRODUCTION Previous observational studies also detected negative
trends in precipitation over EBr, the tropical portion of
the SACZ dipole (Zilli et al., 2017; 2019). Zilli et al. (2017)
detected changes in the observed precipitation distribu-
tion over Southeastern Brazil, with fewer rainy days and
more intense events observed in recent decades along the
northern margin of the SACZ during the rainy season
(October to March). Zilli et al. (2019) related the reduc-
tion in precipitation rate over EBr to the weakening of
the northerly winds and decrease in the available The increase in low tropospheric temperatures over
the SA during the last decades of the 20th century has
been consistently shown in reanalyses and global climate
models (GCM) contributing to the fifth phase of the ZILLI AND CARVALHO 3 moisture at the mid-to-lower troposphere (700 hPa) co-
located with the climatological position of the SASH. These changes in circulation and low-level moisture have
reduced convergence and moisture advected to EBr. Using an Atmospheric Global Climate Model (AGCM),
Talento and Barreiro (2017) identified negative precipita-
tion trends and related circulation changes over tropical
Brazil as a response to extratropical warming over the
northern
hemisphere,
similar
to
the
atmospheric
warming observed over the last decades. The hemispheric
warming has been associated with changes in the Hadley
circulation, resulting in weakened trade winds along the
equator and enhanced SASH, increasing subsidence over
the northern margin of the SACZ. Together with the
well-documented positive precipitation trends over SESA,
these results suggest a poleward shift in the SACZ posi-
tion over recent decades (Zilli et al., 2019). However,
there are significant discrepancies among the CMIP5 his-
torical and future projections over the region, typically
because the models do not accurately reproduce the pre-
cipitation variability related to the SACZ position, inten-
sity and seasonal variability (Carvalho and Jones, 2013;
de Barros Soares et al., 2017; Díaz and Vera, 2017). merges directly observed precipitation from rain gauge
over land with various satellite-based estimates (Adler et
al., 2018). Its previous version (GPCP V2.1) accurately
reproduces the spatial and temporal precipitation vari-
ability related to the SAMS (Carvalho et al., 2012). The simulated precipitation is from various GCMs
selected from the CMIP5 archive (Taylor et al., 2012) avail-
able through the Program for Climate Model Diagnosis and
Intercomparison
(PCMDI). 1
|
INTRODUCTION Precipitation
trends
are
detected in the historical scenario (HIST) of 20 CMIP5
GCM, considering all available ensemble members (Table
1) and resulting in 76 simulations. The attribution analysis
is based on the external forcing scenarios, divided into nat-
ural and anthropogenic-related. The external natural forc-
ing influence is accessed through the natural scenario
(NAT), in which the atmospheric composition is kept con-
stant at pre-industrial levels and external forcings are only
due to changes in incoming solar radiation and strato-
spheric aerosol from volcanic sources. The anthropogenic
influence can be estimated using four single-forcing scenar-
ios: anthropogenic-related changes in greenhouse gas con-
centration (GHG); anthropogenic aerosol emissions (AA),
which may include direct and indirect effects; anthropo-
genic-related changes in tropospheric and stratospheric
ozone concentration (OZ), and the influence of land-use
changes (LU). Table 2 describes these scenarios and lists
the models utilized in each case. A more in-depth discus-
sion of these scenarios can be found in Taylor et al. (2012). The objective of this study is to evaluate the contribu-
tion of natural variability and anthropogenic-related forc-
ings to precipitation trends in the SACZ-related dipole,
associated with a poleward shift of the convergence zone
in the 20th century. The attribution analysis is conducted
using single forcing scenarios from the CMIP5 archive. Challenges due to large uncertainties related to the cli-
mate system internal variability and models' representa-
tion of the climate system are accounted for by evaluating
multiple CMIP5 ensemble members. This study is orga-
nized as follows: dataset and methodology are described in
Section 2. The observed and simulated DJF precipitation
climatology are presented in Section 3. Section 4 discusses
the trends in recent decades, while Section 5 focuses on
the attribution analysis, emphasizing the influence of nat-
ural internal variability and external forcings on the simu-
lated trends. The main results are discussed in Section 6
and conclusions are presented in Section 7. In addition to external forcings, simulated trends can
ensue from natural internal variability intrinsic to the cli-
mate system, represented by climatic modes such as
ENSO, AMO, IPO, among others. Here, we use the pre-
industrial control run (PICONTROL) as a proxy for this
variability. In the PICONTROL experiment, all external
forcings are kept constant at pre-industrial levels, with
the simulated precipitation variability and its trends
related to interactions between the different components
of the climate system (Taylor et al., 2012). 1
|
INTRODUCTION The results described are based on the analysis of
individual ensemble members of each model and scenario,
their averages, which are referred to as Multi-Member
Mean (MMeM), and the average of all MMeM, forming
the Multi-Model Mean (MMoM) for each scenario. With
this approach, each MMeM have the same weight in the
MMoM, independent of their number of members. 2.2
|
Precipitation trend detection This study compares precipitation trends simulated by
CMIP5 climate models with those identified in observa-
tions. The observational dataset is from the Global Pre-
cipitation Climatology Project Version 2.3 (GPCP; Adler
et al., 2016; 2018), a monthly dataset with 2.5 lon/lat
horizontal resolution and spanning 1979–2019. GPCP To analyse how CMIP5 models simulate the location and
intensity of the SACZ, we compare the austral summer
(December to February—DJF) average of daily precipita-
tion rate (PP) and its trend (τ) from GPCP with respective ZILLI AND CARVALHO TABLE 1
CMIP5 models, institutes, resolution, and references
Model
Institute and country
Resolution
Reference
A
ACCESS1-3
Centre for Australian Weather and Climate Research
(CAWCR), Australia
1.875×1.25 (N96)
Bi et al. (2013)
B
BCC-CSM1-1
Beijing Climate Center (BCC), China Meteorological
Administration, China
1.89×1.89 (T42L26)
Wu et al. (2013)
C
CanESM2
Canadian Centre for Climate Modelling and Analysis
(CCCMA), Canada
2.8×2.8 (T63L35)
Arora et al. (2011)
D
CCSM4
National Center for Atmospheric Research (NCAR),
USA
1.25×0.9 (F09G16)
Gent et al. (2011)
E
CMCC-CESM
Centro Euro-Mediterraneo per i Cambiamenti
Climatici, Bologna, Italy
3.75×3.75
Vichi et al. (2011)
F
CNRM-CM5
Centre National de Recherches Météorologiques
(CNRM) and Centre Européen de Recherche et de
Formation Avancée) (CERFACS), France
1.4×1.4 (TL127L31)
Voldoire et al. (2013)
G
CSIRO_Mk3-6-
0
Centre for Australian Weather and Climate Research
(CSIRO) and Queensland Climate Change Centre of
Excellence, Australia
1.875×1.875 (T63)
Jeffrey et al. (2013)
H
FGOALS-g2
Institute of Atmospheric Physics, Chinese Academy of
Sciences, Beijing, China (IAP) and Tsinghua
University (THU)
2.1825×3.0 (L62)
Li et al. (2013)
I
GFDL-ESM2M
Geophysical Fluid Dynamics Laboratory, National
Oceanic and Atmospheric Administration (GFDL/
NOAA), USA
2.5×2 (M45L24)
Dunne et al. (2012)
J
GISS-E2H
Goddard Institute for Space Studies, National
Aeronautics and Space Administration (GISS/NASA),
USA
2.5×2.0
Schmidt et al. (2014)
K
HadGEM2-CC
Met Office Hadley Centre, UK
1.875×1.25 (N96L60)
Collins et al. (2011)
Martin et al. (2011)
L
HadGEM2-ES
Met Office Hadley Centre, UK
1.875×1.25 (N96L38)
Collins et al. (2011)
Jones et al. (2011)
M
INMCM4
Institute for Numerical Mathematics (INM), Russia
2.0×1.5
Volodin et al. (2010)
N
IPSL-CM5A-LR
Institut Pierre Simon Laplace (IPSL), France
3.75×1.875
Dufresne et al. (2013)
O
MIROC4h
Atmosphere and Ocean Research Institute (AORI) of
the University of Tokyo, National Institute for
Environmental Studies (NIES), and Japan Agency for
Marine-Earth Science and Technology (JAMSTEC),
Japan
0.5625×0.5625
(T213L56)
Sakamoto
et al. 2.2
|
Precipitation trend detection (2012)
P
MIROC5
Atmosphere and Ocean Research Institute, The
University of Tokyo, Chiba, Japan (AORI), National
Institute for Environmental Studies, Ibaraki, Japan
(NIES), Japan Agency for Marine-Earth Science and
Technology, Kanagawa, Japan (JAMSTEC)
1.40625×1.40625
Watanabe
et al. (2010)
Q
MIROC-ESM
Atmosphere and Ocean Research Institute (The
University of Tokyo), National Institute for
Environmental Research, and Japan Agency for
Marine-Earth Science and Technology, Japan
2.8125×2.8125 (T42L80)
Watanabe
et al. (2011)
R
MPI-ESM-LR
Max Planck Institute for Meteorology (MPI-M),
Germany
1.875×1.875 (T63L47)
Giorgetta et al. (2013)
S
MRI-CGCM3
Meteorological Research Institute, Japan
1.125×1.125 (TL159L48)
Yukimoto
et al. (2012)
T
NorESM1-M
Norwegian Climate Centre (NorClim), Norway
2.5×1.875 (F19L26)
Bentsen et al. (2013) TABLE 1
CMIP5 models, institutes, resolution, and references ZILLI AND CARVALHO TABLE 2
Description of forcings related to and a list of models considered in each scenario
Scenario
Description
Models
PI control (PICONTROL)
Pre-industrial conditions fixed at pre-industrial
levels. May include prescribed atmospheric
concentrations or non-evolving emissions, solar
radiation, and unperturbed land use
All 20 models listed in Table 1, 76 members
Historical (HIST)
Simulation of the recent past (1850–2005),
imposing observed natural and anthropogenic
changes in atmospheric composition (such as
GHG, as in GHG scenario, tropospheric and
stratospheric ozone (Oz), direct and indirect
effects of anthropogenic sulfate aerosol (SA),
black carbon (BC), organic carbon (OC), solar
radiation (Sl), volcanic aerosol (Vl), mineral
dust (MD), sea salt (SS)) and land use
All 20 models listed in Table 1, 76 members
Natural (NAT)
Recent past (1850–2005) observed variations in
solar radiation (Sl) and volcanic aerosol (Vl). Other forcings are fixed at pre-industrial levels
12 models, 42 members: ACCESS1-3; BCC-
CSM1-1; CanESM2; CCSM4; CNRM-CM5;
CSIRO_Mk3-6-0; GFDL-ESM2M;
HadGEM2-ES; IPSL-CM5A-LR; MIROC-
ESM; MRI-CGM3; NorESM1-M
GHG (GHG)
Recent past (1850–2005) observed GHG
concentration: CO2, N2O, CH4, CFC11, CFC12,
CFC113, HCFC22, HFC125, and HFC134a
12 models, 41 members: ACCESS1-3; BCC-
CSM1-1; CanESM2; CCSM4; CNRM-CM5;
CSIRO_Mk3-6-0; GFDL-ESM2M;
HadGEM2-ES; IPSL-CM5A-LR; MIROC-
ESM; MRI-CGM3; NorESM1-M
Anthropogenic aerosols (AA)
Recent past (1850–2005) observed changes in
anthropogenic aerosol concentration, which
may include: Direct (SD) and indirect (SA)
effects of anthropogenic sulfate aerosol, SS, dust
(Ds), SD, BC, MD, OC. Other forcings are fixed
at pre-industrial levels
5 models, 20 members: CanESM2; CCSM4;
CSIRO_Mk3-6-0; GFDL-ESM2M; IPSL-
CM5A-LR
Ozone (OZ)
Recent past (1850–2,205) changes in tropospheric
and stratospheric ozone. Other forcings are
fixed at pre-industrial levels
1 model, 2 members: CCSM4
Land use (LU)
Recent past (1850–2005) observed land use
change. 2.2
|
Precipitation trend detection ρ is the spatial correlation
between the observed and simulated datasets and is cal-
culated as: ρ=
P
NP
i=1
Wi xi,o−μo
ð
Þ xi,s −μs
ð
Þ
P
NP
i=1
Wi xi,o −μo
ð
Þ2 P
NP
i=1
Wi xi,s−μs
ð
Þ2
ð2Þ ð2Þ where xi is either PP (in mmday−1) or τ (in mmday−1
10 yr−1) at each i = 1, …, NP grid points in the considered
study region, and μ is the spatial average over the area. Wi
is the spatial weight, calculated as 1=cosφi
ð
Þ=P
NP
i=1
1=cosφi
ð
Þ,
where φi is the latitude of each grid point (in radians). The spatial standard deviation is calculated as: where xi is either PP (in mmday−1) or τ (in mmday−1
10 yr−1) at each i = 1, …, NP grid points in the considered
study region, and μ is the spatial average over the area. Wi where xi is either PP (in mmday−1) or τ (in mmday−1
10 yr−1) at each i = 1, …, NP grid points in the considered
study region, and μ is the spatial average over the area. Wi
is the spatial weight, calculated as 1=cosφi
ð
Þ=P
NP
i=1
1=cosφi
ð
Þ,
where φi is the latitude of each grid point (in radians). The spatial standard deviation is calculated as: is the spatial weight, calculated as 1=cosφi
ð
Þ=P
NP
i=1
1=cosφi
ð
Þ,
where φi is the latitude of each grid point (in radians). The spatial standard deviation is calculated as: σ=
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
NP
NP−1
X
NP
i=1
Wi xi −μ
ð
Þ2
v
u
u
t
ð3Þ ð3Þ and the areal average μ of each variable is: and the areal average μ of each variable is: FIGURE 1
Legend on next coloumn μ=
X
NP
i=1
Wixi
ð4Þ ð4Þ FIGURE 1
PP (contours, each 2 mmday−1) and Sen's slope τ
(shades, in mmday−110 yr−1) for GPCP DJF (a) 40-year period
(1979–2019) and (b) 26-year period (1979–2005). (c) As in (a), for
anomalies in PP for MMoM HIST scenario (1966–2005). Note
reduced τ range in (c). Red cross-hatching indicates areas where the
trends are distinguishable from internal natural variability while
stippling indicates where the trends are statistically significant
(p < 0.1) according to the Mann–Kendall trend test. Note that
none of the grid points in (c) passed the PICONTROL test. 2.2
|
Precipitation trend detection Other forcings are fixed at pre-
industrial levels
3 models, 8 members: CanESM2; CCSM4;
GFDL-ESM2M PP and τ from all 20 CMIP5 models. Note that the DJF
PP of a specific year is calculated using December of that
year and January and February of the next year. For the
observational dataset (GPCP), the statistics are calculated
between 1979 and 2019 and between 1979 and 2005, cov-
ering the overlapping period of historical CMIP5 data; for
CMIP5 models we considered the last 40 years of the his-
torical scenario (1966–2005) so both series have the same
length. Despite covering different periods, having obser-
vational and simulated time series with the same length
result in more reliable statistics when comparing trends
using non-parametric tests such as the Mann–Kendall
(Wilks, 2011). The caveat of this approach is that it
excludes the period after 2005 from the simulated dataset,
which could result in underestimated trends. Other options, such as using CMIP5 future projections after
2005 would increase the uncertainties of the results. All CMIP5 data (including PICONTROL) are interpo-
lated to GPCP 2.5 resolution using linear interpolation. Trends in all datasets and scenarios are estimated based
on Mann–Kendall (Wilks, 2011) and Sen's Slope (Sen,
1968) tests, as described in Zilli et al. (2017). The Sen's
slope measures the magnitude of the trend (τ) in all
datasets and the Mann Kendall test indicates the areas
where trends are statistically significant (p < 0.1). As the
main goal of this study is to investigate changes in precip-
itation resulting from changes in the SACZ position, the
evaluation criteria are based on the spatial representation
of PP and τ over Southeastern Brazil, (SEBr; brown box
in Figure 1) and SESA (green box in Figure 1). These two 6 ZILLI AND CARVALHO 6 regions represent the main centres of action of the SACZ-
related dipole. The pattern analysis metrics considered
are the Root Mean Square Error (RMSE) and uncentered
regression coefficient (R) obtained with respect to GPCP. The RMSE is calculated according to Taylor (2001): FIGURE 1
Legend on next coloumn. RMSE=
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
σ2
o +σ2
s −2σoσsρ
q
ð1Þ ð1Þ ð1Þ where σo and σs are the spatial standard deviation of the
GPCP (observed—“o” index) and CMIP5 (simulated—“s”
index) statistics, respectively. 3
| One of the advantages of using CMIP5 simulations to
identify trends in climatic variables is the availability of
the PICONTROL, with simulations undisturbed by exter-
nal forcings. Data from the PICONTROL of all 20 CMIP5
models are averaged over austral summer (DJF) and
interpolated to the GPCP 2.5 resolution. For each model,
we remove the model's drift (Gupta et al., 2013) by
adjusting a linear regression to the entire time series
before
dividing
them
into
non-overlapping
40-year
periods. For each period, we estimate PP and τ, resulting
in 251 independent realizations used to calculate the
probability distribution and confidence intervals of the
variables. The GPCP climatology for DJF PP over SA (contours in
Figure 1a, b) is characterized by the Intertropical Conver-
gence Zone (ITCZ) over equatorial Atlantic and Pacific
oceans and by the SAMS, with maximum seasonal aver-
ages over the central Amazon extending toward subtropi-
cal South Atlantic, forming the SACZ. These features are
correctly reproduced by the MMoM of the HIST scenario,
with the exception to the double ITCZ over equatorial
Atlantic (contours in Figure 1c). Note that in Figure 1c,
contours represent the MMoM's bias, that is, the differ-
ence between MMoM's and GPCP's PP. In the MMoM HIST simulation, the maximum pre-
cipitation associated with the SACZ is located northward
of its climatological position (Figure 1c), resulting in a
positive (negative) bias in PP over the north (south) part
of the SEBr study area (brown box in Figure 1c). Despite
that, the spatial average (grey bars in Figure 2a) and stan-
dard deviation (red whiskers in Figure 2a) of PP over
SEBr are well reproduced by the MMoM (see also values
in Table 3). The spatial pattern of PP is similar to the
GPCP's, with spatial correlation ρ = 0.89 (Table 3), which
is larger than the 75th percentile of the probability distri-
bution derived from the 251 non-overlapping 40-year
periods from the PICONTROL simulations. As a result,
the RMSE between HIST and GPCP is small (=0.45, The analysis is divided into two parts: detection of
trends in observed and historical simulation precipita-
tion, and the attribution of the simulated trends to
external forcings, represented by natural- and anthropogenic-
forcing scenarios. In both cases, the PICONTROL distribu-
tion is used to assess the similarity between observed and
simulated trends and the influence of internal natural
variability. 2.2
|
Precipitation trend detection Brown (green) box represents the location of the study area
over the SACZ (SESA) [Colour figure can be viewed at
wileyonlinelibrary.com] FIGURE 1
Legend on next coloumn. ZILLI AND CARVALHO 7 The
uncentered
spatial
regression
coefficient
R
(Hegerl and Zwiers, 2011; Barkhordarian et al., 2012;
2013; Polson and Hegerl, 2017) is used to evaluate the
similarity between the observed and simulated spatial
patterns over the study areas. It can be defined as: the observed when they are within the confidence inter-
val defined by the PICONTROL. In the same way, the
PICONTROL distribution can also be considered as a
confidence interval for the RMSE and R similarity metrics
(as defined by Equations (1) and (5), respectively). In this
case, the probability distribution is estimated after calcu-
lating the RMSE and R between PP from GPCP and each
of the non-overlapping 40-year PICONTROL intervals. Additionally, both observed and simulated τ are consid-
ered significantly different from those caused by natural
internal variability when their statistics are outside the
confidence
intervals
based
on
the
PICONTROL
τ
distribution. R=
P
NP
i=1
xi,oxi,s
P
NP
i=1
xi,s
ð
Þ2
ð5Þ R=
P
NP
i=1
xi,oxi,s
P
NP
i=1
xi,s
ð
Þ2
ð5Þ ð5Þ The R index indicates whether the co-variability
between observations (xi,o) and simulations (xi,s), repre-
sented by the numerator in Equation (5), can be distin-
guished from the simulation variability, represented by
the denominator in Equation (5). It measures the relative
magnitude
between
observed
and
simulated
trends
(Barkhordarian et al., 2012), with positive (negative)
values of R indicating that they are similar (dissimilar). Values of R greater (smaller) than 1 indicate an underes-
timation (overestimation) of the trend by the simulations
while R = 1 indicating a perfect simulation of the
observed spatial patterns (Polson and Hegerl, 2017). The attribution analysis is based on the evaluation of
the simulated τ in each scenario. In this part of the analy-
sis, the objective is to identify the contribution of each
forcing to the simulated τ, independently on its sign. The
spatial pattern of the trends in a given scenario is consid-
ered significantly different from those caused by natural
internal variability when the R between the scenario's
and GPCP's τ is outside the confidence interval of the R
distribution, obtained when regressing the simulated τ
with each of the non-overlapping 40-year PICONTROL
intervals. 3
| In the first part of the analysis, our objective is to
identify whether the CMIP5 HIST simulations can cor-
rectly reproduce the observed precipitation rate and its
trends. Simulated values of PP are considered similar to FIGURE 2
(a,b) Spatially averaged PP for GPCP, MMoM, each MMeM (bars), and individual members (dots; in MMoM bar dots
represent each MMeM). Red bars with whiskers: Spatially averaged standard deviation for GPCP, MMoM, and each MMeM. Dotted line:
5th–95th confidence interval defined by the PICONTROL distribution. (c,d) Taylor diagram for spatially averaged PP, comparing GPCP
values to HIST scenario of MMoM, each MMeM (dots), each member of MMeM (“x”). Dashed lines represent the interquartile range interval
of the RMSE for the PICONTROL distribution. See Table 1 for the correspondence between letters and CMIP5 models. Values are averaged
over (a) and (c) SEBr and (b) and (d) SESA [Colour figure can be viewed at wileyonlinelibrary.com]
8
ZILLI AND CARVALHO 8 ZILLI AND CARVALHO FIGURE 2
(a,b) Spatially averaged PP for GPCP, MMoM, each MMeM (bars), and individual members (dots; in MMoM bar dots
represent each MMeM). Red bars with whiskers: Spatially averaged standard deviation for GPCP, MMoM, and each MMeM. Dotted line:
5th–95th confidence interval defined by the PICONTROL distribution. (c,d) Taylor diagram for spatially averaged PP, comparing GPCP
values to HIST scenario of MMoM, each MMeM (dots), each member of MMeM (“x”). Dashed lines represent the interquartile range interval
of the RMSE for the PICONTROL distribution. See Table 1 for the correspondence between letters and CMIP5 models. Values are averaged
over (a) and (c) SEBr and (b) and (d) SESA [Colour figure can be viewed at wileyonlinelibrary.com] Table 3 and Figure 2c) and below the 25th percentile of
the PICONTROL distribution. that, the MMoM correctly simulates the PP spatial pat-
tern, with ρ (RMSE) equal 0.74 (0.58) and in the upper
(lower) quartile of the PICONTROL distribution (Table 3
and Figure 2d). It is interesting to notice that the
observed PP is outside the interquartile range of PP simu-
lated by the PICONTROL (represented by the dotted lines
in Figure 2b). Over SESA (green box in Figure 1c), the MMoM HIST
simulation is not as accurate, underestimating the spa-
tially averaged PP and its standard deviation (Figure 2b
and Table 3). 3
| Similar underestimation of the DJF precipi-
tation by CMIP5 models has been identified in previous
studies (Gulizia and Camilloni, 2015) and was related to
underestimation in the southerly flow east of the Andes,
responsible for advecting moisture from the Amazon
region to the SESA (Barros and Doyle, 2018). Despite Considering each MMeM individually, not all HIST
simulations accurately reproduce the DJF average precip-
itation over SA, with the largest bias occurring over the
Andes and the Amazon basin (contours in Figure 3). ZILLI AND CARVALHO 9 TABLE 3
Spatial average (μ) of
GPCP and each MMoM scenario,
normalized standard deviation
(σ/σGPCP),spatial correlation (ρ), and
normalized RMSE (Equations (1)–(4))
with respect to GPCP for PP (in
mmday−1) and τ (in mmday−110 yr−1)
calculated over the SEBr and SESA
(brown and green boxes in Figure 1,
respectively)
SCENARIO
PP (mmday−1)
τ (mmday−110 yr−1)
SEBr
SEBr
μ
σ/σGPCP
ρ
RMSE
μ
σ/σGPCP
ρ
RMSE
GPCP
6.39
1.00
1.00
0.00
−0.32
1.00
1.00
0.00
HIST
6.49
0.95
0.89
0.45
−0.01
0.15
−0.04
1.02
NAT
6.59
1.00
0.92
0.40
−0.06
0.15
−0.04
1.02
GHG
6.72
1.04
0.92
0.42
0.05
0.21
0.12
1.00
AA
6.02
1.15
0.95
0.37
−0.05
0.25
0.01
1.03
OZ
6.04
1.06
0.93
0.40
−0.10
0.62
0.31
1.00
LU
6.19
1.11
0.95
0.34
−0.18
0.40
−0.09
1.11
SESA
SESA
GPCP
4.14
1.00
1.00
1.00
0.13
1.00
1.00
0.00
HIST
2.78
0.80
0.74
0.58
0.03
0.11
0.06
1.00
NAT
2.77
0.79
0.75
0.58
0.02
0.16
0.33
0.96
GHG
2.92
0.82
0.78
0.55
0.01
0.11
−0.08
1.01
AA
2.81
0.86
0.71
0.62
0.02
0.20
0.08
1.00
OZ
3.70
0.85
0.75
0.58
0.02
0.32
−0.04
1.06
LU
3.26
1.01
0.73
0.65
0.06
0.35
0.27
0.97 (CCSM4,
GFDL-ESM2M,
INMCM4,
IPSL-CM5A_LR,
and NorESM1-M) suggesting a reliable representation of
the precipitation rate in these MMeM. On the other
hand, in 5 MMeM (ACCESS1-3, BCC-CSM1-1, CSIRO-
Mk3-6-0, GISS-E2-H, and MIROC5), the RMSE was
above the upper quartile of the PICONTROL distribution
(i.e., below 0.87; outermost dashed black circle in Figure
2c), suggesting large discrepancies between observations
and simulations. Most of the selected models displace the maximum pre-
cipitation from the Amazon eastward/southeastward of
the observed climatological position, overestimating pre-
cipitation over semi-arid northeastern Brazil. 3
| In previous
studies, the dry bias over the Amazon has been related to
overestimated precipitation over the ITCZ, changing the
moisture flux to the Amazon and affecting the precipita-
tion annual cycle (Bombardi and Carvalho, 2009; Yin
et al., 2013). This displacement is manifested in the
MMoM HIST scenario as negative (positive) bias over the
Amazon (Northeastern Brazil; Figure 1c). Five models
fail in reproducing the spatial characteristics of SAMS
precipitation, placing the maximum precipitation as a
zonal band over the equator (CMCC-CESM, GISS-E2-H,
INMCM4, and MPI-ESM-LR) or the subtropics (CSIRO-
Mk3-6-0). Over SESA, all except two MMeM have RMSE below
the 75th percentile of the PICONTROL distribution (Can-
ESM2 and MPI-ESM-LR; Figure 2d) and in 8 MMeM, the
RMSE is below the 25th percentile of the PICONTROL dis-
tribution
(ACCESS1-3,
CCSM4,
GFDL-ESM2M,
HadGEM2-CC, HadGEM2-ES, INMCM4, MRI-CGCM3,
and NorESM1-M). In Figure 2 it is also evident the small
spread of simulated PP (Figure 2a,b, dots) and respective
RMSE (Figure 2c,d, “x”) among members of each MMeM
member. Over both study areas, most of the selected MMeM
correctly simulated the average PP and its spatial pattern,
with the spatial average of PP within the interquartile
range of PP simulated by the PICONTROL (Figure 2a,b)
and their RMSE below the 75th percentile of the probabil-
ity distribution from the PICONTROL (Figure 2c,d). Nonetheless, most MMeM displaces the maximum pre-
cipitation associated with the SACZ to the north part of
SEBr (brown box in Figure 3), resulting in the bias
observed in the MMoM. Over SEBr, the RMSE between
the observed and simulated spatial pattern of PP is below
the 25th percentile of the PICONTROL distribution
(i.e., below 0.51, with this value represented as the inner-
most dashed black circle in Figure 2c) in 5 MMeM Thus, the MMoM of the 20 selected models accurately
simulates the magnitude of the precipitation rates aver-
aged over the study regions (SEBr and SESA). However,
the MMoM is not able to correctly reproduce the spatial
location of the SACZ, with the maximum precipitation
located to the north of its climatological location, affect-
ing the SACZ-related dipole. Consequently, the MMeMs
that better reproduce the precipitation rate over one
study area may not be as accurate over the other (see
Table 4). Nonetheless, the results obtained here are in
agreement with previous studies, among them Cavalcanti ZILLI AND CARVALHO 10 FIGURE 3
Anomalies of PP (in mmday−1; contours each 2 mmday−1) and τ (in mmday−110 yr−1, shades) for MMeM models in the
HIST scenario. Red cross-hatchings indicate areas where the trends are distinguishable from internal natural variability while stipplings
indicate where τ is statistically significant (p < 0.1) according to the Mann–Kendall trend test. Brown (green) box represents the location of
the study area over the SEBr (SESA) [Colour figure can be viewed at wileyonlinelibrary.com]
10
ZILLI AND CARVALHO FIGURE 3
Anomalies of PP (in mmday−1; contours each 2 mmday−1) and τ (in mmday−110 yr−1, shades) for MMeM models in the
HIST scenario. Red cross-hatchings indicate areas where the trends are distinguishable from internal natural variability while stipplings
indicate where τ is statistically significant (p < 0.1) according to the Mann–Kendall trend test. Brown (green) box represents the location of
the study area over the SEBr (SESA) [Colour figure can be viewed at wileyonlinelibrary.com] 11 ZILLI AND CARVALHO 11 TABLE 4
PP columns: Simulations with RMSE below (above) the 75th percentile of the PICONTROL distribution are shaded blue (red);
rossed cells indicating RMSE below the 25th percentile of the PICONTROL distribution
ote: τHIST column: simulations with τ of the same (opposite) sign as (to) GPCP's are shaded blue (red), with those distinguishable from natural internal
ariability (5th to 95th confidence interval of R distribution against PICONTROL) crossed. Other columns: simulations with τ not distinguishable from natural
nternal variability are shaded grey; those with τ distinguishable from internal natural variability and in agreement (opposite) with (to) GPCP's trend sign are
haded blue (red). Unshaded cells do not have simulations for the scenario. TABLE 4
PP columns: Simulations with RMSE below (above) the 75th percentile of the PICONTROL distribution are shaded blue (red);
crossed cells indicating RMSE below the 25th percentile of the PICONTROL distribution Note: τHIST column: simulations with τ of the same (opposite) sign as (to) GPCP's are shaded blue (red), with those distinguishable from natural internal
variability (5th to 95th confidence interval of R distribution against PICONTROL) crossed. Other columns: simulations with τ not distinguishable from natural
internal variability are shaded grey; those with τ distinguishable from internal natural variability and in agreement (opposite) with (to) GPCP's trend sign are
shaded blue (red). Unshaded cells do not have simulations for the scenario. (shades in Figure 1a). In addition to being significant
against the Mann–Kendall trend test (stippling in Figure
1a), the trends observed over SEBr and SESA are not
within the 5th–95th percentile range defined by the
PICONTROL distribution and thus are distinguishable
from internal natural variability (red cross-hatching in
Figure 1a). There is also significant decrease (increase) in
PP over southern (western) Amazon and the northern
coast of SA since 1979, which has also been identified in
previous observational studies (Marengo, 2004; Espinoza
et al., 2019). and Shimizu (2012), who identified an adequate perfor-
mance of HadGEM2-ES in simulating the SACZ dipole,
and Jones and Carvalho (2013), who identified GFDL-
ESM2M and MIROC4h as the models with more realistic
simulations of the SAMS characteristics. MIROC4h, in
addition to MIROC-ESM and INMCM4, were also identi-
fied as agreeing with the observed precipitation over sub-
tropical South America by Barros and Doyle (2018). The
models mentioned in those studies are among those cor-
rectly simulating the precipitation rate over SEBr and
SESA (Table 4). We also tested GPCP τ considering only the period in
common with CMIP5 (1979–2005; Figure 1b). The
resulting trends are similar, with a reduction in precipita-
tion over the continental SACZ extending toward south-
ern Amazon and over the northern coast of South
America. However, the spatial pattern of wetting trends
over SESA is not evident yet. The magnitude of the trends 4
|
PRECIPITATION TREND
IN RECENT DECADES Consistently with Zilli et al. (2017; 2019), GPCP τ (1979–
2019) is negative over the SACZ and positive to its south FIGURE 4
(a,b) Spatially averaged τ for GPCP, MMoM, each MMeM (bars) and individual members (dots; in MMoM dots represent
each MMeM) in the HIST scenario. Dashed (dotted) lines: 5th–95th (10th–90th) confidence interval defined by the PICONTROL scenario. (c,d)
R (from Equation (5)) between GPCP and MMoM, each MMeM, and individual members (dots). Red bars with whiskers: Confidence
interval (5th–95th percentile) defined by the regression of MMoM and each MMeM onto all 40-year PICONTROL periods. Values are
averaged over (a) and (c) SEBr and (b) and (d) SESA [Colour figure can be viewed at wileyonlinelibrary.com]
12
ZILLI AND CARVALHO 12 ZILLI AND CARVALHO FIGURE 4
(a,b) Spatially averaged τ for GPCP, MMoM, each MMeM (bars) and individual members (dots; in MMoM dots represent
each MMeM) in the HIST scenario. Dashed (dotted) lines: 5th–95th (10th–90th) confidence interval defined by the PICONTROL scenario. (c,d)
R (from Equation (5)) between GPCP and MMoM, each MMeM, and individual members (dots). Red bars with whiskers: Confidence
interval (5th–95th percentile) defined by the regression of MMoM and each MMeM onto all 40-year PICONTROL periods. Values are
averaged over (a) and (c) SEBr and (b) and (d) SESA [Colour figure can be viewed at wileyonlinelibrary.com] Despite being able to correctly reproduce the DJF pre-
cipitation rate, CMIP5 HIST simulations (considering the
40-years period between 1966–2005) are less accurate in
reproducing τ (Figure 1c). The MMoM simulation cor-
rectly places positive trends over western Amazon and
the southern portion of SA. However, over both study
areas, τHIST has the same sign as in GPCP, but its spatial
average is close to zero (Figure 4a,b and Table 3). Conse-
quently, the value of R is large (=4.51 and 3.15 over
SACZ and SESA, respectively; Figure 4c,d), indicating the
underestimation of the precipitation trend by the MMoM. The large spread between the 5th and the 95th percentiles
(MMoM error bar in Figure 4c,d) is also a consequence
of the small values of τHIST. Note that the error bar is
estimated by Equation (5), with τHIST in each grid point as
xi,s and the τ estimated in each PICONTROL realization as over both study areas is smaller and not significant. 4
|
PRECIPITATION TREND
IN RECENT DECADES The
lack of significant trends over this reduced period rein-
forces the need of extending the analysis until 2019 and
include important variabilities observed after 2005. Thus,
we will focus on the 40-year period (1979–2019) for the
remainder of the analysis. over both study areas is smaller and not significant. The
lack of significant trends over this reduced period rein-
forces the need of extending the analysis until 2019 and
include important variabilities observed after 2005. Thus,
we will focus on the 40-year period (1979–2019) for the
remainder of the analysis. Over SEBr (SESA), the spatial average of GPCP τ (consid-
ering the 40-year period) indicates a reduction (increase) of
−0.32 mmday−1 per decade (+0.13 mmday−1 per decade)
in the precipitation rate since 1979 (Table 3 and Figure 4a,b). Both values are outside the 5th–95th percentile confidence
interval defined by the PICONTROL distribution (dotted
lines in Figure 4a,b) and thus cannot be attributed to natural
internal variability. Gonzalez et al. (2013) found a similar
magnitude of trends over SESA when considering precipita-
tion rates from gridded datasets and individual stations. ZILLI AND CARVALHO 13 xi,o. Despite the small magnitude of τHIST, the lower limit of
the confidence interval of MMoM's R is above zero,
suggesting that the spatial patter of τHIST cannot be consid-
ered similar to those obtained in the PICONTROL simula-
tions
and
cannot
be
explained
by
internal
natural
variability alone. observed precipitation changes. It is also important to
recall that the CMIP5 simulations end in 2005 and does
not capture important changes in precipitation in the last
decade. Nonetheless, the spatial analysis suggests that the
simulated spatial pattern of the precipitation trends is
similar to the observed pattern and is already detectable
by some of the individual members. The small magnitude of the trends simulated by the
MMoM and the large spread of its confidence interval is
an outcome of the large discrepancies among MMeMs
(dots in Figure 4a,b). Over SEBr, the spatially averaged
τHIST is negative in 11 of the 20 MMeM (Figure 4a and
Table 4) and 44 of the 76 members. However, only one
MMeM and 11 members simulated negative and signifi-
cant τHIST (considering a 10th to 90th percentile confi-
dence interval; dotted line in Figure 4a). 5
|
ATTRIBUTION ANALYSIS To further investigate whether the observed trends are
related to natural external variability (such as changes in
solar radiation or volcanic emissions) or are a response to
anthropogenic forcings, we repeat the previous analysis
considering CMIP5 individual forcing scenarios. The nat-
ural external forcing is represented by the NAT scenario
while anthropogenic forcings are divided into GHG emis-
sions (GHG scenario), anthropogenic aerosols (AA),
changes in ozone (OZ), and land-use changes (LU). The
climatology of each MMoM scenario is similar to the
HIST MMoM and GPCP (Table 3) and will not be further
discussed. In this part of the analysis, we focus on ana-
lysing whether the simulated spatial pattern of the trends
is distinguishable from natural internal variability. g
y
Natural external forcings (NAT scenario) result in
weak negative τNAT over most of SA (Figure 5b). Small
areas with positive trends can be found over the ITCZ
and the SESA (including the study area). The magnitude
of the simulated values of τNAT spatially averaged over
SEBr (SESA) are negative (positive) but not significant
when compared to the PICONTROL (Figure 6a,b). The
small magnitude of τNAT in MMoM and MMeM results
from the lack of agreement among members (Figure 6)
and is an indication of the large uncertainties regarding
the effects of natural external forcings in the precipitation
rate over the study regions. Despite their small magni-
tude, the spatial pattern of τNAT are significantly different
from natural internal variability (5th–95th confidence
interval for R does not include zero) in the MMoM and
about half of the MMeM (Figure 6c,d, and Table 4). Among the MMeM with trends significantly different
from natural internal variability, 6 of them simulate τNAT
with a spatial pattern similar to the observed τ, with neg-
ative trends over the SEBr and positive ones in SESA
(Figure 6a,b and Table 4). However, the small magnitude
of the forcings (volcanic activity and very minor changes
in insolation over the period considered) suggest that part
of the trends in this scenario could be resulting from
internal variability. Over SESA, the spatially averaged value of τHIST is
positive in 15 of the 20 MMeM (Figure 4b and Table 4)
and 50 of the 76 members. However, all except two
MMeMs (CanESM2 and GFDL-ESM2-M) underestimate
the magnitude of τHIST (Figure 4b), resulting in non-sig-
nificant trends. 4
|
PRECIPITATION TREND
IN RECENT DECADES The MMeMs
that better simulate the intensity of τHIST are those with
good agreement among their members: CanESM2M,
GFDL-ESM2M, GISS-E2-H (despite its poor representa-
tion of PP), INMCM4, IPSL-CM5A-LR, and MRI-CGCM3
(Figure 4a). In these models, τHIST is more intense over
land (Figure 3), resulting in values of R close to unity
(Figure 4c). Furthermore, the confidence interval of R in
these MMeMs is above 0, indicating that the spatial pat-
tern of these trends cannot result solely from natural
internal variability. 5
|
ATTRIBUTION ANALYSIS Similar underestimation of trends by
CMIP5 historical scenarios over the region has been
noticed in previous studies (Gonzalez et al., 2013; Vera
and Díaz, 2015; Zhang et al., 2016). In addition to Can-
ESM2 and GFDL-ESM2M, 6 other MMeMs correctly sim-
ulate the spatial pattern of τHIST (R values close to 1 in
Figure 4d), although with underestimated magnitude
(HadGEM2-CC, INMCM4, MIROC4h, MIROC5, MPI-
ESM-LR, and MRI-CGCM3). In these eight MMeMs, the
spatial pattern of the trends over SESA cannot be attrib-
uted to natural internal variability (Figure 4d). Note, how-
ever, that CanESM2 and MPI-ESM-LR MMeMs have the
worst performance in simulating PP over this study area. Hence, the HIST scenarios of MMoM and a part of
the MMeMs simulate spatial patterns of precipitation
trends that are similar to those observed in GPCP and
with a spatial pattern that cannot be attributed to
internal natural variability alone. However, the large var-
iability among MMeM and their members results in an
underestimation of the precipitation trends' magnitude
over both study areas. The large variability among indi-
vidual members suggests that the simulations may fail to
correctly reproduce the mechanisms associated with the Among
the
anthropogenic
forcings,
changes
in
anthropogenic greenhouse gases (GHG) result in small
and positive precipitation trends (τGHG) over most of (a) GPCP
(b) MMoM – NAT
(c) MMoM – GHG
(d) MMoM – AA
(e) MMoM – OZ
(f) MMoM – LU
FIGURE 5
As in Figure 1 for (a) GPCP and MMoM of the (b) NAT, (c) GHG, (d) AA, (e) OZ, and (f) LU scenarios. Note reduced Sen's
slope range in (b)–(f) [Colour figure can be viewed at wileyonlinelibrary.com]
14
ZILLI AND CARVALHO ZILLI AND CARVALHO 14 (a) GPCP (a) GPCP
(b) MMoM – NAT
(c) MMoM – GHG (b) MMoM – NAT (c) MMoM – GHG (b) MMoM – NAT (c) MMoM – GHG (d) MMoM – AA
(e) MMoM – OZ
(f) MMoM – LU
FIGURE 5
As in Figure 1 for (a) GPCP and MMoM of the (b) NAT, (c) GHG, (d) AA, (e) OZ, and (f) LU scenarios. 5
|
ATTRIBUTION ANALYSIS Note reduced Sen's
slope range in (b)–(f) [Colour figure can be viewed at wileyonlinelibrary.com] (e) MMoM – OZ (e) MMoM – OZ (f) MMoM – LU (d) MMoM – AA (d) MMoM – AA (d) MMoM – AA FIGURE 5
As in Figure 1 for (a) GPCP and MMoM of the (b) NAT, (c) GHG, (d) AA, (e) OZ, and (f) LU scenarios. Note reduced Sen's
slope range in (b)–(f) [Colour figure can be viewed at wileyonlinelibrary.com] the scenarios considered here, changes in land use (LU)
result in the largest values of τLU (Figure 6a,b), with drying
(wetting) trends over central-eastern Brazil (SESA) and
extending along the northern (southern) margin of the
MMoM SACZ (Figure 5f), similar to the observed τ. The
influence of LU is stronger over SEBr where the spatial pat-
tern of τLU is distinguishable from natural internal variabil-
ity in the MMoM and all MMeMs (Figure 6c). In 2 of the
3 MMeMs and 4 of the 8 members, the simulated τLU is
similar to GPCP's (R close to 1 in Figure 6c and Table 4). Over SESA, the spatial pattern of τNAT is not attributable
to internal natural variability in the MMoM, 2 of the
3 MMeMs and 2 of the 8 members (Figure 6d and Table 4). the scenarios considered here, changes in land use (LU)
result in the largest values of τLU (Figure 6a,b), with drying
(wetting) trends over central-eastern Brazil (SESA) and
extending along the northern (southern) margin of the
MMoM SACZ (Figure 5f), similar to the observed τ. The
influence of LU is stronger over SEBr where the spatial pat-
tern of τLU is distinguishable from natural internal variabil-
ity in the MMoM and all MMeMs (Figure 6c). In 2 of the
3 MMeMs and 4 of the 8 members, the simulated τLU is
similar to GPCP's (R close to 1 in Figure 6c and Table 4). Over SESA, the spatial pattern of τNAT is not attributable
to internal natural variability in the MMoM, 2 of the
3 MMeMs and 2 of the 8 members (Figure 6d and Table 4). Changes
in
tropospheric
and
stratospheric
ozone
(OZ) and anthropogenic aerosol (AA) also result in similar
wetting/drying trends over SA, more intense over the SEBr
(Figure 5d,e, respectively), where the spatial pattern of both
τOZ and τAA in the MMoM are distinguishable from natural
internal variability (Figure 6c). 5
|
ATTRIBUTION ANALYSIS Over this region, τOZ has
the second-largest value (−0.1 mmday−1 per decade; Table
3 and Figure 6a), but this scenario has only one MMeM
with 2 members (CCSM4). The influence of changes in AA
over SEBr is not as pronounced, resulting in a spatial central and subtropical SA in the MMoM (Figure 5c). Over
SEBr, τGHG simulated by the MMoM is positive but indis-
tinguishable from natural internal variability (Figure 6a). Since MMoM τGHG is opposite to the GPCP's trend, R is
negative and the spatial pattern of τGHG is distinguishable
from natural internal variability over the area (Figure 6c). However, the disagreement among individual MMeMs is
large, with 5 (3) of the 12 MMeMs (Figure 6c and Table 4)
and 13 (10) of the 41 members simulating positive (nega-
tive) values of τGHG with spatial pattern that cannot be
attributed to natural internal variability. Over SESA, τGHG
is close to zero and its spatial pattern is not distinguishable
from natural internal variability in the MMoM (Figure 6b,
d). Furthermore, τGHG is not significant in any of the
MMeM (Figure 6b), despite having spatial patterns that are
not attributable to natural internal variability in some cases
(Figure 6d and Table 4). Thus, due to the large uncer-
tainties in simulating the responses of precipitation to
changes in GHG concentration, their influence on the
observed precipitation rate over SEBr and SESA cannot be
attributed to GHG in the current set of models. Changes
in
tropospheric
and
stratospheric
ozone
(OZ) and anthropogenic aerosol (AA) also result in similar
wetting/drying trends over SA, more intense over the SEBr
(Figure 5d,e, respectively), where the spatial pattern of both
τOZ and τAA in the MMoM are distinguishable from natural
internal variability (Figure 6c). Over this region, τOZ has
the second-largest value (−0.1 mmday−1 per decade; Table
3 and Figure 6a), but this scenario has only one MMeM
with 2 members (CCSM4). The influence of changes in AA
over SEBr is not as pronounced, resulting in a spatial The small magnitude of τ in the GHG scenario suggests
the importance of other anthropogenic forcings. Among 15 FIGURE 6
(a,b) Spatially averaged τ for GPCP, MMoM (bars) and each MMeM (dots) in each scenario. Dashed (dot) lines represent the
5th–95th (10th–90th) confidence interval defined by the PICONTROL scenario. (c,d) R (from Equation (5)) between GPCP and MMoM
(diamonds), and each MMeM (dots) for each scenario. 5
|
ATTRIBUTION ANALYSIS Black bars with whiskers (colour bars): 5th–95th confidence interval defined by the
regression of MMoM (each MMeM) onto all 40-year PICONTROL periods. Values are averaged over (a) and (c) SEBr and (b) and (d) SESA
[Colour figure can be viewed at wileyonlinelibrary.com]
ZILLI AND CARVALHO
15 ZILLI AND CARVALHO FIGURE 6
(a,b) Spatially averaged τ for GPCP, MMoM (bars) and each MMeM (dots) in each scenario. Dashed (dot) lines represent the
5th–95th (10th–90th) confidence interval defined by the PICONTROL scenario. (c,d) R (from Equation (5)) between GPCP and MMoM
(diamonds), and each MMeM (dots) for each scenario. Black bars with whiskers (colour bars): 5th–95th confidence interval defined by the
regression of MMoM (each MMeM) onto all 40-year PICONTROL periods. Values are averaged over (a) and (c) SEBr and (b) and (d) SESA
[Colour figure can be viewed at wileyonlinelibrary.com] decades (Zilli et al., 2017; 2019). Similar changes have
also been identified in future projections of climate
change (Seth et al., 2010; Junquas et al., 2013; Talento
and Barreiro, 2017). In the present analysis, the historical
simulations from MMoM and part of the 20 MMeM cor-
rectly simulate the DJF the precipitation rate over the
SACZ, even though with maximum precipitation located
to the north of its observed position. This affects the
SACZ-related precipitation dipole, resulting in an under-
estimation of the precipitation rate and trend over SESA,
as already described in previous studies (Gulizia and
Camilloni, 2015; Vera and Díaz, 2015; Barros and Doyle,
2018). Over SEBr, the large uncertainties among the
MMeMs and individual members of each ensemble result
in the lack of significant trend in the MMoM. However, it
is important to emphasize the different period of analysis,
with MMoM not capturing important precipitation trends
observed after 2005. The bias observed in precipitation
rates over both areas could suggest that the models are
not able to correctly reproduce the mechanisms related
to the location and intensity of the SACZ (and related
SACZ-dipole). average of MMoM τAA of −0.05 mmday−1 per decade
(Table 3), which is similar in magnitude (but opposite sign)
to the trends resulting from the NAT scenario (Figure 6a). Despite the small magnitude of τAA, this is the scenario with
the largest agreement among individual members, with all
MMeM (Figure 6a) and 15 of the 20 members simulating
negative trends over the area. 5
|
ATTRIBUTION ANALYSIS The spatial pattern of τAA can
be considered significantly different from natural internal
variability in 2 of the 5 MMeMs (Figure 6c and Table 4) and
9 of 20 members. Over SESA, the spatial pattern of τOZ and
τAA simulated by MMoM are distinguishable from natural
internal variability only when considering the 10th–90th con-
fidence interval from PICONTROL distribution. MMoM τAA
is small due to the lack of agreement among the MMeMs
and individual members (Figure 6d). In OZ scenario, the
spatial pattern of the τOZ is distinguishable from natural vari-
ability in only one member. 6.2
|
Attribution analysis While large uncertainties among individual members
reduce our ability to conclusively attribute the observed
trends to a set of forcings, the emerging patterns from each
individual scenario allows a qualitative assessment of the
influence of anthropogenic forcings in the local precipita-
tion trends. Land-use change is the main forcing associated
with the reduction (increase) in precipitation rates over
SEBr (SESA), followed by anthropogenic-related changes
in stratospheric and tropospheric ozone contributing to the
reduction in precipitation rate over SEBr. In addition to changes in land use, anthropogenic
forcings related to changes in the concentration of ozone
also contribute to precipitation trends, albeit with small
intensity. Previous studies suggest that ozone depletion is
associated with a poleward expansion of the Hadley cell
in the Southern Hemisphere and a consequent shift in
the jet position, which would result in increased precipi-
tation over SESA (Polvani et al., 2011; Gonzalez et al.,
2014). The position of the subtropical jet is one of the
ingredients necessary for the development of the SACZ
over eastern Brazil, advecting negative vorticity and
favouring
upper-level
divergence
over
the
region
(Kodama, 1992; 1993). Thus, a poleward shift of the jet
could also affect the location and intensity of the SACZ,
resulting in the drying (wetting) trends in the SACZ
north (southern) flank, consistent with Zilli et al. (2019). According to the present analysis, changes in land
use result in the largest contribution to the simulated
changes in precipitation over both study areas. Even
though the present analysis does not indicate the location
of this forcing, whether it is local (e.g., in the La Plata
Basin [LPB], where the largest part of both study regions
are located) or remote (in the Amazon Basin), changes in
land use could affect the SACZ-related precipitation. The
Amazon region is one of the main sources of moisture to
the SACZ and SESA (Arraut et al., 2012). The transport
of moisture to the SACZ depends strongly on the charac-
teristics of the Low-Level Jet (LLJ) east of the Andes
(Arraut and Satyamurty, 2009; Nascimento et al., 2016;
Montini et al., 2019). Changes in land use in the Amazon,
mainly associated with deforestation, may reduce the
amount of moisture recycling, affecting precipitation in
the region (Zemp et al., 2017a) and reducing the amount
of moisture transported by the LLJ toward the SACZ and
the SESA (Zemp et al., 2017b). 6.2
|
Attribution analysis Finally, the response of the precipitation to changes in
GHG cannot be distinguishable from natural internal vari-
ability. The lack of consensus regarding the sign of the
trend suggests that internal variability dominates trends in
this scenario. Over the LPB, changes in land use since 1950s have
reduced the area of native vegetation (mostly savanna
and forest) to less than 20% (Tucci and Clarke, 1998). The
conversion of native vegetation to crop land can result in
drier surface conditions that can modify the thermal
structure of the atmosphere, affecting the low level circu-
lation, consequently, the moisture transport toward
SACZ and SESA (Lee and Berbery, 2012; Yang and
Dominguez, 2019). Using simulations from Weather 6.1
|
Detection of precipitation trends Despite the small magnitude, the spatial pattern of
the simulated HIST precipitation trend indicates a drying
(wetting) trend over SEBr (SESA) coherent with trends in Observational studies have indicated a poleward shift in
the SACZ-related summer precipitation rate in recent ZILLI AND CARVALHO 16 16 Research and Forecast Model (WRF) experiments, Lee
and Berbery (2012) demonstrated that land-use changes
within the LPB are associated with a reduction (increase)
in precipitation over the northern (southern) part of the
basin. According to them, land-use changes from native
vegetation
to
dry
crops
increases
the
albedo
and
decreases the surface friction over the northern part of
the basin, reducing the sensible heat flux and near-sur-
face temperature, which in turn reduces convective insta-
bility over the region. Additionally, the reduction in
surface
roughness
accelerates
the
surface
winds
favouring moisture divergence over the area and reduc-
ing precipitation. Further south, land-use changes from
native grassland to dry crops have the opposite effect,
mostly due to a reduction in albedo, resulting in
increased precipitation. The spatial pattern of changes in
precipitation described by these authors is similar to
those observed in GPCP and simulated by the LU
MMoM, suggesting that changes in land use over central
and southeastern SA could be affecting the surface pro-
cesses associated with the strength and location of the
SACZ-related precipitation dipole. the SACZ dipole observed in Zilli et al. (2017; 2019). Pre-
vious studies, based on filtered precipitation analysis
(such as EOF), have identified similar historical and
future changes in the SACZ-related dipole (Junquas et
al., 2013; Díaz and Vera, 2017). Our results indicate a
simulated spatial pattern of precipitation trends that can-
not be attributed to internal natural variability alone and
are consistent with the future projections. However, the
large variability among MMeM and individual members
of each MMeM increases the uncertainties regarding the
magnitude of the trends. 6.3
|
Other factors associated with the
observed trends Another source of discrepancies between observed and
simulated trends is related to the position of the SACZ in
CMIP5 models. The present analysis is based on fixed
study regions located over areas with large observed pre-
cipitation trends. However, some CMIP5 models simulate 17 ZILLI AND CARVALHO 17 the SACZ, where the uncertainty in simulations is large
(Carvalho and Jones, 2013; Jones and Carvalho, 2013;
Sanchez et al., 2015; de Barros Soares et al., 2017; Díaz and
Vera, 2017). Over the SACZ, the number of rainy days is
decreasing (Zilli et al., 2017) likely due to weaker northerly
winds along the eastern Brazilian coast and reduced avail-
able moisture in the lower-to-mid troposphere (Zilli et al.,
2019). On the other hand, the intensity of extreme events is
increasing over the same region (Zilli et al., 2017), suggesting
the importance of the combined influence of dynamic and
thermodynamic forcings on the observed changes (Chen
et al., 2019; Norris et al., 2019a, 2019b). Thus, besides cor-
rectly reproducing the observed average precipitation trends,
it is necessary to access the accuracy of the CMIP5 models
in reproducing the observed trends in extreme precipitation,
as well as dynamic and thermodynamic forcings associated
with the intensification of these events. the SACZ displaced to the north of its climatological posi-
tion, resulting in trends outside the study regions. The
utilization of approaches based on the location of the
SACZ in each model could improve the identification of
the
forcings
and
mechanisms
associated
with
the
observed changes, without being restricted to models that
accurately reproduce the SACZ's location. Despite demonstrating that the detected precipitation
trends cannot be caused by internal variability alone,
trends resulting from NAT forcings suggest that at least
part of the changes in the position and intensity of the
SACZ could be associated with changes in climatic
modes. The analysis period, 1979–2019, encompasses a
transition from cold to warm AMO phase, which possibly
contributes to the precipitation trends over the study
region (Chiessi et al., 2009; Grimm and Saboia, 2015;
Jones and Carvalho, 2018; Kayano et al., 2019). A previ-
ous study (Zhang and Wang, 2013) demonstrated that the
AMO transition from cold to warm phase occurred
between 1975 and 2005 in all CMIP5 models analysed,
even though most of them are not able to correctly repre-
sent the spatial structure and intensity of the mode. ACKNOWLEDGEMENTS GPCP Precipitation data was provided by the NOAA/
OAR/ESRL PSL, Boulder, Colorado, USA, from their
website at https://psl.noaa.gov/. All CMIP5 data was
downloaded from the PCMDI website at http://pcmdi9. llnl.gov/. The authors acknowledge the World Climate
Research Program's Working Group on Coupled Model-
ling, which is responsible for CMIP, and we thank the cli-
mate modelling groups (listed in Table 1 of this paper)
for producing and making available their model output. M. Zilli acknowledges the Brazilian National Council for
Scientific and Technological Development (CNPq) for the
financial support through the Science without Borders
Program (202691/2011-0). L. Carvalho acknowledges the
support of NSF-AGS-1505198. ORCID Marcia T. Zilli
https://orcid.org/0000-0003-1670-8567 7
|
CONCLUSIONS The present analysis indicates that precipitation trends
observed over the SACZ and SESA regions over the last
40 years consistent with Zilli et al. (2019) are detectable
in some of the historical simulations of the CMIP5 cli-
mate models. The results indicate large disagreement
among individual models, suggesting that the mechanism
related to the observed precipitation trends are not well
represented in the selected models. The large uncer-
tainties prevent a robust attribution analysis of the main
forcings. Nonetheless, a qualitative assessment of the
results suggests that part of the precipitation trends over
SEBr and SESA could result from changes in land-use
and anthropogenic-related stratospheric and tropospheric
ozone concentration. 6.3
|
Other factors associated with the
observed trends Thus,
it is possible that the AMO have influenced the observed
trends and that the lack of agreement among the CMIP5
simulations arises from a misrepresentation of the influ-
ence of this mode on the SACZ-related dipole. A more in-
depth evaluation of the topic should also include other
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uation. Climate Dynamics, 40, 2091–2121. https://doi.org/10. 1007/s00382-011-1259-y. Volodin, E.M., Dianskii, N.A. and Gusev, A.V. (2010) Simulating
present-day climate with the INMCM4.0 coupled model of the
atmospheric and oceanic general circulations. Izvestiya, Atmo-
spheric and Oceanic Physics, 46, 414–431. https://doi.org/10. 1134/S000143381004002X. Zhang, L. and Wang, C. (2013) Multidecadal North Atlantic Sea
surface temperature and Atlantic meridional overturning circu-
lation variability in CMIP5 historical simulations. Journal of
Geophysical Research: Oceans, 118(10), 5772–5791. https://doi. org/10.1002/jgrc.20390. Watanabe, M., Suzuki, T., O'ishi, R., Komuro, Y., Watanabe, S.,
Emori, S., Takemura, T., Chikira, M., Ogura, T., Sekiguchi, M.,
Takata,
M.,
Yamazaki,
D.,
Yokohata,
T.,
Nozawa,
T.,
Hasumi, H., Tatebe, H. and Kimoto, M. (2010) Improved cli-
mate simulation by MIROC5: mean states, variability, and cli-
mate sensitivity. Journal of Climate, 23, 6312–6335. https://doi. org/10.1175/2010JCLI3679.1. Zhou, J. and Lau, K.M. (1998) Does a monsoon climate exist over
South America? Journal of Climate, 11, 1020–1040. https://doi. org/10.1175/1520-0442(1998)011<1020:DAMCEO>2.0.CO;2. Zhou, J. and Lau, K.M. (2001) Principal modes of interannual and
decadal variability of summer rainfall over South America. International Journal of Climatology, 21, 1623–1644. https://doi. org/10.1002/joc.700. 22 22 22 ZILLI AND CARVALHO Zilli, M.T., Carvalho, L.M.V., Liebmann, B. and Silva Dias, M.A. (2017) A comprehensive analysis of trends in extreme precipi-
tation over southeastern coast of Brazil. International Journal
of
Climatology,
37,
2269–2279. https://doi.org/10.1002/joc. 4840. Zilli, M.T., Carvalho, L.M.V. and Lintner, B.R. (2019) The poleward
shift of South Atlantic Convergence Zone in recent decades. Climate
Dynamics,
52,
2545–2256. https://doi.org/10.1007/
s00382-018-4277-1. How to cite this article: Zilli MT, Carvalho LMV. Detection and attribution of precipitation trends
associated with the poleward shift of the South
Atlantic Convergence Zone using CMIP5
simulations. Int J Climatol. 2021;1–22. https://doi. org/10.1002/joc.7007 Zilli, M.T., Carvalho, L.M.V., Liebmann, B. and Silva Dias, M.A. (2017) A comprehensive analysis of trends in extreme precipi-
tation over southeastern coast of Brazil. International Journal
of
Climatology,
37,
2269–2279. https://doi.org/10.1002/joc. 4840. How to cite this article: Zilli MT, Carvalho LMV. REFERENCES Detection and attribution of precipitation trends
associated with the poleward shift of the South
Atlantic Convergence Zone using CMIP5
simulations. Int J Climatol. 2021;1–22. https://doi. org/10.1002/joc.7007 Zilli, M.T., Carvalho, L.M.V. and Lintner, B.R. (2019) The poleward
shift of South Atlantic Convergence Zone in recent decades. Climate
Dynamics,
52,
2545–2256. https://doi.org/10.1007/
s00382-018-4277-1.
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Considerations on the Protection of Historic Buildings in Wuhan:Starting from Tanhualin Protection
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2 Tanhualin general situation Tanhualin historic district is located in the northeast of the
old town of Wuchang. It mainly starts from Zhongshan
Road in the east to Desheng Bridge in the west, including
Tanhualin, Gejia ying, Taiping Testuan, Madaomen, Sanyi
Village, and Huayuan Hill and a strip of land within the
two hills of Pangxiejia. According to the regional division, the historical
heritage protection work of Tanhualin area is mainly
divided into three sections: the western section is
positioned as a historical and cultural district. Starting
from No. 81 Tanhualin Street and ending at Deshengqiao
Street, the total length is 300m. The middle section is
positioned as a cultural and leisure block, covering a total
length of 280m from Wuhan No. 14 Middle School to No. 81 Tanhualin Street. The eastern section is positioned as a
cultural industry block, with a total length of 620m,
starting from the entrance of Zhongshan Road and ending
at the 14th Wuhan City [1]. 3 Status of Historic Buildings Wuchang Tanhualin historic district has five cultural
elements: ancient city culture, religious culture, education
culture, street culture and architectural culture. It is an
important section for the exchange, collision and
integration of Chinese and Western cultures in modern
times. The rich historical buildings will still give the city
a profound and long-term influence. Taking this area as an
example, this paper discusses the thinking on the
protection of historic buildings in Wuhan. Considerations on the Protection of Historic Buildings in
Wuhan:Starting from Tanhualin Protection Yulu Zhuang1 1School of Civil Engineering and Architecture, Wuhan University of Technology, Wuhan, Hubei, 430070, China Abstract. This paper takes the historical and cultural area of Tanhualin in Wuchang District as an example,
from the historical construction present situation, the value of historical architecture, discusses three aspects
of the historical building protection measures, and finally draws the conclusion: historical building protection
needs to emphasize on protection, do repair old as before, to protect the culture at the same time also should
pay attention to regain its vitality, achieve sustainable development, and carefully reconsider historical
buildings in the present age, the function of space positioning. 3.1 Historic buildings are scattered The historical district of Tanhualin covers a wide area. The
historical buildings are scattered in the district, with poor
accessibility, lack of connection and cohesion between
them, which can not heighten the historical atmosphere of
the district as a whole. The historic buildings that are not adjacent to the main
street, due to poor accessibility, there is no continuous and
attractive space to attract people, people rarely come. Garden Hill Catholic Church, for example, is a
Romanesque basilica church built by Italian missionaries
more than two hundred years ago. It is a magnificent and
worthy place to visit. But it is located in a long narrow
street, almost isolated from the main street, few people
arrive. © 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/). * Corresponding author: yuluzhuang@whut.edu.cn https://doi.org/10.1051/e3sconf/202124803077 https://doi.org/10.1051/e3sconf/202124803077 E3S Web of Conferences 248, 03077 (2021)
CAES 2021 © 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/) y EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
icenses/by/4.0/). 3.2 Most of the historic buildings are not properly
preserved Due to the wide range of distribution of historical
buildings, historical buildings lose their original features
through the spontaneous reconstruction and construction
of local residents and the replacement of homeowners
under the changes of history. This leads to the
phenomenon of mixed architectural layout and the decline
of the whole historical atmosphere of the block. For
example, the Swedish Diocese, is also the self-inhabited
area of Tanhualin villagers [2]. In the decades after the
founding of the People's Republic of China, more and
more self-owned houses were built around the parishes
and many historic buildings were confined to small alleys
or courtyards, which affected the original appearance of
the historic districts. On account of the excessive human E3S Web of Conferences 248, 03077 (2021)
CAES 2021 https://doi.org/10.1051/e3sconf/202124803077 Fig. 2. Modern residential houses are mixed with art shops intervention in daily life and the lack of systematic
protection, several historic buildings in the area have been
damaged, even partially collapsed. So the rescue and
protection work is imminent. 3.3 The newly restored historic buildings do not
continue the historical context The historic buildings on both sides of the main street are
mainly used as shops after the facades are refurbished. Although their commercial value has been improved, they
still face the dilemma of renovating old buildings like new
ones and breaking the context. In addition, apart from a
few commercial buildings are otago ancient buildings,
most of the shops or archaize like new, or follow a typical
town shop decoration form of literature and art. (See
Figure 1)There is no different from shops in Gulangyu in
Xiamen or Tianzifang in Shanghai. Fig. 2. Modern residential houses are mixed with art shops Fig. 1. The literary shop similar as which in Gulangyu and
Tianzifang 3.5 The buildings that remain on the block are no
longer adequate for the modern lifestyle of the
residents According to the investigation, the majority of people left
in Tanhualin block are the elderly and children, as well as
renters. Most of the residential houses are old houses that
are forbidden to be demolished in the protected areas. By
reason of their inability to meet the living environment of
modern people, these old houses have suffered varying
degrees of damage after artificial reconstruction,
expansion and construction. Because of the high density
of buildings in Tanhualin, it is difficult to add new social
service facilities, which can only be solved through the
surrounding communities and the traffic distance is too
long. Due to serious material aging, the buildings and
spaces in Tanhualin are no longer able to support the urban
life today(See Figure 3). Fig. 1. The literary shop similar as which in Gulangyu and
Tianzifang 3.4 Historic buildings do not form an organic
whole with their surroundings Fig. 3. Houses build by the residents themselves Historic
buildings
exist
independently
of
their
surroundings and are not affected by or influenced by the
surrounding buildings. For example, in the main street of
the middle section of Tanhualin, except for the historical
buildings of Renji Hospital, it mainly presents a mixture
of antique buildings (such as the historical and cultural
exhibition hall of Tanhualin), modern residential buildings
and scattered modern art shops (See Figure 2) [3]. Moving
east to Wuhan No. 14 Middle School, the main street
gradually becomes deserted, with fewer and fewer
buildings open to the street, and the main street becomes
a corridor for people. p
p
While the historical buildings that have been greatly
transformed and used as shops, there are also some
historical buildings that have only been slightly reformed
and strengthened. Most of them are dwellings and studios
with high privacy, which seem to be out of place with the
bustling main street. The doors are often closed and few
people pay attention to them. Fig. 3. Houses build by the residents themselves 5 Conservation measures for historic
buildings after the modern history play a leading role in the
evolution of the architectural form of Wuhan. Discussing
Wuhan's modern historical building cultural heritage
protection achievements is also to discuss the value
attitude of Wuhan's urban space in the construction
process. As a well-preserved historical block in Wuchang,
Tanhualin Historical and Cultural Area of Wuchang has
witnessed the construction, development and protection
process of Wuhan's modern historical buildings. Wuhan is
the epitome of modern history, also known as the living
Wuhan modern history book. It is of great theoretical
value and practical significance for the protection and
development of urban historic blocks. Therefore, the
protection of Tanhualin is very important for the
development of Wuhan. 5.1.1 Repair the old as the old should be achieved Excessive rectification should be avoided to make the
historical buildings lose their social value, and the
collective memory of Old Wuchang should be avoided to
make fault. The influence of events in each period should
be respected and retained. 5.1.3 Historic buildings need to weaken their
commercial value Avoid the phenomenon that the aboriginal people all move
out due to excessive commercialization in the middle and
late development of Tianzifang and Lijiang Ancient Town.. 5.2.1 Improve the street space Collinlow wrote in his Collage City : European cities are
like a collage, which combines elements of different ages
such as the Middle Ages, Baroque and Renaissance
together to form a city, so there will be no historical fault. We can walk through a street in Europe and browse the
history of the development of the whole Europe. Historic
buildings are like a piece of genetic information that
remains to this day. If we remove all the historic buildings,
then there will be a fault line in our history. We will not
know what the land was like in the past. Improve the street space so that it can lead people to the
historic building and connect the historic building nodes. 4.1 Historic buildings are the material carriers of
history Historic buildings bear witness to history and are the
evidence of history. A series of historical events before and 2 E3S Web of Conferences 248, 03077 (2021)
CAES 2021 E3S Web of Conferences 248, 03077 (2021) https://doi.org/10.1051/e3sconf/202124803077 5.2.2 The cultural characteristics of blocks should
reflect the value characteristics of historical buildings The cultural characteristics of blocks should reflect the
value characteristics of historical buildings, and should
not be occupied by a variety of monotonous art shops. 5.1.2 Rethink the functional positioning of historical
buildings in the current era and space Tanhualin historical area tells the story of the unique old
Wuchang.Its existence gives Wuhan a unique charm and
temperament.The protection of historical buildings is to
protect the historical features of the city, to achieve the
historical continuity of urban development and cultural
diversity. Historic buildings are the cultural gene pool of a
city, which records the information superimposing on
space by time and interweaved with the urban living
environment. By retaining and inheriting the urban
memory, the historical buildings reveal the spirit and
characteristics of a city. Put historical buildings into the whole district and even the
city for consideration, so as to make them become the
nodes with strong accessibility and vitality in the urban
image. For example, the Renji Hospital in the main street
of the middle section of Tanhualin is now an office
building, which is not open to the public, and its value is
not well utilized. Therefore, the main street nearby is
extremely deserted. If it can be changed into a public tour
building on the basis of establishing a complete set of
protection rules, its value may be better explored. Nowadays, more and more cities are faced with the
problem of Same Imagines of the City. The similarity of
the appearance of new buildings causes each city to lose
its own characteristics. And the old city texture and
historical buildings of each city become the valuable
characteristics of each city. Just as people think of Beijing
when they think of quadrangles, they think of Suzhou
when they think of gardens. 4.2 Historic buildings are the unique cultural
symbols of a city 5.1.2 Rethink the functional positioning of historical
buildings in the current era and space References 1. Mei Yn. (2013) Reflection on the Transformation of
Historical and Cultural Districts Oriented by Cultural
and Creative Industries : Taking Wuhan Tanhualin
Historical and Cultural Districts as an Example. Huazhong Architecture, 12 : 158-160. Fig. 4. The former residence of Shi Ying, which is off-limits to
visitors 2. Hu Youbin, Li Haosheng. (2004) A Study on the
Development and Development of Urban Historic
Districts . Planners, 12 : 61-64. 3. Wang Xu, Zhang Yuanchun. (2010) Research on the
protection and renewal of historic blocks -- a case
study of Tanhualin block in Wuchang. Huazhong
Architecture, 7 : 134-136. 4. Hu Rongrui, Hu Shaoxue. (2007) A study on the
development and utilization of modern architectural
heritage in Wuhan. Journal of Architecture, 05 : 15-
18. 5. Li Heping. (2003) Preservation and renovation
methods of buildings in historic districts. City
Planning Review, 04 : 52-56. Fig. 4. The former residence of Shi Ying, which is off-limits to
visitors 5.4 Construction of government, community, unit
and residents of the four-in-one protection
mechanism With the development and evolution of Wuhan, Tanhualin
historical and cultural area is not just a street or a few
simple historical building nodes. It is a link of urban
design in Wuhan urban renewal. Therefore, the protection
of Wuhan's historical architectural and cultural heritage,
including Tanhualin area, is not only the work of architects
and planners, but also requires the cooperation of the
government, investors and residents [5]. First, we need to
attract investment and create employment opportunities
for local residents. Second, it is necessary to build up the
local residents' sense of responsibility and honor for the
excellent historical buildings in the area, so that they can
participate in the protection of historic buildings. 5.3 Enhance the sustainability of historic
buildings Both historic blocks and historic buildings cannot be
displayed statically like some cultural relics on display,
but should be developed dynamically. Some of the historic
buildings in Tanhualin are idle or blocked. As time passes,
the buildings are not taken care of, and the buildings will 3 3 E3S Web of Conferences 248, 03077 (2021)
CAES 2021 https://doi.org/10.1051/e3sconf/202124803077 fall into disrepair, and the buildings will lose their vitality. For example, Shi Ying's former residence in Sanyi Village
was tightly sealed by iron gates (See Figure 4), making it
inaccessible to people. Such protection method could only
temporarily protect its body, but could not protect its
cultural spirit and historical connotation. area, for example, can be realized in the future and even
all over the country engaged in historic buildings in
Wuhan city protection work, the need to focus on
protection, do repair the old as sweet, to avoid too many
changes to its social value is lost, also avoided the rupture
of the old residents' collective memory. At the same time,
attention should be paid to enhancing the overall vitality
of Tanhualin historical and cultural area to achieve the
goal of sustainable development. Both historic blocks and historic buildings cannot be
displayed statically like some cultural relics on display,
but should be developed dynamically. Some of the historic
buildings in Tanhualin are idle or blocked. As time passes,
the buildings are not taken care of, and the buildings will
fall into disrepair, and the buildings will lose their vitality. For example, Shi Ying's former residence in Sanyi Village
was tightly sealed by iron gates (See Figure 4), making it
inaccessible to people. Such protection method could only
temporarily protect its body, but could not protect its
cultural spirit and historical connotation. 6 Conclusion The value of historical buildings deposited through the
baptism of time is not only the physical building itself, but
also the social value contained in it. Historic architecture
is the material carrier of history, the cultural symbol of a
city, the memory inheritance of generations, and the
perceptual cognition mixed with many vicissitudes of
history. In Wuchang Tanhualin area historical and cultural 4
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Penerapan Model Pembelajaran Kontekstual Untuk Meningkatkan Keterampilan Menulis Biografi
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cc-by-sa
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PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 257 Keywords: writing skill, biography, contextual learning model Keywords: writing skill, biography, contextual learning model PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL
UNTUK MENINGKATKAN KETERAMPILAN MENULIS BIOGRAFI Yulia1, Eri Sarimanah2, Suhendra3 ABSTRACT The study is aimed at investigating the implementation of Contextual Learning Model in improving students’ ability
and their obstacles to write biography. The study was conducted to the students of SMPN 2, Kabandungan, Kabupaten
Sukabumi grade VII. Experimental method was employed. There were a control class and an experimental class. The
data was collected through test and questionnaire. The sample was taken by using saturated sampling technique. The
first hypothesis which stated that the model of contextual learning could improve the ability of students at SMPN
2, Kabandungan, Kabupaten Sukabumi grade VII to write biography is proven to be true. It could be seen from the
students’ score of pretest in the experimental class whose average reached 51,0 while the average of the posttest score
was 78,3. The average score of students’ pretest in the control class was 47,4 and the model of students as facilitator
and explaining was implemented. At the end, the average score of the post test was 65,6. From the score gained, it is
clear that the model of contextual learning was more effective to improve students’ ability in writing biography. Based
on the mean calculation using t-test formula, it was gained that to =3,72, t0,95=1,67 and the value of t0,99=2,39. It
means that to is higher than tt with the comparison of 1,67<3,72>2,39. It clearly shows that the contextual model
implemented in the experimental class could improve the students’ biography writing skill. The second hypothesis
which stated that the students encountered problems in writing biography was also proven to be true. Based on the
result of questionnaire analysis, there were 71% of the students encountering problems in developing the identity of the
character, 54% encountering problems in applying the grammar of writing biography, and 49% students encountering
problems when they explained the great attitudes of the character. Therefore, it can be concluded that the contextual
learning model could improve students’ ability to write biography even though the students still encountered problems. Keywords: writing skill, biography, contextual learning model Pendahuluan Selain hal-hal di atas, hasil penelitian Sri
Wasito (2011) menyebutkan ada tiga penyebab
lemahnya keterampilan menulis siswa. Salah satu
penyebab tersebut adalah guru hanya menggunakan
metode ceramah tanpa tanya jawab dan pemodelan. Penyebab kedua adalah guru hanya menggunakan
papan tulis sebagai media pembelajaran. Selain itu
siswa kurang aktif bertanya saat ada materi yang
tidak dimengerti. Penelitian Sri Wasito tersebut
dimuat dalam jurnal yang berjudul “Meningkatkan
Keterampilan Menulis Karangan Narasi Melalui
Media Gambar Seri pada Siswa Kelas V SDN 2
Wonosobo”. Selain hal-hal di atas, hasil penelitian Sri
Wasito (2011) menyebutkan ada tiga penyebab
lemahnya keterampilan menulis siswa. Salah satu
penyebab tersebut adalah guru hanya menggunakan
metode ceramah tanpa tanya jawab dan pemodelan. Ada empat keterampilan berbahasa yang dikaji
dalam ilmu bahasa. Empat keterampilan tersebut
yaitu
keterampilan
menyimak,
keterampilan
berbicara, keterampilan membaca, dan keterampilan
menulis. Keterampilan
menyimak
merupakan
keterampilan awal yang dimiliki manusia. Hal
ini dimulai sejak manusia lahir ke bumi. Setelah
keterampilan menyimak, keterampilan kedua yang
dimiliki manusia adalah keterampilan berbicara,
lalu diikuti keterampilan membaca yang biasanya
dimulai pada masa sekolah. Keterampilan terakhir
yang sangat kompleks dan paling sulit adalah
keterampilan menulis. Bagi semua orang normal
tentu akan bisa menyimak dan berbicara tetapi tidak
semua orang bisa menulis. Penyebab kedua adalah guru hanya menggunakan
papan tulis sebagai media pembelajaran. Selain itu
siswa kurang aktif bertanya saat ada materi yang
tidak dimengerti. Penelitian Sri Wasito tersebut
dimuat dalam jurnal yang berjudul “Meningkatkan
Keterampilan Menulis Karangan Narasi Melalui
Media Gambar Seri pada Siswa Kelas V SDN 2
Wonosobo”. Guru
memegang
peran
penting
dalam
keberhasilan
pembelajaran,
termasuk
dalam
pembelajaran menulis. Siswa bisa menghasilkan
tulisan yang baik jika guru menggunakan metode
dan model pembelajaran yang menarik. Oleh karena
itu, guru harus mampu menyajikan pembelajaran
menggunakan model yang tepat. Keterampilan menulis adalah keterampilan
seseorang untuk menuangkan ide dalam sebuah
tulisan. Hal ini selalu dianggap sulit karena orang-
orang menganggap ide lebih mudah dituangkan
dalam bentuk bahasa lisan. Kenyataan ini terjadi juga
di kalangan siswa. Siswa sebagai manusia terpelajar
hendaknya tidak berpedoman pada pendapat di atas. Namun, faktanya siswa-siswa zaman sekarang lebih
asyik bercengkrama dengan ponsel canggih mereka
daripada harus menulis. Jika hal ini terus berlanjut
maka akan terjadi kemunduran kualitas generasi
muda Indonesia di masa mendatang. Salah satu model pembelajaran yang bisa
diterapkan adalah model pembelajaran kontekstual. Model
pembelajaran
kontekstual
merupakan
pembelajaran yang membawa materi ke dalam dunia
nyata. ABSTRAK Tujuan penelitian ini untuk mengetahui penerapan model pembelajaran kontekstual dalam meningkatkan
keterampilan menulis biografi siswa kelas VII SMPN 2, Kabandungan, Kabupaten Sukabumi, serta mengetahui
kendala siswa saat menulis biografi. Metode yang digunakan dalam penelitian ini adalah eksperimen dengan
meneliti kelas eksperimen dan kelas kontrol. Teknik pengumpulan data dilakukan dengan tes dan angket. Teknik
pengambilan sampel yang digunakan adalah sampling jenuh. Hipotesis pertama, yaitu penerapan model pembelajaran
kontekstual dapat meningkatkan keterampilan menulis biografi siswa kelas VII SMPN 2 Kabandungan, Kabupaten
Sukabumi, teruji kebenarannya. Hal ini terlihat dari hasil tes awal (prates) di kelas eksperimen diperoleh nilai rata-
rata 51,0 sedangkan hasil tes akhir (postes) nilai rata-rata siswa meningkat menjadi 78,3. Hasil tes awal (prates)
di kelas kontrol diperoleh nilai rata-rata 47,4 sedangkan pada tes akhir (postes) setelah diterapkan model student
facilitator and explaining, nilai rata-rata siswa sedikit meningkat menjadi 65,6. Berdasarkan data tersebut dapat
diketahui bahwa terdapat peningkatan nilai siswa yang lebih baik dengan menggunakan model pembelajaran
kontekstual, yaitu dari nilai rata-rata 51,0 menjadi 78,3. Berdasarkan hasil penghitungan perbandingan mean
dengan menggunakan rumus t-tes, diperoleh harga to =3,72, harga t0,95=1,67 dan harga t0,99=2,39 dengan demikian to
lebih besar dari tt dengan perbandingan 1,67<3,72>2,39. Hal tersebut berarti model pembelajaran kontekstual pada
kelas eksperimen dapat meningkatkan keterampilan menulis biografi. Hipotesis kedua, yaitu siswa kelas VII SMPN
2 Kabandungan, Kabupaten Sukabumi mengalami kendala dalam menulis biografi dengan model pembelajaran
kontekstual, dapat diuji kebenarannya. Berdasarkan hasil analisis angket, diperoleh hasil 71% siswa mengalami
kendala dalam mengembangkan identitas tokoh, 54% siswa mengalami kendala saat menerapkan kaidah kebahasaan
biografi, dan 49% siswa mengalami kendala saat memaparkan sikap teladan tokoh. Dengan demikian, dapat
disimpulkan bahwa model pembelajaran kontekstual dapat meningkatkan keterampilan menulis biografi meskipun
pada saat menulis biografi, siswa mengalami kendala. Kata kunci: keterampilan menulis, biografi, kontekstual Pedagogia, Volume 7 Nomor 2 Tahun 2015 Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 258 motivasi. PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 259 siswa untuk mencapai tujuan pembelajaran. Prinsip
kontekstual adalah membawa siswa pada dunia
nyata saat belajar. Banyak ahli yang berpendapat
mengenai pengertian pembelajaran kontekstual. Sumiati dan Asra (2011: 14) berpendapat bahwa
pembelajaran kontekstual adalah upaya guru untuk
membantu siswa memahami relevansi materi
pembelajaran yang dipelajarinya dan memberikan
kesempatan kepada siswa untuk mengaplikasikan
apa yang dipelajarinya di kelas. graphien yang berarti tulisan. Jadi, biografi adalah
tulisan tentang kehidupan seseorang atau riwayat
hidupnya. Dilihat dari asal kata pembentuknya,
jelas bahwa biografi merupakan sebuah tulisan yang
di dalamnya memuat mengenai kisah kehidupan
seseorang. Berkaitan dengan biografi, banyak ahli
yang berpendapat mengenai pengertian biografi. Fu’ad (2008: 5) biografi adalah riwayat hidup
seseorang yang ditulis oleh orang lain. Pendapat Fu’ad sejalan dengan pemikiran
Keraf (2000: 141) yang mengutarakan bahwa
biografi adalah tulisan tentang kisah menarik dalam
kehidupan seseorang mengenai pengalaman dan
kehidupan pribadinya. Pendapat di atas sejalan dengan pendapat La
Iru dan La Ode (2012: 71) yang mengatakan bahwa
pembelajaran kontekstual adalah konsep belajar
yang membantu guru mengaitkan antara materi yang
diajarkan dengan situasi dunia peserta didik dan
mendorong peserta didik membuat hubungan antara
pengetahuan yang dimilikinya dengan penerapannya
dalam kehidupan mereka sehari-hari. Pendapat ini
sejalan dengan Taniredja (2011: 49) Pendapat para ahli di atas dilengkapi oleh Isnatun
dan Farida (2013: 85) yang berpendapat bahwa
biografi merupakan kisah kehidupan seseorang yang
bersumber pada kisah nyata (nonfiksi) yang lebih
kompleks daripada sekadar data tanggal lahir atau
tanggal kematian dan data pekerjaan seseorang. Pendapat di atas dipertegas oleh Nurhadi (2002,
dalam Rusman, 2012:189) bahwa pembelajaran
kontekstual merupakan konsep belajar yang dapat
membantu guru mengaitkan antara materi yang
diajarkannya dengan situasi dunia nyata siswa
dan mendorong siswa membuat hubungan antara
pengetahuan yang dimilikinya dengan penerapannya
dalam
kehidupan
mereka
sebagai
anggota
keluarga dan masyarakat. Pendapat ini sebenarnya
melangkapi dua pendapat sebelumnya. Nurhadi
lebih memperjelas penerapan materi yang dimiliki
siswa dalam kehidupan itu adalah kehidupan siswa
sebagai anggota keluarga dan masyarakat. Berdasarkan pendapat para ahli di atas, dapat
disimpulkan bahwa biografi adalah tulisan yang berisi
mengenai riwayat hidup seseorang, misalnya sosok
seorang ayah yang ditulis oleh orang lain, misalnya
siswa. Riwayat hidup tidak hanya mencantumkan
nama dan tanggal lahir saja tetapi lebih lengkap
dari itu terdapat pengalaman menarik orang tersebut
berdasarkan kisah nyata hidupnya. Pengalaman-
pengalaman tersebut misalnya kisah saat menempuh
pendidikan, pengalaman saat mencapai cita-cita, dan
lain-lain. Pendahuluan Siswa bisa lebih mudah memahami materi
karena mereka bisa menghubungkan pelajaran yang
sedang mereka pelajari dengan pengalaman yang
telah dialaminya. Siswa sering mengalami kendala saat menulis
sehingga
nilai
keterampilan
menulis
mereka
menjadi rendah. Kendala yang dialami siswa
beragam. Berdasarkan hasil pengamatan awal pada
siswa kelas VII SMPN 2 Kabandungan Kabupaten
Sukabumi, kendala siswa saat menulis dialami
ketika menentukan judul dan menyesuaikan isi
tulisan dengan judul. Khusus dalam menulis biografi,
siswa sering mengalami kendala saat menuliskan
kelengkapan
identitas
tokoh,
mencantumkan
perjuangan, prestasi, dan hal-hal yang dapat
diteladani dari tokoh, serta penggunaan bahasa
dalam tulisan mereka. Guru bisa mengaitkan materi dengan kehidupan
di keluarga, sekolah dan di masyarakat sekitar
siswa. Misalnya saat guru menyajikan materi
biografi, bawalah siswa pada dunia nyata mereka. Biografi adalah tulisan tentang kehidupan seseorang
atau riwayat hidup seseorang. Berikanlah contoh
biografi salah satu dari anggota keluarga, misalnya
ayah. Cara ini akan membantu siswa agar lebih
mudah memahami materi karena setiap siswa
pasti memiliki ayah. Jadi, mereka lebih mudah
menafsirkan mengenai biografi. Guru
bisa
memberikan
ilustrasi
untuk
mempermudah
penyampaian
materi. Iliustrasi
tersebut bisa berupa benda, gambar, atau kejadian
yang ada di sekeliling siswa, seperti biografi seorang
ayah. Penerapan model pembelajaran kontekstual
diharapkan bisa meningkatkan keterampilan menulis
siswa. Fenomena di atas tidak terjadi begitu saja, tentu
ada pemicunya. Rahardja (2010) mengemukakan
penyebab
lemahnya
keterampilan
menulis
seseorang. Penyebab itu adalah lemahnya kesadaran
pentingnya
menulis,
keterbatasan
mengakses
informasi (membaca) sehingga tidak tahu mengenai
hal yang akan ditulis, tidak tahu manfaat menulis,
tidak menguasai metode menulis, dan kurang Model pembelajaran kontekstual merupakan
salah satu pembelajaran yang membantu guru dan Pedagogia, Volume 7 Nomor 2 Tahun 2015 Pedagogia, Volume 7 Nomor 2 Tahun 2015 Rekapitulasi Data Prates Kelas Eksperimen Interval
Persentase
Tingkat
Penguasaan
Frekuensi
Persentase
Kemapuan
85%-100%
-
Sangat Mampu
75%-84%
-
Mampu
60%-74%
7
20%
Cukup Mampu
40%-59%
25
71,42%
Kurang Mampu
0%-39%
3
8,57%
Tidak Mampu
Jumlah
35
100%
Diagram 1 Isnatun dan Farida (2013: 102) mengemukakan
ada empat unsur yang dinilai dalam biografi. Unsur-
unsur tersebut adalah judul harus sesuai dengan
isi, ketepatan dan kelengkapan identitas tokoh,
mencantumkan perjuangan, prestasi, dan hal-hal
yang dapat diteladani dari tokoh, serta menggunakan
kata sifat dan kata kerja dengan tepat. g
Data Prates Kelas Eksperimen Data Prates Kelas Eksperimen
Tabel 2 Data Prates Kelas Eksperimen
T b l 2 Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL Isnatun dan Farida (2013: 101) mengemukakan
bahwa biografi dapat diklasifikasikan berdasarkan
sisi penulis, isi, dan persoalan yang dibahas.i Dari beberapa pendapat ahli di atas, dapat
disimpulkan
bahwa
pembelajaran
kontekstual
adalah pembelajaran yang mendorong siswa untuk
memahami materi dan mengaitkannya dengan
kehidupan sehari-hari. Lalu, siswa juga didorong
untuk menerapkan materi dalam kehidupan pribadi,
sosial, dan budaya. Materi yang mereka kuasai juga
akan menjadi bekal dalam menyelesaikan masalah. Siswa juga didorong untuk berperan aktif saat proses
pembelajaran. i Berdasarkan sisi penulis dikenal istilah biografi
dan otobiografi. Biografi adalah riwayat hidup
yang ditulis oleh orang lain sedangkan otobiografi
adalah riwayat hidup atau biografi yang ditulis oleh
tokohnya sendiri. Istilah “ditulis oleh tokohnya
sendiri” ini tidak selalu berarti harus benar-benar
sang tokoh yang menulisnya. Sang tokoh dapat
meminta bantuan orang lain (profesional) untuk
menuliskan biografi dirinya. Jadi sang tokoh
memaparkan riwayat hidupnya pada penulis, lalu si
penulislah yang merangkai kalimat dan menyusun
teks biografinya.ii Biografi merupakan bagian dari karangan narasi
ekspositoris, yaitu narasi yang hanya bertujuan
untuk
memberi
informasi
kepada
pembaca
agar pengetahuannya bertambah luas. Biografi
memberikan informasi mengenai riwayat hidup
seseorang kepada pembaca. Biografi berasal dari
bahasa Yunani, yaitu bios yang berarti hidup dan Berdasarkan isinya, biografi diklasifikasikan
berdasarkan perjalanan hidup dan perjalanan karier. Biografi perjalanan hidup berisi cerita perjalanan Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 260 dilaksanakan. Postes adalah tes yang dilakukan
setelah pembelajaran dilaksanakan. Tes dilakukan
untuk mengetahui mengetahui kemampuan siswa
dalam menulis biografi. Angket digunakan untuk
mengukur dan mengetahui kendala siswa dalam
menulis biografi. Angket yang digunakan adalah
angket tertutup. hidup lengkap atau sebagian yang paling berkesan. Biografi perjalanan karier berisi cerita perjalanan
karier dari awal karier hingga karier terbaru, atau
sebagian perjalanan karier dalam mencapai sukses
tertentu. Berdasarkan persoalan yang dibahas, biografi
dapat diklasifikasikan menjadi biografi politik,
intelektual, dan biografi jurnalistik. Biografi politik
memuat riwayat tokoh-tokoh dari sudut pandang
politik, bahan penulisan dikumpulkan melalui riset,
tetapi tidak lepas dari kepentingan politik penulis
ataupun tokoh yang ditulisnya. Biografi intelektual
juga disusun berdasarkan riset dan segenap
temuannya disajikan dalam gaya penulisan ilmiah. Sementara itu, biografi jurnalistik atau biografi sastra
adalah biografi yang materinya disusun berdasarkan
hasil wawancara terhadap tokoh yang akan ditulis
maupun orang lain yang menjadi rujukan. Hasil Penelitian
Tabel 1
Rekapitulasi Data Prates Kelas Eksperimen Simpulan Berdasarkan hasil penelitian dengan judul
Penerapan Model Pembelajaran Kontekstual untuk
Meningkatkan Keterampilan Menulis Biografi
Siswa Kelas VII SMPN 2 Kabandungan Kabupaten
Sukabumi, dapat disimpulkan sebagai berikut: Berdasarkan tabel dan diagram tersebut dapat
dijelaskan bahwa hasil prates materi biografi yang
diperoleh di kelas eksperimen dengan nilai rata-rata
51,0 dapat diketahui siswa kurang mampu dalam
menulis biografi. Pada hasil postes materi menulis
biografi dengan model kontekstual pada kelas
eksperimen terlihat kemampuan siswa meningkat
menjadi mampu dengan nilai rata-rata 78,3. Berdasarkan data tersebut dapat diketahui bahwa
ada peningkatan nilai siswa sebelum dan sesudah
diterapkan model kontekstual dari kemampuan
kurang mampu menjadi mampu. Sementara itu, hasil
prates pada kelas kontrol diperoleh nilai rata-rata
47,4 dan dapat diketahui kemampuan siswa kelas
kontrol dalam menulis biografi kurang mampu. Pada hasil postes materi biografi di kelas kontrol
kemampuan siswa sedikit meningkat menjadi cukup
mampu dengan nilai rata-rata 65,6. Berdasarkan data
tersebut dapat diketahui terdapat sedikit peningkatan
sebelum dan sesudah menerapkan model student
facilitator and explaining dari kemampuan kurang
mampu menjadi cukup mampu. Pertama,
penerapan
model
pembelajaran
kontekstual di kelas VII SMPN 2 Kabandungan
Kabupaten
Sukabumi
dapat
meningkatkan
keterampilan menulis siswa, khususnya menulis
biografi. Hal tersebut terbukti berdasarkan hasil
analisis prates dan postes siswa. Hasil prates dan
postes menunjukkan adanya peningkatan yang
signifikan saat pembelajaran menggunakan model
kontekstual dibandingkan dengan model lain. Nilai rata-rata hasil prates keterampilan menulis
biografi pada kelas ekperimen adalah 51,0. Nilai
tersebut menunjukkan bahwa kemampuan siswa
berada pada tingkatan kurang mampu. Setelah
dilakukan penerapan model kontekstual pada kelas
eksperimen, nilai rata-rata postes siswa mengalami
peningkatan, yaitu 78,3 dan berada pada tingkat
mampu. Sementara itu, hasil prates di kelas
kontrol diperoleh nilai rata-rata 47,4. Nilai tersebut
menunjukkan bahwa kemampuan siswa menulis
biografi berada pada tingkat kurang mampu. Setelah
dilakukan penerapan model student facilitator and
explaining, kemampuan menulis biografi di kelas
kontrol sedikit meningkat menjadi cukup mampu
dengan nilai rata-rata 65,6. Hasil perhitungan
perbandingan mean dengan menggunakan rumus
t-tes diperoleh harga to=3,72, harga t0,95=1,67, dan
harga t0,99=2,39. Perbandingan to lebih besar dari tt,
artinya model kontekstual dalam kelas eksperimen
dapat meningkatkan keterampilan menulis biografi
siswa. Berdasarkan perhitungan perbandingan mean
dengan menggunakan t-tes diperoleh harga to=
3,72, harga t0,95= 1,67, dan harga t0,99= 2,39. Perbandingan to dengan tt yaitu 1,67 <3,72> 2,39,
dengan demikian to lebih besar dari tt artinya
model kontekstual dalam kelas eksperimen dapat
meningkatkan keterampilan menulis biografi siswa. Metode Penelitian Prates
adalah tes yang dilakukan sebelum pembelajaran Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 261 Diagram 4
Data Postes Kelas Kontrol Diagram 2 Diagram 2
Data Postes Kelas Eksperimen Data Postes Kelas Eksperimen Tabel 3 Diagram 5
Data Angket
Pembahasan
Tabel 5
Perbandingan Nilai Prates Dan Postes Kelas
Eksperimen Dan Kelas Kontrol
Kelas Eksperimen
Kelas Kontrol
Prates
Postes
Prates
Postes
51,0
78,3
47,4
65,6 Rekapitulasi Data Prates Kelas Kontrol Rekapitulasi Data Prates Kelas Kontrol Diagram 5
Data Angket Diagram 5
Data Angket Rekapitulasi Data Prates Kelas Kontrol
Interval
Persentase
Tingkat
Penguasaan
Frekuensi
Persentase
Kemapuan
85%-100%
-
-
Sangat Mampu
75%-84%
-
-
Mampu
60%-74%
2
5,26%
Cukup Mampu
40%-59%
27
71,05
Kurang Mampu
0%-39%
9
23,68%
Tidak Mampu
Jumlah
38
100% Diagram 3
Data Prates Kelas Kontrol Data Prates Kelas Kontrol Tabel 4 Pembahasan
Tabel 5
Perbandingan Nilai Prates Dan Postes Kelas
Eksperimen Dan Kelas Kontrol
Kelas Eksperimen
Kelas Kontrol
Prates
Postes
Prates
Postes
51,0
78,3
47,4
65,6 Rekapitulasi Data Postes Kelas Kontrol Rekapitulasi Data Postes Kelas Kontrol Rekapitulasi Data Postes Kelas Kontrol
Interval
Persentase
Tingkat
Penguasaan
Frekuensi
Persentase
Kemapuan
85%-100%
-
-
Sangat Mampu
75%-84%
7
18,42%
Mampu
60%-74%
18
47,36%
Cukup Mampu
40%-59%
13
34,21%
Kurang Mampu
0%-39%
-
-
Tidak Mampu
Jumlah
38
100% Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 262 Diagram 6
Perbandingan Nilai Prates Dan Postes Kelas
Eksperimen Dan Kelas Kontrol Diagram 6
Perbandingan Nilai Prates Dan Postes Kelas
Eksperimen Dan Kelas Kontrol separuh siswa mengalami kendala saat menentukan
judul, menyesuaikan isi tulisan dengan judul,
menuliskan identitas tokoh, menuliskan prestasi
tokoh, menuliskan perjuangan tokoh, memaparkan
sikap teladan tokoh, dan tidak menguasai kaidah
kebahasaan biografi. Selain itu, sebagian besar siswa
mengalami kendala saat mengembangkan identitas
tokoh dan menerapkan kaidah kebahasaan dalam
tulisan biografi ayah mereka. Metode Penelitian Metode yang digunakan dalam penelitian
ini adalah metode penelitian eksperimen. Pada
penelitian eksperimen, ada dua aspek yang
dibandingkan, yaitu satu kelas eksperimen dan satu
kelas kontrol. Pada kelas eksperimen, pembelajaran
menulis biografi menggunakan model kontekstual
sedangkan pada kelas kontrol pembelajaran menulis
biografi menggunakan model student facilitator
and explaining. Populasi pada penelitian ini adalah
siswa kelas VII SMPN 2 Kabandungan, Kabupaten
Sukabumi. Teknik pengambilan sampel dilakukan
dengan teknik sampling jenuh karena jumlah
populasi sedikit dan seluruhnya menjadi sampel. Pengambilan data dilakukan dengan tes, angket, dan
observasi. Rekapitulasi Data Postes Kelas Eksperimen Interval
Persentase
Tingkat
Penguasaan
Frekuensi
Persentase
Kemapuan
85%-100%
6
17,14%
Sangat Mampu
75%-84%
21
60%
Mampu
60%-74%
8
22,85%
Cukup Mampu
40%-59%
-
-
Kurang Mampu
0%-39%
-
-
Tidak Mampu
Jumlah
35
100% Teknik pengumpulan data yang digunakan dalam
penelitian ini yaitu tes dan angket. Dalam penelitian
ini tes digunakan untuk mengukur keterampilan
siswa dalam menulis biografi. Tes yang dilakukan
pada penelitian ini adalah prates dan postes. Simpulan Berdasarkan data angket dapat diketahui
bahwa siswa mengalami kendala dalam menulis
biografi dengan menggunakan model pembelajaran
kontekstual. Berdasarkan jawaban angket terlihat
bahwa sebagian kecil siswa mengalami kendala
saat menuliskan sikap teladan tokoh, hampir Kedua, hasil analisis data angket menunjukkan
bahwa siswa SMPN 2 Kabandungan Kabupaten
Sukabumi mengalami kendala saat menulis biografi. Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 263 Berdasarkan
jawaban
angket
terlihat
bahwa
sebagian besar siswa mengalami kendala saat
mengembangkan identitas tokoh dengan persentase
71% atau 25 dari 35 siswa. Selain itu, sebagian besar
siswa mengalami kendala saat menerapkan kaidah
kebahasaan dalam tulisan biografi ayah mereka. Kendala ini dialami oleh 19 dari 35 siswa dengan
persentase 54%. Kendala juga dialami siswa saat
memaparkan hal yang dapat diteladani dari tokoh. Kendala ini dialami oleh 17 dari 35 siswa dengan
persentase 49%. Finoza, Lamuddin. 2008. Komposisi Bahasa
Indonesia Edisi Revisi. Jakarta: Diksi.ii Fuad, Zulfikar. 2008. Menulis Biografi. Yogyakarta:
Life Story.i Fuad, Zulfikar. 2012. The Secret of Biography
Rahasia Menulis Biografi ala Ramadhan K.H. Jakarta: Akademia Permata. Jakarta: Akademia Permata. Hidayat, Kosadi. 1994. Evaluasi dan Pengajarannya
dalam Bahasa Indonesia. Bandung: CV
Alfabeta. Iru, La., dan La Ode. 2012. Analisis Penerapan
Pendekatan, Metode, Strategi, dan Model-
model Pembelajaran. Bantul: Multi Presindo. Saran Iskandar, Alex. 1992. Beberapa Pilihan dalam
Penelitian Pendidikan. Bogor: FKIP Unpak Penelitian yang telah dilakukan dalam kegiatan
pembelajaran keterampilan menulis biografi dengan
menerapkan
model
pembelajaran
kontekstual
menunjukkan bahwa kemampuan siswa dalam
menulis biografi meningkat. Berdasarkan hasil
penelitian tersebut, maka peneliti menyarankan hal-
hal sebagai berikut: Isnatun, Siti., dan umi Farida. 2013. Mahir
Berbahasa Indonesia 2. Jakarta: Yudhistira. Johnson, Elaine. 2010. Contextual Teaching and
Learning. Bandung: Kaifa. Keraf, Gorys. 2000. Argumentasi dan Narasi. Jakarta: Gramedia Pustaka Utama. g
Pertama, pada kegiatan pembelajaran, guru
diharapkan
menjadikan
model
pembelajaran
kontekstual sebagai salah satu pilihan dalam
pembelajaran keterampilan menulis, khususnya
menulis biografi. Kedua, pada kegiatan pembelajaran,
guru hendaknya memberikan penjelasan yang lebih
rinci mengenai cara mengembangkan identitas
seseorang karena identitas bukan hanya nama
dan tempat tanggal lahir saja. Guru juga harus
memberikan
contoh-contoh
penerapan
kaidah
kebahasaan biografi dalam bentuk kalimat sehingga
siswa menjadi lebih mudah mengerti. Selain itu,
guru juga harus memberikan arahan kepada siswa
mengenai cara mengembangkan kalimat utama
terutama dalam memaparkan hal teladan tokoh
biografi. Misalnya dengan cara mengenalkan pola
pengembangan kalimat deduktif dan induktif supaya
siswa bisa mengembangkan tulisannya dengan baik. Ketiga, bagi sekolah, penelitian eksperimen ini
diharapkan dapat dijadikan sebagai kegiatan wajib
bagi setiap tenaga pengajar untuk meningkatkan
kualitas pembelajaran yang lebih baik. Nurgiyantoro, Burhan. 2001. Penilaian dalam
Pengajaran Bahasa dan Sastra, Edisi Ketiga,
Cetakan Pertama. Yogyakarta: BPFE. Nurgiyantoro,
Burhan. 2011. Penilaian
Pembelajaran Bahasa Berbasis Kompetensi. Yogyakarta: BPFE. Rusman. 2012. Model-model Pembelajaran. Jakarta:
Rajagrafindo Persada. Sanjaya, Wina. 2010. Strategi Pembelajaran
Berorientasi Standar Proses Pendidikan. Jakarta: Kencana. Soebachman, Agustina. 2014. 4 Hari Mahir Menulis
Artikel, Cerpen, Novel, Skripsi. Yogyakarta:
Syura Media Utama. Sugiyono. 2012. Metode Penelitian Pendidikan
(Pendekatan Kuantitatif, Kualitatif, dan
R&D). Bandung: Alfabeta. Sumardjo, Jakob., dan Saini. 1986. Apresiasi
Kesusastraan. Jakarta: Gramedia. Sumiati, dan Asra. 2011. Metode Pembelajaran. Bandung: CV Wacana Prima. Taniredja, Tukiran., dkk. 2011. Model-model
Pembelajaran Inovatif. Bandung: Alfabeta. PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL 264 Daftar Pustaka Daftar Pustaka
Arikunto, Suharsimi. 2006. Prosedur Penelitian
Suatu Pendekatan Praktik. Jakarta: Rineka
Cipta. Arikunto, Suharsimi. 2006. Prosedur Penelitian
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Cipta. Tarigan, Henry Guntur. 2008. Menulis Sebagai Suatu
Keterampilan Berbahasa. Bandung: Angkasa. Pedagogia, Volume 7 Nomor 2 Tahun 2015 PENERAPAN MODEL PEMBELAJARAN KONTEKSTUAL Pedagogia, Volume 7 Nomor 2 Tahun 2015 Riwayat Hidup Penulis 1. Yulia, lahir di Sukabumi pada tanggal 6 Maret
1992, putri pertama dari dua bersaudara. Alamat
Pendidikan: SDN Cihamerang lulus tahun
2004, MTs Darul Ahkam lulus pada tahun 2007,
dan SMK Nurul Bayan lulus pada tahun 2010,
Program Studi Pendidikan 2. Eri Sarimanah, Staf Pengajar Program Studi
Pendidikan Bahasa dan Sastra Indonesia, FKIP
Unpak. 3. Suhendra,
Staf
Pengajar
Program
Studi
Pendidikan Bahasa dan Sastra Indonesia, FKIP
Unpak.
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